Last updated: 2019-03-07

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This document was written in R Markdown, and translated into html using the R package knitr. Press the buttons labelled Code to show or hide the R code used to produce each table, plot or statistical result. You can also select Show all code at the top of the page.

Load R libraries (install first from CRAN or Bioconductor)

library(WGCNA) # Gene networks - needs 'impute' dependency: source("https://bioconductor.org/biocLite.R"); biocLite("impute")
library(RSQLite) # Access SQLite databases
library(reshape2) # data tidying (melt)
library(dplyr) # data tidying
library(tidyr) # data tidying
library(purrr) # manipulate lists
library(stringr) # string manipulation
library(ggplot2) # for plots
library(ggrepel) # for plots
library(ggdendro) # for plots
library(gridExtra) # for plots
library(grid) # for plots
library(RColorBrewer) # for plots
library(ggjoy) # for plots
library(gplots) # Venn diagram
library(ecodist) # for nmds
library(MuMIn) # for model comparison
library(sva) # for ComBat function; install via source("https://bioconductor.org/biocLite.R"); biocLite("sva")
library(pander) # for nice tables
library(kableExtra) # For scrollable tables
library(clusterProfiler) # for enrichment tests; source("https://bioconductor.org/biocLite.R"); biocLite("clusterProfiler") 
library(fgsea) # for enrichment tests; source("https://bioconductor.org/biocLite.R"); biocLite("fgsea") 
select <- dplyr::select
filter <- dplyr::filter
rename <- dplyr::rename

kable.table <- function(df) {
  kable(df, "html") %>%
  kable_styling() %>%
  scroll_box(height = "300px")
}

# Open database connections (Sasha uses SQL, Luke prefers dplyr)
db <- dbConnect(SQLite(), dbname="data/queen_pheromone.db")
my_db <- src_sqlite("data/queen_pheromone.db")

# These 4 samples should NOT be used (See below). They were also removed in all non-R analyses (e.g. differential gene expression analyses using EBseq)
bad.samples <- c("lf1", "ln1", "ln12", "lf12")

First let’s check for and remove strongly outlying samples

  # Define a function to get gene expression data for a given set of orthologous genes. We define orthologous genes as those that are each other's reciprocal best BLAST. The bad.samples argument can be used to remove some named samples. By default this function logs the expression data (using log10). It returns a list with two elements: the first element is a matrix of expression data (rows = samples, cols = genes), and the second is a data frame giving the species-specific names of the orthologous genes
make.OGGs <- function(species, bad.samples = NULL, log.data = T){
  
  # set up forward mappings, e.g. "am2bt", "am2lf", "am2ln"
  forward.mappings <- paste(species[1], "2", species[2:length(species)], sep = "")
  # and reverse mappings, e.g. "bt2am", "lf2am", "ln2am"
  backward.mappings <- paste(species[2:length(species)], "2", species[1], sep = "")
  items <- list() # declare empty list

  for(i in 1:length(forward.mappings)){
    
    # make a table with 3 columns: first column has species 1 gene,
    # second column has species 2 gene in forward mapping,
    # third column has species 2 gene in reverse mapping (this can be NA, or different to col 2)
    # we want the rows where cols 2 and 3 are the same, indicating reciprocity in the BLAST
    focal <- left_join(
      tbl(my_db, forward.mappings[i]) %>% 
        dplyr::select(-evalue), # get the two mappings and 
      tbl(my_db, backward.mappings[i]) %>% 
        dplyr::select(-evalue), # merge by species 1 column
      by = species[1]
    ) %>% 
      collect(n=Inf) %>% as.data.frame  # collect it all and convert to df
    
    # Get the RBB rows, and keep the two relevant columns
    focal <- focal[!is.na(focal[,3]), ]
    items[[i]] <- focal[focal[,2] == focal[,3], 1:2] 
  }
  rbbs <- items[[1]] # If 3 or 4 species, successively merge the results
  if(length(items) > 1) rbbs <- left_join(rbbs, items[[2]], by = species[1])
  if(length(items) > 2) rbbs <- left_join(rbbs, items[[3]], by = species[1])
  
  # Throw out species1 genes that do not have a RBB in all species
  rbbs <- rbbs[complete.cases(rbbs), ]
  names(rbbs) <- gsub("[.]x", "", names(rbbs)) # tidy the row and column names
  rownames(rbbs) <- NULL

  # Make sure the columns are ordered as in 'species'
  rbbs <- rbbs[, match(names(rbbs), species)]

  # We know have a list of the names of all the ortholgous genes in each species
  # Now we use these names to look up the gene expression data for each ortholog
  expression.tables <- paste("rsem_", species, sep = "")
  
  for(i in 1:length(species)){
    focal.expression <- tbl(my_db, expression.tables[i]) %>% 
      collect(n=Inf) %>% as.data.frame()
    names(focal.expression)[names(focal.expression) == "gene"] <- species[i]
    rbbs <- left_join(rbbs, focal.expression, by = species[i])
  }
  gene.name.mappings <- rbbs[, names(rbbs) %in% species] # save gene name mappings in separate DF
  
  rownames(rbbs) <- rbbs[,1] # Use the gene names for species 1 as row names
  rbbs <- rbbs[, !(names(rbbs) %in% species)] # remove gene name columns 
  rbbs <- t(as.matrix(rbbs))

  if(log.data) rbbs <- log10(1 + rbbs)
  if(!is.null(bad.samples)) rbbs <- rbbs[!(rownames(rbbs) %in% bad.samples), ]
  
  # Discard genes where NAs appear
  gene.name.mappings <- gene.name.mappings[!(is.na(colSums(rbbs))), ]
  rbbs <- rbbs[, !(is.na(colSums(rbbs)))]

  # discard genes where expression is zero for all samples in 1 or more species
  spp <- str_replace_all(rownames(rbbs), "[:digit:]", "")
  to.keep <- rep(TRUE, ncol(rbbs))
  for(i in 1:ncol(rbbs)){
   if(min(as.numeric(tapply(rbbs[,i], spp, sum))) == 0) to.keep[i] <- FALSE
 }
rbbs <- rbbs[, to.keep]
gene.name.mappings <- gene.name.mappings[to.keep, ]

  list(tpm = rbbs, gene.mappings = gene.name.mappings)
}

4 of the Lasius samples are highly different to all of the rest

Closer inspection reveals that they have zeros for many of the transcripts, so perhaps they had low abundance libraries.

set.seed(1) # nmds involves random numbers, so make this plot reproducible
expression.data <- make.OGGs(c("am", "bt", "ln", "lf"))[[1]]
treatments <- tbl(my_db, "treatments") %>% as.data.frame()

shhh <- capture.output(nmds.output <- dist(expression.data) %>% nmds())
fig_S1 <- data.frame(id = rownames(expression.data), nmds.output$conf[[length(nmds.output$conf)]], stringsAsFactors = F) %>%
  left_join(treatments, by = "id") %>% 
  rename(Species = species, Treatment = treatment) %>%
  ggplot(aes(X1,X2, shape = Species)) + 
  geom_point(aes(colour = Treatment)) + 
  geom_text_repel(aes(label = id), size=3.6) + 
  xlab("NMDS 1") + ylab("NMDS 2")

saveRDS(fig_S1, file = "supplement/fig_S1.rds")
fig_S1

Expand here to see past versions of outliers-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure S1: After reducing the transcriptome data to two axes using non-metric multidimensional scaling, four Lasius samples were clear outliers.

set.seed(1) # nmds involves random numbers, so make this plot reproducible
expression.data <- make.OGGs(c("am", "bt", "ln", "lf"), bad.samples = bad.samples)[[1]]

shhh <- capture.output(nmds.output <- dist(expression.data) %>% nmds())
fig_S2 <- data.frame(id = rownames(expression.data), 
           nmds.output$conf[[length(nmds.output$conf)]], 
           stringsAsFactors = F) %>%
  left_join(treatments, by = "id") %>%
  rename(Species = species, Treatment = treatment) %>% 
  ggplot(aes(X1,X2)) + 
  geom_point(aes(shape = Species, colour = Treatment)) + 
  geom_text_repel(aes(label = id), size=3.6) + 
  xlab("NMDS 1") + ylab("NMDS 2")

saveRDS(fig_S2, file = "supplement/fig_S2.rds")
fig_S2

Expand here to see past versions of no.outliers-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure S2: With the four problematic samples removed, the samples cluster according to species with no obvious outliers.

Table of sample sizes

Table S1: Number of sequencing libraries for each combination of species and treatment, after removing the four problematic libraries. Each library was prepared from a pool containing equal amounts of cDNA from five individual workers, taken from the same colony.

sample.size.table <- treatments[treatments$id %in% rownames(expression.data),] %>% 
  group_by(species, treatment) %>% 
  summarise(n = n()) %>% as.data.frame()
names(sample.size.table) <- c("Species", "Treatment", "Number of RNAseq libraries")

saveRDS(sample.size.table, file = "supplement/tab_S1.rds")
sample.size.table %>% pander()
Species Treatment Number of RNAseq libraries
am Control 3
am QP 3
bt Control 5
bt QP 5
lf Control 7
lf QP 6
ln Control 5
ln QP 5

Lists of statistically significant differentially expressed genes

Click the tabs to see the gene lists for each of the four species.

apis.de <- suppressMessages(tbl(my_db, "ebseq_padj_gene_am") %>% 
  dplyr::select(gene, PostFC) %>% 
    left_join(tbl(my_db, "bee_names")) %>% 
    collect() %>% 
  mutate(PostFC = round(log2(PostFC), 3)) %>% 
    dplyr::select(gene, name, PostFC) %>% 
    rename(Gene=gene, Name=name, Log2_FC = PostFC) %>% 
    arrange(-abs(Log2_FC))) %>% as.data.frame()

bombus.de <- suppressMessages(tbl(my_db, "ebseq_padj_gene_bt") %>% 
  dplyr::select(gene, PostFC) %>% 
    left_join(tbl(my_db, "bt2am") %>% rename(gene=bt)) %>% 
    left_join(tbl(my_db, "bee_names") %>% rename(am=gene)) %>% 
    collect() %>%
   mutate(PostFC = round(log2(PostFC), 3), name = replace(name, is.na(name), " "), 
          am = replace(am, is.na(am), " ")) %>% 
  dplyr::select(gene, am, name, PostFC) %>% 
    rename(Gene=gene, Apis_BLAST=am, Name=name, Log2_FC = PostFC) %>% 
    arrange(-abs(Log2_FC))) %>% as.data.frame()

flavus.de <- suppressMessages(tbl(my_db, "ebseq_padj_gene_lf") %>% 
  dplyr::select(gene, PostFC) %>% 
    left_join(tbl(my_db, "lf2am") %>% rename(gene=lf)) %>% 
    left_join(tbl(my_db, "bee_names") %>% rename(am=gene)) %>% 
    collect() %>%
   mutate(PostFC = round(log2(PostFC), 3), name = replace(name, is.na(name), " "), 
          am = replace(am, is.na(am), " ")) %>% 
  dplyr::select(gene, am, name, PostFC) %>% 
    rename(Gene=gene, Apis_BLAST=am, Name=name, Log2_FC = PostFC) %>%
    arrange(-abs(Log2_FC))) %>% as.data.frame()

niger.de <- suppressMessages(tbl(my_db, "ebseq_padj_gene_ln") %>% 
  dplyr::select(gene, PostFC) %>% 
    left_join(tbl(my_db, "ln2am") %>% rename(gene=ln)) %>% 
    left_join(tbl(my_db, "bee_names") %>% rename(am=gene)) %>% 
    collect() %>%
   mutate(PostFC = round(log2(PostFC), 3), name = replace(name, is.na(name), " "), 
          am = replace(am, is.na(am), " ")) %>% 
  dplyr::select(gene, am, name, PostFC) %>% 
    rename(Gene=gene, Apis_BLAST=am, Name=name, Log2_FC = PostFC) %>% 
    arrange(-abs(Log2_FC))) %>% as.data.frame()

names(apis.de) <- gsub("_", " ", names(apis.de))
names(bombus.de) <- gsub("_", " ", names(bombus.de))
names(flavus.de) <- gsub("_", " ", names(flavus.de))
names(niger.de) <- gsub("_", " ", names(niger.de))

Apis mellifera

Table S2: List of the 322 significantly differentially expressed genes (EBseq; FDR-corrected posterior probability of differential expression p < 0.05) in Apis mellifera, listed in order of fold change in gene expression on a Log\(_2\) scale. Positive fold change values indicate higher expression in the control, while negative values indicate higher expression in the queen pheromone treatment.

saveRDS(apis.de, file = "supplement/tab_S2.rds")
kable.table(apis.de)
Gene Name Log2 FC
GB55204 Major royal jelly protein 3 6.480
GB51373 bypass of stop codon protein 1-like 5.385
GB50604 uncharacterized protein LOC724113 3.775
102655911 uncharacterized protein LOC102655911 -3.376
GB49819 branched-chain-amino-acid aminotransferase, cytosolic-like 2.657
102656917 uncharacterized LOC102656917, transcript variant X1 2.609
GB54417 dehydrogenase/reductase SDR family member 11-like isoform X1 2.242
GB45565 chymotrypsin-2 2.052
GB53886 protein G12-like isoform X4 1.983
100576536 uncharacterized protein LOC100576536 1.945
GB41540 venom carboxylesterase-6-like -1.721
GB54690 uncharacterized protein LOC408547 -1.583
GB54150 uncharacterized protein LOC408462 -1.560
GB43639 uncharacterized protein LOC100577506 isoform X1 -1.557
GB49548 serine/threonine-protein phosphatase 2B catalytic subunit 3-like isoform X11 -1.455
GB49878 probable cytochrome P450 6a14 isoformX1 1.393
GB53414 serine/threonine-protein kinase ICK-like isoform X2 1.357
102654781 protein G12-like 1.324
102656058 uncharacterized protein PF11_0213-like -1.311
GB53957 U6 snRNA-associated Sm-like protein LSm1-like 1.276
GB50413 protein TBRG4-like isoform X1 -1.261
102653931 uncharacterized LOC102653931, transcript variant X2 -1.258
GB53876 interaptin-like -1.209
GB42705 protein archease-like 1.184
101664701 PI-PLC X domain-containing protein 1-like isoform X1 1.143
GB42523 uncharacterized LOC100577781, transcript variant X2 -1.130
102654405 protein G12-like 1.115
100578075 uncharacterized LOC100578075 -1.110
GB52251 multifunctional protein ADE2, transcript variant X2 1.088
GB40764 uncharacterized protein LOC414021 isoform X7 -1.086
GB55648 Down syndrome cell adhesion molecule-like protein Dscam2-like isoform X7 -1.084
726446 uncharacterized protein LOC726446 -1.063
GB54467 probable G-protein coupled receptor 52 isoform 1 -1.060
GB46985 60S ribosomal protein L12 isoform X1 1.045
GB55191 uncharacterized protein LOC100576289 -1.045
GB54890 kynurenine 3-monooxygenase isoform X2 1.016
GB55640 retinol dehydrogenase 12-like -1.006
724802 protein Asterix-like 0.996
GB40010 titin-like isoform X2 -0.967
102654949 uncharacterized protein LOC102654949 0.967
GB43234 histone deacetylase 5 isoform X8 -0.965
GB52266 furin-like protease 2-like -0.927
GB41706 ice-structuring glycoprotein-like -0.926
GB42673 retinol dehydrogenase 10-A-like isoform X4 0.923
GB55030 uncharacterized protein LOC725074 0.921
551123 RNA-binding protein Musashi homolog Rbp6-like isoform X1 -0.920
409728 40S ribosomal protein S5 isoform X1 0.917
GB45028 venom dipeptidyl peptidase 4 -0.898
GB53422 ufm1-specific protease 1-like isoform X2 0.892
GB48933 methenyltetrahydrofolate synthase domain-containing protein-like -0.876
GB53077 cysteine-rich protein 1-like 0.871
GB41301 annexin-B9-like 0.862
GB51748 dentin sialophosphoprotein -0.861
102654594 WD repeat-containing protein 18-like 0.852
GB50356 60S acidic ribosomal protein P2 0.837
GB44091 LOW QUALITY PROTEIN: uncharacterized protein LOC408779 -0.836
GB41151 protein MNN4-like -0.834
409202 ribosomal protein S9, transcript variant X2 0.834
GB44340 small ubiquitin-related modifier 3 isoform 1 0.833
GB49173 4-aminobutyrate aminotransferase, mitochondrial-like isoform X2 -0.826
GB40769 dehydrogenase/reductase SDR family member 11-like 0.823
GB54243 LOW QUALITY PROTEIN: carbonyl reductase [NADPH] 1-like 0.819
724531 40S ribosomal protein S28-like 0.812
GB51744 uncharacterized protein LOC724439 0.811
GB51947 uncharacterized protein LOC724835 isoform X2 -0.807
GB40875 60S ribosomal protein L10 isoform X1 0.806
102655694 glutathione S-transferase-like 0.803
GB55827 40S ribosomal protein S21-like isoform X1 0.801
102654426 60S ribosomal protein L18-like 0.801
GB49988 SRR1-like protein-like isoform X2 -0.800
GB55963 uncharacterized protein LOC725224 isoform X1 -0.797
GB50867 cell differentiation protein RCD1 homolog isoform X2 0.794
GB43256 ATP-binding cassette sub-family D member 1-like 0.792
GB41211 ATP-binding cassette sub-family E member 1 0.787
GB52314 gamma-tubulin complex component 4 -0.785
102654251 uncharacterized protein LOC102654251 -0.782
726860 cytochrome b5-like isoform 1 0.778
GB46039 tubulin alpha-1 chain-like 0.773
GB53358 protein transport protein Sec61 subunit gamma-like isoform X3 0.768
GB48699 60S ribosomal protein L11-like 0.767
GB44311 actin related protein 1 0.762
102655603 transmembrane emp24 domain-containing protein 7-like 0.762
GB49170 40S ribosomal protein S15Aa-like isoform 1 0.758
GB47736 alkyldihydroxyacetonephosphate synthase-like 0.753
GB49013 RNA-binding protein 8A 0.752
724485 probable small nuclear ribonucleoprotein E-like 0.749
GB53000 ubiquitin-60S ribosomal protein L40 isoform 2 0.749
725936 titin-like -0.748
GB50158 60S ribosomal protein L4 isoform 1 0.748
GB52432 KN motif and ankyrin repeat domain-containing protein 3-like isoform X3 -0.746
724757 histone H4-like 0.745
GB53219 40S ribosomal protein S17 0.742
100577623 putative uncharacterized protein DDB_G0282133-like isoform X2 -0.742
GB51038 60S ribosomal protein L23 0.739
GB40284 cytochrome P450 6a2 0.737
GB50709 40S ribosomal protein S19a 0.735
GB50977 probable tubulin polyglutamylase TTLL2-like -0.734
GB42537 40S ribosomal protein S15 0.734
GB42467 phospholipase B1, membrane-associated-like isoform X2 0.733
GB41886 protein transport protein Sec61 subunit alpha isoform 2 0.729
GB51201 40S ribosomal protein S12 isoform X1 0.724
GB55183 ankyrin repeat domain-containing protein SOWAHB-like isoform X5 -0.724
GB54814 60S ribosomal protein L31 isoform 1 0.721
GB49159 probable nuclear transport factor 2-like isoform 3 0.717
GB52512 60S ribosomal protein L28 0.714
GB41142 probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase-like isoform X2 0.712
GB51359 60S ribosomal protein L27a isoform X1 0.710
GB50519 transmembrane emp24 domain-containing protein eca-like 0.710
GB47638 ER membrane protein complex subunit 3-like 0.705
GB51046 probable signal peptidase complex subunit 2-like 0.701
GB54973 selT-like protein-like isoform 1 0.693
GB44661 intracellular protein transport protein USO1 isoform X9 -0.691
GB53953 mitochondrial coenzyme A transporter SLC25A42-like isoformX1 -0.688
GB48289 uncharacterized protein LOC726292 isoform X1 0.688
GB47808 DEP domain-containing protein 5 isoform X4 -0.685
GB45937 intracellular protein transport protein USO1 isoform X2 -0.684
GB53750 UPF0454 protein C12orf49 homolog isoform X2 0.682
GB50455 ubiquitin-conjugating enzyme E2-17 kDa-like 0.676
GB42356 arginine-glutamic acid dipeptide repeats protein-like -0.675
GB51072 40S ribosomal protein S4-like isoform 1 0.669
GB55268 43 kDa receptor-associated protein of the synapse homolog isoform X3 -0.669
GB43086 uncharacterized protein LOC726486 0.668
102655259 5-methylcytosine rRNA methyltransferase NSUN4-like isoform X1 -0.667
GB55639 40S ribosomal protein S3 0.666
GB41159 bifunctional dihydrofolate reductase-thymidylate synthase 0.665
GB42354 ATP-dependent Clp protease ATP-binding subunit clpX-like, mitochondrial-like isoform X4 -0.663
GB42696 60S ribosomal protein L35a isoform X3 0.656
GB42088 40S ribosomal protein S29-like isoform X2 0.652
GB53948 uncharacterized protein LOC410057 isoform X1 -0.651
GB47553 electron transfer flavoprotein subunit alpha, mitochondrial-like isoform 1 0.650
100577163 slit homolog 2 protein-like 0.650
GB52627 protein pigeon-like -0.650
GB54020 apolipoprotein D-like 0.650
102655440 uncharacterized protein LOC102655440 -0.649
GB51009 T-complex protein 1 subunit delta-like isoform 1 0.649
GB49583 40S ribosomal protein S14 0.647
GB41039 60S ribosomal protein L17 isoform 1 0.647
GB46627 paraplegin-like -0.645
GB54174 E3 ubiquitin-protein ligase RING1 isoform 1 0.643
GB41240 aquaporin AQPAn.G-like isoform X3 -0.641
GB51440 proteoglycan 4-like -0.641
GB45433 small ribonucleoprotein particle protein B 0.638
GB51603 peptidyl-alpha-hydroxyglycine alpha-amidating lyase 1-like isoform X5 -0.638
100191002 ribosomal protein L41 0.638
GB43989 serine-threonine kinase receptor-associated protein-like 0.637
GB53799 proteasome subunit alpha type-2 0.636
GB43141 uncharacterized protein LOC413428 -0.636
GB44999 chascon-like -0.633
GB49154 bcl-2-related ovarian killer protein homolog A 0.632
GB50189 epsilon-sarcoglycan -0.630
GB41150 40S ribosomal protein S2 isoform 2 0.628
GB50917 60S acidic ribosomal protein P1 0.627
GB48201 39S ribosomal protein L53, mitochondrial 0.627
GB44575 ankyrin repeat and zinc finger domain-containing protein 1-like isoform X1 -0.626
GB46776 40S ribosomal protein S11 isoform X1 0.624
GB49789 28S ribosomal protein S29, mitochondrial isoformX1 -0.621
GB46750 40S ribosomal protein S16 0.620
GB44749 60S ribosomal protein L9 0.618
GB44931 evolutionarily conserved signaling intermediate in Toll pathway, mitochondrial-like -0.613
GB46845 60S ribosomal protein L37a 0.611
GB43379 membrane-bound transcription factor site-2 protease-like 0.609
GB45369 receptor of activated protein kinase C 1, transcript variant X3 0.606
GB52698 synaptobrevin-like isoformX1 0.605
724829 immediate early response 3-interacting protein 1-like isoform X1 0.605
GB49536 gamma-secretase subunit Aph-1 0.604
GB55628 probable RNA-binding protein EIF1AD-like isoform X1 0.603
GB50832 THO complex subunit 4-like 0.602
GB50929 mitochondrial import receptor subunit TOM40 homolog 1-like isoform 1 0.601
GB51065 40S ribosomal protein S10-like isoform 1 0.601
GB54984 chromatin complexes subunit BAP18-like isoform X1 0.600
GB43180 minor histocompatibility antigen H13-like 0.597
GB49365 gamma-secretase subunit pen-2 isoform 1 0.595
GB51543 60S ribosomal protein L13a isoform 2 0.594
GB54341 RNA-binding protein 33-like -0.594
102655912 L-aminoadipate-semialdehyde dehydrogenase-phosphopantetheinyl transferase-like 0.593
GB53420 uncharacterized protein LOC100576355 isoformX2 -0.591
GB48370 ATP-binding cassette sub-family B member 7, mitochondrial isoform X1 -0.591
726369 peptidyl-tRNA hydrolase 2, mitochondrial-like isoform 1 -0.591
GB46478 tectonin beta-propeller repeat-containing protein isoform X1 -0.591
GB42736 TM2 domain-containing protein CG10795-like 0.588
GB49087 formin-binding protein 1 homolog isoform X7 -0.588
GB50753 uncharacterized LOC408705 -0.586
GB46123 endonuclease G, mitochondrial-like -0.586
GB48574 thioredoxin-2 isoform 1 0.586
GB43232 transmembrane protein 222-like isoform 1 0.586
GB45285 eukaryotic translation initiation factor 3 subunit F-like 0.584
GB44631 uroporphyrinogen-III synthase-like 0.582
GB49994 60S ribosomal protein L26 0.581
GB52563 ATP-dependent helicase brm -0.579
GB54723 uncharacterized protein LOC726790 isoform X1 -0.578
GB53668 translocator protein-like 0.577
GB45374 40S ribosomal protein S23-like 0.576
GB46984 ribonuclease UK114-like isoform 1 0.572
102655352 uncharacterized protein LOC102655352 -0.572
GB45037 beta-lactamase-like protein 2-like isoform X2 -0.572
GB52107 tubulin alpha-1 chain-like 0.571
GB54139 flocculation protein FLO11-like -0.565
410017 protein OPI10 homolog 0.564
GB49177 60S ribosomal protein L27 isoform X2 0.557
GB54221 transmembrane protein 50A-like 0.556
GB54979 60S ribosomal protein L21 0.555
GB48111 proteasome subunit beta type-1 0.552
GB48745 5’-nucleotidase domain-containing protein 3-like -0.550
GB47079 hexokinase type 2-like isoform X3 -0.549
GB47441 V-type proton ATPase 21 kDa proteolipid subunit-like 0.549
GB41207 26S proteasome non-ATPase regulatory subunit 14 0.549
GB50274 transitional endoplasmic reticulum ATPase TER94 0.544
GB51683 annexin-B9-like isoform X1 0.544
GB54952 proteasome subunit alpha type-1-like 0.543
GB52253 protein PRRC2C-like isoform X2 -0.542
GB41648 protein chibby homolog 1-like 0.542
GB41363 26S protease regulatory subunit 6B isoform 1 0.541
GB53247 transmembrane emp24 domain-containing protein-like 0.541
GB48983 RING finger protein 121-like isoform X3 0.541
GB50873 60S ribosomal protein L30 isoform 1 0.540
GB54255 uncharacterized protein LOC551488 0.540
GB48810 60S ribosomal protein L8 0.537
GB41894 uncharacterized protein LOC411277 isoform X28 -0.536
GB49021 cuticular protein precursor 0.536
GB50131 phosphatidate phosphatase PPAPDC1A-like isoform X2 0.535
GB41811 filaggrin-like isoform X3 -0.534
GB51484 protein mago nashi 0.528
GB46705 muscle M-line assembly protein unc-89 isoform X5 -0.526
GB45978 dynein light chain Tctex-type isoform X2 0.526
GB43449 signal recognition particle 9 kDa protein 0.526
GB48150 actin-related protein 2/3 complex subunit 1A 0.525
GB54854 proteasome maturation protein-like 0.523
GB51545 dystrophin, isoforms A/C/F/G/H-like -0.523
GB49095 high affinity copper uptake protein 1-like isoformX1 0.523
GB43638 protein enhancer of sevenless 2B 0.522
GB51994 proteasome subunit beta type-6-like 0.520
GB53194 60S ribosomal protein L14 isoform X2 0.519
102656618 uncharacterized protein LOC102656618 isoform X1 -0.518
GB40539 40S ribosomal protein S20 0.518
GB41631 60S ribosomal protein L34 isoform X2 0.518
GB43938 cytosolic endo-beta-N-acetylglucosaminidase-like isoform X4 0.516
GB45878 tRNA-dihydrouridine(16/17) synthase [NAD(P)(+)]-like isoform X3 -0.516
GB44039 malate dehydrogenase, cytoplasmic-like isoform 1 0.513
GB55781 LOW QUALITY PROTEIN: uncharacterized protein LOC551170 -0.513
GB45526 eukaryotic translation initiation factor 6 isoform 1 0.510
GB52789 60S ribosomal protein L22 isoform 1 0.507
GB53626 myotrophin-like isoform 2 0.507
GB49364 splicing factor U2af 38 kDa subunit 0.505
GB44984 U5 small nuclear ribonucleoprotein 40 kDa protein-like isoform X1 0.504
GB50271 zinc transporter 1-like 0.503
GB49377 40S ribosomal protein S3a 0.501
GB50874 transcription factor Ken 2 -0.501
GB44147 60S ribosomal protein L15 0.498
GB46141 LOW QUALITY PROTEIN: vacuolar protein sorting-associated protein 29-like 0.494
GB51963 mitochondrial ribonuclease P protein 1 homolog -0.491
GB55901 ribosome biogenesis protein NSA2 homolog isoform X1 0.488
GB42036 protein SEC13 homolog isoform X2 0.485
GB40877 translocon-associated protein subunit delta 0.485
GB44205 proteasome subunit beta type-5-like 0.484
GB54151 uncharacterized protein LOC408463 isoform X12 -0.484
GB54590 polyadenylate-binding protein 1-like isoform X2 0.483
GB41157 RPII140-upstream gene protein-like -0.481
GB48423 small nuclear ribonucleoprotein F isoform 2 0.480
GB49608 protein angel-like isoform X1 -0.475
GB49812 RING-box protein 1A isoform X1 0.461
GB43697 mediator of RNA polymerase II transcription subunit 16 isoform X3 0.457
GB41553 Golgi phosphoprotein 3 homolog rotini-like isoform X1 0.455
GB43548 40S ribosomal protein SA 0.449
GB45181 probable Bax inhibitor 1 0.447
GB53086 alcohol dehydrogenase class-3 isoform X2 0.446
GB41724 uncharacterized protein LOC727081 -0.446
GB54533 protein unc-13 homolog D isoform X5 -0.445
GB40882 40S ribosomal protein S13 isoform X1 0.445
GB50230 V-type proton ATPase subunit e 2-like 0.445
102654691 protein translation factor SUI1 homolog 0.445
GB51787 myosin light chain alkali-like isoform X5 0.444
GB41908 PERQ amino acid-rich with GYF domain-containing protein CG11148-like isoform X3 -0.443
GB53138 inorganic pyrophosphatase-like 0.437
GB48250 putative gamma-glutamylcyclotransferase CG2811-like isoform X4 0.436
GB46763 excitatory amino acid transporter 3 0.436
GB53415 WW domain-binding protein 2-like isoform X1 0.432
GB47606 ER membrane protein complex subunit 4-like isoform 1 0.431
GB42675 adenylate cyclase type 2-like -0.430
GB44312 hydroxyacylglutathione hydrolase, mitochondrial-like isoform X2 0.428
102654127 neurochondrin homolog -0.423
GB47938 uncharacterized protein LOC412825 isoform X1 -0.421
GB55056 spermatogenesis-associated protein 20 isoform X2 -0.420
GB41084 60S ribosomal protein L38 0.412
GB47810 regulator of gene activity protein isoform X3 0.410
GB40946 serine/threonine-protein phosphatase 2A 65 kDa regulatory subunit A alpha isoform-like isoform X1 0.409
GB42780 CCHC-type zinc finger protein CG3800-like isoform X3 0.409
GB43229 GTP-binding nuclear protein Ran isoform X1 0.407
GB50244 NHL repeat-containing protein 2 isoform X4 -0.406
GB45684 protein spire-like isoform X4 -0.406
GB52073 probable citrate synthase 1, mitochondrial-like -0.402
GB45856 protein GPR107-like isoform X4 0.401
GB47542 eukaryotic translation initiation factor 3 subunit J isoform 1 0.399
GB53243 LOW QUALITY PROTEIN: probable phosphorylase b kinase regulatory subunit beta-like -0.395
GB55892 glutamate-rich WD repeat-containing protein 1-like 0.395
GB43105 casein kinase II subunit alpha isoform X6 0.390
GB43537 probable 28S ribosomal protein S16, mitochondrial 0.388
GB44496 probable serine incorporator isoformX1 0.376
GB43855 LOW QUALITY PROTEIN: coatomer subunit beta’ 0.374
GB40073 COP9 signalosome complex subunit 8-like 0.373
GB47100 putative glutamate synthase [NADPH]-like isoform X4 -0.372
GB42786 microtubule-associated protein RP/EB family member 1-like isoform X4 0.372
GB54789 GMP synthase [glutamine-hydrolyzing] 0.371
GB40767 phosphoglycolate phosphatase-like -0.370
GB52212 polyubiquitin-A-like isoform X2 0.370
GB52256 60S ribosomal protein L5 0.370
GB50925 prostaglandin E synthase 2-like -0.360
GB53725 splicing factor 3B subunit 1-like isoform X2 -0.355
GB44870 zinc finger protein 706-like isoform X3 0.355
GB45375 rhomboid-7 isoform X1 0.346
GB45044 uncharacterized protein LOC409396 isoform X5 -0.334
GB50909 dual 3’,5’-cyclic-AMP and -GMP phosphodiesterase 11-like, transcript variant X4 -0.333
GB44907 myeloid leukemia factor isoform X3 0.331
GB44333 flocculation protein FLO11-like isoform X1 -0.322
GB46562 40S ribosomal protein S24-like isoform X2 0.321
GB45017 RNA pseudouridylate synthase domain-containing protein 2-like isoform X3 -0.317
GB48312 pre-mRNA-splicing factor RBM22-like 0.316
GB47103 elongation factor 1-beta’ 0.310
GB48207 proteasomal ubiquitin receptor ADRM1 homolog isoform X1 0.270
GB40887 V-type proton ATPase subunit E isoform 3 0.266
GB41152 uncharacterized protein C6orf106 homolog 0.213
GB45678 1-acylglycerol-3-phosphate O-acyltransferase ABHD5-like isoform X1 -0.192
GB44576 ester hydrolase C11orf54 homolog 0.189

Bombus terrestris

Table S3: The single significantly differentially expressed gene (EBseq; FDR-corrected posterior probability of differential expression p < 0.05) in Bombus terrestris. Positive fold change values indicate higher expression in the control, while negative values indicate higher expression in the queen pheromone treatment. The second and third columns give the best BLAST hit for this gene in A. mellifera plus the name of the A. mellifera putative ortholog.

saveRDS(bombus.de, file = "supplement/tab_S3.rds")
kable(bombus.de, "html") %>%
  kable_styling()
Gene Apis BLAST Name Log2 FC
100648170 GB48391 mucin-2-like 1.071

Lasius flavus

Table S4: List of the 290 significantly differentially expressed genes (EBseq; FDR-corrected posterior probability of differential expression p < 0.05) in Lasius flavus, listed in order of fold change in gene expression on a Log\(_2\) scale. Positive fold change values indicate higher expression in the control, while negative values indicate higher expression in the queen pheromone treatment. The second and third columns give the best BLAST hit for this gene in A. mellifera plus the name of the A. mellifera putative ortholog.

saveRDS(flavus.de, file = "supplement/tab_S4.rds")
kable.table(flavus.de)
Gene Apis BLAST Name Log2 FC
TRINITY_DN19074_c0_g2 GB43902 hexaprenyldihydroxybenzoate methyltransferase, mitochondrial-like 7.514
TRINITY_DN2701_c0_g1 GB52729 aspartate–tRNA ligase, cytoplasmic 7.481
TRINITY_DN14108_c0_g2 7.468
TRINITY_DN36041_c0_g1 6.629
TRINITY_DN13621_c0_g1 6.549
TRINITY_DN18780_c0_g2 -6.440
TRINITY_DN14430_c0_g1 6.278
TRINITY_DN32671_c0_g2 6.121
TRINITY_DN14910_c0_g1 XP_016769216.1 5.800
TRINITY_DN19071_c0_g1 -5.776
TRINITY_DN5663_c0_g2 XP_006568418.2 -5.365
TRINITY_DN13527_c1_g3 5.259
TRINITY_DN2506_c0_g2 5.133
TRINITY_DN9902_c0_g2 5.069
TRINITY_DN6503_c0_g3 551397 28S ribosomal protein S18a, mitochondrial isoform 2 5.044
TRINITY_DN10699_c0_g1 4.901
TRINITY_DN5102_c0_g1 XP_016771437.1 4.901
TRINITY_DN6994_c0_g1 4.859
TRINITY_DN13376_c3_g2 4.858
TRINITY_DN9565_c0_g3 GB45250 uncharacterized protein LOC409595 4.811
TRINITY_DN1013_c0_g1 GB52059 eukaryotic translation initiation factor 4H-like isoform X1 4.709
TRINITY_DN11616_c0_g1 4.696
TRINITY_DN1845_c0_g2 GB52253 protein PRRC2C-like isoform X2 4.658
TRINITY_DN7242_c0_g1 -4.646
TRINITY_DN31547_c0_g3 4.613
TRINITY_DN13376_c3_g3 4.569
TRINITY_DN6298_c0_g3 4.553
TRINITY_DN2720_c0_g2 -4.522
TRINITY_DN2583_c0_g2 4.460
TRINITY_DN24980_c0_g3 -4.393
TRINITY_DN12959_c0_g3 4.390
TRINITY_DN4813_c0_g1 4.322
TRINITY_DN6331_c0_g2 4.303
TRINITY_DN10925_c0_g1 4.278
TRINITY_DN14174_c1_g3 4.233
TRINITY_DN23574_c0_g3 4.173
TRINITY_DN6054_c0_g1 XP_016771772.1 4.143
TRINITY_DN32287_c0_g1 4.133
TRINITY_DN1060_c0_g1 4.115
TRINITY_DN6965_c0_g3 4.097
TRINITY_DN5087_c0_g1 XP_003249576.2 4.069
TRINITY_DN10904_c0_g1 4.050
TRINITY_DN4900_c0_g1 4.049
TRINITY_DN14065_c0_g2 4.015
TRINITY_DN2102_c0_g6 GB40389 profilin 3.751
TRINITY_DN12195_c1_g3 102656074 reticulon-4-like isoform X6 3.710
TRINITY_DN2302_c0_g2 3.676
TRINITY_DN9563_c1_g3 XP_016770117.1 3.347
TRINITY_DN11562_c2_g1 XP_016769630.1 3.211
TRINITY_DN6503_c0_g2 551397 28S ribosomal protein S18a, mitochondrial isoform 2 3.210
TRINITY_DN3428_c0_g1 GB53155 maternal embryonic leucine zipper kinase-like 3.168
TRINITY_DN11833_c0_g2 3.162
TRINITY_DN1150_c0_g2 3.151
TRINITY_DN14156_c9_g2 XP_016769763.1 3.146
TRINITY_DN7447_c0_g1 GB10293 aubergine 3.125
TRINITY_DN12563_c0_g2 XP_016768561.1 3.097
TRINITY_DN19328_c0_g2 GB49105 ecdysteroid-regulated gene E74 isoform X10 2.921
TRINITY_DN19071_c0_g5 -2.920
TRINITY_DN3355_c0_g1 XP_016772030.1 2.912
TRINITY_DN1453_c0_g2 2.891
TRINITY_DN34334_c0_g1 -2.831
TRINITY_DN9365_c0_g1 2.823
TRINITY_DN2907_c0_g1 GB52114 protein trachealess-like isoform X7 2.821
TRINITY_DN29060_c0_g1 2.784
TRINITY_DN5450_c0_g3 2.778
TRINITY_DN6679_c1_g1 -2.777
TRINITY_DN13106_c0_g1 -2.766
TRINITY_DN6249_c0_g2 2.762
TRINITY_DN12570_c0_g2 XP_016772046.1 2.752
TRINITY_DN29060_c0_g2 -2.748
TRINITY_DN1453_c0_g1 2.718
TRINITY_DN4551_c0_g1 2.665
TRINITY_DN5934_c0_g2 2.664
TRINITY_DN21319_c0_g1 2.647
TRINITY_DN16415_c0_g2 2.644
TRINITY_DN6639_c0_g2 GB51740 CD63 antigen 2.628
TRINITY_DN8686_c0_g6 2.525
TRINITY_DN27412_c0_g1 2.511
TRINITY_DN7556_c0_g1 2.479
TRINITY_DN12097_c3_g11 2.467
TRINITY_DN19324_c0_g1 2.464
TRINITY_DN5257_c0_g2 GB51614 probable methylthioribulose-1-phosphate dehydratase-like 2.451
TRINITY_DN3033_c0_g1 GB47735 endonuclease III-like protein 1-like 2.441
TRINITY_DN23065_c0_g1 2.434
TRINITY_DN30835_c0_g2 2.337
TRINITY_DN30278_c0_g7 2.328
TRINITY_DN13221_c0_g7 2.244
TRINITY_DN13083_c0_g1 2.202
TRINITY_DN12097_c3_g6 2.167
TRINITY_DN6372_c0_g3 2.154
TRINITY_DN13237_c2_g6 -2.137
TRINITY_DN3870_c0_g2 2.108
TRINITY_DN7016_c0_g2 GB47843 uncharacterized protein LOC100576559 isoform X2 1.972
TRINITY_DN12195_c1_g4 102656074 reticulon-4-like isoform X6 -1.727
TRINITY_DN15459_c0_g1 1.644
TRINITY_DN7587_c0_g2 GB52590 fatty acid synthase-like isoform 1 -1.363
TRINITY_DN3266_c0_g1 1.320
TRINITY_DN5353_c0_g1 GB43825 lysosomal aspartic protease 1.297
TRINITY_DN7865_c0_g1 XP_016770671.1 1.257
TRINITY_DN13667_c2_g1 1.226
TRINITY_DN9568_c0_g3 -1.068
TRINITY_DN8668_c0_g1 GB52590 fatty acid synthase-like isoform 1 -1.025
TRINITY_DN8075_c0_g1 -1.023
TRINITY_DN8944_c1_g2 -0.955
TRINITY_DN13195_c1_g2 0.950
TRINITY_DN11726_c1_g1 GB52590 fatty acid synthase-like isoform 1 -0.932
TRINITY_DN14247_c8_g2 GB52590 fatty acid synthase-like isoform 1 -0.926
TRINITY_DN61_c0_g1 GB45775 pancreatic triacylglycerol lipase-like isoform X2 -0.888
TRINITY_DN2623_c0_g1 GB43825 lysosomal aspartic protease 0.862
TRINITY_DN12575_c0_g1 GB55263 putative fatty acyl-CoA reductase CG5065-like -0.832
TRINITY_DN14020_c0_g1 GB46188 trichohyalin-like isoform X1 0.728
TRINITY_DN13013_c0_g1 XP_016768441.1 0.710
TRINITY_DN12756_c2_g1 0.691
TRINITY_DN9649_c0_g1 NP_001305411.1 0.685
TRINITY_DN13574_c1_g2 GB40681 elongation of very long chain fatty acids protein 1-like -0.679
TRINITY_DN9287_c0_g1 XP_016768964.1 0.671
TRINITY_DN13318_c0_g1 GB46888 alpha-methylacyl-CoA racemase-like -0.612
TRINITY_DN3111_c0_g1 0.588
TRINITY_DN13226_c0_g1 GB47475 protein lethal(2)essential for life-like isoform 1 0.586
TRINITY_DN5134_c0_g1 XP_016770229.1 0.578
TRINITY_DN12647_c0_g1 XP_016773029.1 -0.572
TRINITY_DN14059_c0_g1 XP_016768888.1 0.567
TRINITY_DN13252_c1_g1 GB50415 diacylglycerol kinase theta-like isoform X7 0.559
TRINITY_DN13742_c0_g1 GB46657 galactokinase-like -0.518
TRINITY_DN13982_c0_g1 XP_016769706.1 -0.517
TRINITY_DN32324_c0_g1 102656101 uncharacterized protein LOC102656101 0.517
TRINITY_DN12496_c0_g1 GB54423 uncharacterized protein LOC551958 0.511
TRINITY_DN11328_c0_g1 GB51479 ras guanine nucleotide exchange factor P-like isoform X3 0.509
TRINITY_DN6523_c0_g1 GB40976 heat shock protein 90 -0.504
TRINITY_DN12344_c0_g1 0.503
TRINITY_DN15124_c0_g1 0.500
TRINITY_DN12742_c1_g1 XP_016767680.1 0.490
TRINITY_DN11193_c0_g1 GB53045 ATP-binding cassette sub-family G member 1-like isoform X1 -0.481
TRINITY_DN10448_c0_g2 GB41603 PTB domain-containing adapter protein ced-6 isoform X2 -0.474
TRINITY_DN1154_c0_g1 0.474
TRINITY_DN14164_c3_g1 GB55490 uncharacterized protein LOC410793 -0.473
TRINITY_DN14136_c5_g1 GB55016 quinone oxidoreductase-like isoform X2 0.465
TRINITY_DN9952_c0_g1 GB43823 chemosensory protein 1 precursor 0.462
TRINITY_DN8450_c0_g1 GB46286 zinc carboxypeptidase A 1-like isoform X1 0.454
TRINITY_DN12807_c0_g1 XP_016769434.1 0.450
TRINITY_DN13250_c5_g1 GB45937 intracellular protein transport protein USO1 isoform X2 0.445
TRINITY_DN6544_c0_g1 GB52074 6-phosphogluconate dehydrogenase, decarboxylating -0.445
TRINITY_DN13581_c2_g2 GB42792 uncharacterized protein LOC409805 isoform X3 0.444
TRINITY_DN36181_c0_g1 0.442
TRINITY_DN2719_c0_g1 GB54446 arginine kinase isoform X2 0.441
TRINITY_DN13519_c0_g1 GB42797 protein takeout-like 0.440
TRINITY_DN7060_c0_g1 GB49607 lysosome-associated membrane glycoprotein 1-like isoform 2 -0.438
TRINITY_DN1392_c0_g1 GB44205 proteasome subunit beta type-5-like -0.434
TRINITY_DN10466_c0_g1 GB44431 26S protease regulatory subunit 4 isoform 1 -0.428
TRINITY_DN13148_c0_g1 GB44213 filamin-like 0.426
TRINITY_DN13702_c3_g1 XP_016769732.1 0.423
TRINITY_DN12417_c0_g2 GB45456 flocculation protein FLO11-like isoform X2 0.422
TRINITY_DN23399_c0_g1 0.417
TRINITY_DN11737_c0_g1 XP_016766478.1 -0.416
TRINITY_DN12348_c0_g1 GB44703 proteasome activator complex subunit 4-like -0.415
TRINITY_DN13581_c1_g3 XP_016767189.1 0.406
TRINITY_DN11774_c0_g1 XP_016772498.1 0.387
TRINITY_DN3048_c0_g1 GB40770 dehydrogenase/reductase SDR family member 11-like isoform X2 0.387
TRINITY_DN13700_c5_g3 GB42840 leukocyte receptor cluster member 8 homolog isoform X4 0.387
TRINITY_DN13455_c0_g1 GB45128 trifunctional enzyme subunit alpha, mitochondrial-like -0.380
TRINITY_DN14019_c2_g1 409060 neurofilament heavy polypeptide-like isoform X2 0.377
TRINITY_DN11786_c1_g1 GB51214 troponin T, skeletal muscle 0.374
TRINITY_DN9982_c0_g1 GB51787 myosin light chain alkali-like isoform X5 0.372
TRINITY_DN27322_c0_g1 GB40866 heat shock protein cognate 4 -0.369
TRINITY_DN5956_c0_g1 0.366
TRINITY_DN6208_c0_g1 GB49757 fatty acid binding protein 0.359
TRINITY_DN11594_c0_g1 GB52643 poly(U)-specific endoribonuclease homolog 0.355
TRINITY_DN9687_c0_g1 0.350
TRINITY_DN14119_c3_g1 726668 PDZ and LIM domain protein 3 isoform X7 0.348
TRINITY_DN5256_c0_g1 0.345
TRINITY_DN10396_c0_g1 GB42607 cytochrome b5-like isoform X1 -0.344
TRINITY_DN5623_c0_g1 GB54817 muscle-specific protein 20 0.343
TRINITY_DN10620_c0_g1 GB42732 long-chain-fatty-acid–CoA ligase 3-like isoform X2 -0.325
TRINITY_DN12788_c0_g1 XP_016771468.1 0.325
TRINITY_DN12757_c0_g1 GB55610 MOSC domain-containing protein 2, mitochondrial-like 0.324
TRINITY_DN10923_c0_g1 GB40141 venom serine carboxypeptidase -0.321
TRINITY_DN10232_c0_g1 -0.319
TRINITY_DN12105_c0_g1 XP_016768441.1 0.318
TRINITY_DN7549_c0_g1 XP_016768456.1 0.315
TRINITY_DN3036_c0_g1 GB52326 chemosensory protein 4 precursor 0.313
TRINITY_DN12756_c2_g4 XP_016770894.1 0.311
TRINITY_DN14002_c3_g1 XP_016770982.1 0.307
TRINITY_DN27284_c0_g1 GB50274 transitional endoplasmic reticulum ATPase TER94 -0.306
TRINITY_DN12138_c0_g1 GB47306 sulfhydryl oxidase 1-like 0.305
TRINITY_DN13865_c0_g1 GB47963 probable E3 ubiquitin-protein ligase HERC4-like isoform X3 0.302
TRINITY_DN8423_c0_g1 XP_016768214.1 -0.298
TRINITY_DN27569_c0_g1 GB52736 ATP synthase subunit beta, mitochondrial isoform X1 0.297
TRINITY_DN14286_c2_g1 GB54861 LOW QUALITY PROTEIN: counting factor associated protein D-like -0.294
TRINITY_DN14128_c1_g1 XP_006568818.2 0.291
TRINITY_DN11359_c0_g1 XP_016768872.1 -0.287
TRINITY_DN9072_c0_g1 XP_016768321.1 -0.287
TRINITY_DN28113_c0_g1 -0.285
TRINITY_DN10911_c0_g1 XP_016770213.1 -0.277
TRINITY_DN12726_c3_g1 GB42787 dentin sialophosphoprotein-like isoform X4 -0.274
TRINITY_DN6072_c0_g1 XP_016771431.1 -0.273
TRINITY_DN13789_c0_g2 XP_016767109.1 0.273
TRINITY_DN14037_c0_g1 XP_016767155.1 0.272
TRINITY_DN13738_c0_g1 XP_016772667.1 0.271
TRINITY_DN993_c0_g3 0.270
TRINITY_DN7531_c0_g3 GB51710 eukaryotic initiation factor 4A-like isoformX2 0.260
TRINITY_DN11232_c0_g1 GB40240 myosin regulatory light chain 2 0.258
TRINITY_DN12074_c1_g1 GB47462 protein disulfide-isomerase A3 isoform 2 -0.256
TRINITY_DN11684_c0_g1 GB55537 transketolase isoform 1 -0.248
TRINITY_DN14138_c2_g1 GB48850 fatty-acid amide hydrolase 2-B-like -0.248
TRINITY_DN13963_c1_g1 XP_016768450.1 0.247
TRINITY_DN12180_c0_g1 XP_016772046.1 0.246
TRINITY_DN13233_c1_g1 XP_016768217.1 -0.244
TRINITY_DN12080_c1_g1 XP_016769481.1 -0.241
TRINITY_DN11171_c0_g1 GB42468 phospholipase B1, membrane-associated-like isoform X1 -0.239
TRINITY_DN13982_c0_g3 XP_016769706.1 -0.237
TRINITY_DN14752_c0_g1 GB50123 myophilin-like 0.226
TRINITY_DN8270_c0_g1 GB43276 aminopeptidase N-like isoform X1 0.226
TRINITY_DN12844_c1_g1 GB47885 probable cytochrome P450 304a1 -0.224
TRINITY_DN11885_c1_g1 GB55598 troponin I isoform X23 0.218
TRINITY_DN8742_c0_g1 XP_016767150.1 -0.216
TRINITY_DN14111_c0_g1 GB46705 muscle M-line assembly protein unc-89 isoform X5 0.213
TRINITY_DN14002_c4_g1 0.212
TRINITY_DN7802_c0_g1 GB41358 elongation factor 1-alpha -0.210
TRINITY_DN14006_c0_g1 XP_016767101.1 -0.208
TRINITY_DN8847_c0_g1 GB46772 very-long-chain enoyl-CoA reductase-like -0.201
TRINITY_DN14179_c1_g1 GB40461 calreticulin -0.186
TRINITY_DN7523_c0_g1 -0.183
TRINITY_DN12909_c0_g1 XP_016770377.1 0.181
TRINITY_DN8174_c0_g1 GB47880 superoxide dismutase 1 -0.175
TRINITY_DN14199_c2_g1 -0.173
TRINITY_DN3676_c0_g2 GB49773 sequestosome-1 0.168
TRINITY_DN3648_c0_g1 GB45181 probable Bax inhibitor 1 -0.167
TRINITY_DN9738_c0_g1 GB44206 death-associated protein 1-like -0.167
TRINITY_DN3697_c0_g1 GB54368 prostaglandin E synthase 3-like isoform X2 -0.165
TRINITY_DN13223_c0_g1 GB54315 uncharacterized protein LOC724126 -0.157
TRINITY_DN9957_c0_g1 GB43831 ATP-binding cassette sub-family D member 3-like -0.157
TRINITY_DN1533_c0_g1 XP_392401.3 -0.155
TRINITY_DN12307_c0_g1 GB47029 uncharacterized protein LOC724558 -0.153
TRINITY_DN13021_c0_g1 XP_006571535.2 -0.144
TRINITY_DN11571_c0_g2 XP_001119981.3 -0.138
TRINITY_DN14152_c0_g10 XP_016771978.1 0.136
TRINITY_DN13002_c1_g1 XP_016767675.1 -0.131
TRINITY_DN13997_c1_g2 XP_016771269.1 0.130
TRINITY_DN7931_c0_g1 GB49321 D-arabinitol dehydrogenase 1-like -0.128
TRINITY_DN12756_c2_g5 XP_016770894.1 -0.126
TRINITY_DN1575_c0_g1 0.124
TRINITY_DN1616_c0_g1 GB41545 MD-2-related lipid-recognition protein-like 0.120
TRINITY_DN12630_c0_g1 GB45258 isocitrate dehydrogenase [NADP] cytoplasmic isoform 2 -0.119
TRINITY_DN14083_c3_g1 GB55263 putative fatty acyl-CoA reductase CG5065-like -0.117
TRINITY_DN4494_c0_g2 GB47990 tropomyosin-1-like 0.116
TRINITY_DN1524_c0_g1 GB46920 iron-sulfur cluster assembly enzyme ISCU, mitochondrial 0.115
TRINITY_DN13221_c0_g9 XP_016769341.1 0.107
TRINITY_DN13959_c2_g1 GB49688 peroxidase isoformX2 0.104
TRINITY_DN12634_c0_g1 GB43575 trehalase-like isoform X2 -0.093
TRINITY_DN13844_c1_g1 XP_016767538.1 -0.092
TRINITY_DN10322_c0_g1 XP_016769014.1 -0.088
TRINITY_DN13381_c0_g1 GB51633 protein HIRA homolog 0.084
TRINITY_DN12970_c0_g2 GB44208 WD repeat-containing protein 37-like isoform X4 0.083
TRINITY_DN3647_c0_g1 GB53550 heat shock protein beta-1-like isoform X3 -0.081
TRINITY_DN8558_c0_g1 GB46713 translation elongation factor 2-like isoform 1 -0.079
TRINITY_DN11372_c0_g1 GB53755 juvenile hormone esterase precursor 0.071
TRINITY_DN6049_c0_g1 0.068
TRINITY_DN10813_c0_g1 GB51753 uncharacterized protein LOC100576760 isoform X2 -0.066
TRINITY_DN10427_c0_g1 GB51782 carboxypeptidase Q-like isoform 1 -0.065
TRINITY_DN8685_c0_g4 GB43825 lysosomal aspartic protease -0.065
TRINITY_DN13047_c0_g1 XP_016768229.1 0.061
TRINITY_DN6208_c0_g2 GB49757 fatty acid binding protein -0.056
TRINITY_DN13652_c0_g1 GB42422 ADP/ATP translocase 0.054
TRINITY_DN13884_c0_g2 GB47405 neutral alpha-glucosidase AB-like isoform 2 0.051
TRINITY_DN13634_c0_g1 GB45913 protein lethal(2)essential for life-like -0.049
TRINITY_DN1723_c0_g1 GB52324 chemosensory protein 3 precursor 0.048
TRINITY_DN18895_c0_g1 GB55581 membrane-associated progesterone receptor component 1-like isoform 2 -0.044
TRINITY_DN8126_c0_g1 GB40779 transaldolase -0.044
TRINITY_DN10665_c0_g1 GB42829 juvenile hormone epoxide hydrolase 1 -0.042
TRINITY_DN8184_c0_g1 0.040
TRINITY_DN11577_c0_g1 GB55096 NADP-dependent malic enzyme isoform X3 0.040
TRINITY_DN18992_c0_g1 XP_016772082.1 0.039
TRINITY_DN11030_c0_g1 GB49240 aldehyde dehydrogenase, mitochondrial isoform 1 -0.038
TRINITY_DN11459_c0_g1 GB50598 aldose reductase-like isoform 1 -0.038
TRINITY_DN13961_c1_g3 GB52588 conserved oligomeric Golgi complex subunit 7 -0.037
TRINITY_DN12872_c0_g1 GB53333 V-type proton ATPase catalytic subunit A-like isoform X3 0.035
TRINITY_DN13271_c0_g1 GB40312 choline/ethanolamine kinase-like isoform X4 0.030
TRINITY_DN13702_c8_g1 GB47395 uncharacterized protein CG7816-like -0.030
TRINITY_DN13400_c0_g1 GB54421 uncharacterized protein DDB_G0287625-like 0.023
TRINITY_DN10682_c0_g1 GB50252 GTP-binding protein SAR1b-like isoform X4 -0.021
TRINITY_DN8055_c0_g1 -0.021
TRINITY_DN9151_c0_g1 GB45147 clavesin-2-like 0.021
TRINITY_DN11885_c3_g1 GB47880 superoxide dismutase 1 -0.019
TRINITY_DN12979_c1_g1 GB49347 prostaglandin reductase 1-like 0.013
TRINITY_DN14085_c1_g1 XP_016769919.1 -0.011
TRINITY_DN11118_c1_g1 GB44422 uncharacterized protein LOC412543 isoform X3 -0.010
TRINITY_DN14002_c1_g1 0.004
TRINITY_DN7306_c0_g2 XP_016769332.1 -0.004
TRINITY_DN13747_c0_g1 XP_016769944.1 -0.003
TRINITY_DN10790_c0_g1 0.000

Lasius niger

Table S5: List of the 135 significantly differentially expressed genes (EBseq; FDR-corrected posterior probability of differential expression p < 0.05) in Lasius niger, listed in order of fold change in gene expression on a Log\(_2\) scale. Positive fold change values indicate higher expression in the control, while negative values indicate higher expression in the queen pheromone treatment. The second and third columns give the best BLAST hit for this gene in A. mellifera plus the name of the A. mellifera putative ortholog.

saveRDS(niger.de, file = "supplement/tab_S5.rds")
kable.table(niger.de)
Gene Apis BLAST Name Log2 FC
XLOC_001009 5.916
RF55_9944 GB55171 major royal jelly protein 1 isoform X1 5.060
RF55_873 XP_016773511.1 4.638
XLOC_000784 3.626
RF55_874 XP_016766165.1 3.550
XLOC_016588 3.077
RF55_9436 2.813
RF55_3510 GB53672 failed axon connections isoform X2 -2.471
RF55_15864 -2.439
XLOC_020552 2.437
RF55_783 2.206
RF55_6001 -2.150
XLOC_013573 2.150
RF55_4870 XP_006563262.2 -2.031
XLOC_022706 -1.091
RF55_7689 XP_003250465.2 -1.030
RF55_19841 GB52590 fatty acid synthase-like isoform 1 -1.015
RF55_21338 GB52590 fatty acid synthase-like isoform 1 -0.923
RF55_13568 XP_006571191.2 0.882
RF55_2210 GB49869 microsomal triglyceride transfer protein large subunit isoform X1 -0.879
RF55_6639 GB48784 cytochrome c 0.779
RF55_15245 GB43617 uncharacterized membrane protein DDB_G0293934-like isoform X1 0.734
RF55_14443 GB51356 cytochrome P450 4G11 0.726
RF55_5140 XP_016767978.1 0.656
XLOC_003947 0.655
XLOC_019296 -0.643
XLOC_005895 -0.625
XLOC_010120 0.619
RF55_3431 GB47849 pyrroline-5-carboxylate reductase 2-like isoform X2 0.611
RF55_6542 GB52074 6-phosphogluconate dehydrogenase, decarboxylating -0.603
RF55_6567 552211 protein THEM6-like -0.597
RF55_11093 GB51174 uncharacterized protein DDB_G0284459-like 0.593
RF55_9960 GB52023 cytochrome P450 6AQ1 isoform X3 -0.584
RF55_14139 XP_016768457.1 0.561
RF55_16317 XP_016770827.1 -0.523
RF55_16054 GB55082 protein PBDC1-like 0.489
XLOC_004490 -0.474
RF55_9918 GB47885 probable cytochrome P450 304a1 0.470
XLOC_015751 -0.442
RF55_12610 GB40866 heat shock protein cognate 4 -0.432
RF55_11067 GB46772 very-long-chain enoyl-CoA reductase-like -0.431
RF55_6451 GB55598 troponin I isoform X23 0.430
RF55_10641 XP_016769078.1 -0.430
RF55_4656 GB42792 uncharacterized protein LOC409805 isoform X3 0.415
RF55_4036 GB44208 WD repeat-containing protein 37-like isoform X4 0.407
XLOC_002901 -0.398
RF55_16927 XP_006564499.2 0.394
RF55_4554 GB47990 tropomyosin-1-like 0.393
RF55_15079 GB41028 ATP synthase subunit alpha, mitochondrial isoform 1 0.375
RF55_3507 GB41333 DNA-directed RNA polymerase III subunit RPC1-like isoform X1 -0.375
RF55_5177 GB43902 hexaprenyldihydroxybenzoate methyltransferase, mitochondrial-like -0.368
RF55_13988 GB55263 putative fatty acyl-CoA reductase CG5065-like -0.362
RF55_10649 0.359
RF55_2038 GB51787 myosin light chain alkali-like isoform X5 0.350
RF55_3707 GB55537 transketolase isoform 1 -0.342
XLOC_005759 0.330
RF55_10912 GB47880 superoxide dismutase 1 -0.324
RF55_18605 XP_016770827.1 -0.315
RF55_17057 GB52590 fatty acid synthase-like isoform 1 -0.312
RF55_3648 XP_016768682.1 -0.310
RF55_5902 GB55302 trehalose transporter 1 isoform X6 0.308
RF55_12242 GB41912 trans-1,2-dihydrobenzene-1,2-diol dehydrogenase-like -0.286
RF55_10676 GB40240 myosin regulatory light chain 2 0.279
RF55_4654 GB45673 alpha-N-acetylgalactosaminidase-like 0.277
XLOC_012799 0.273
XLOC_018477 -0.268
RF55_6754 XP_016772080.1 0.254
RF55_3967 GB46039 tubulin alpha-1 chain-like -0.251
RF55_1582 GB45012 adenosylhomocysteinase-like 0.248
RF55_2761 XP_003249233.2 0.246
RF55_2493 GB45913 protein lethal(2)essential for life-like -0.244
RF55_15035 GB51356 cytochrome P450 4G11 -0.223
RF55_5799 GB50123 myophilin-like 0.216
RF55_5341 GB50508 fibrillin-2 -0.215
RF55_598 GB40021 probable serine/threonine-protein kinase clkA-like -0.215
RF55_5109 XP_016767675.1 -0.211
RF55_2407 XP_016768440.1 0.207
RF55_3343 GB46290 acetyl-coenzyme A synthetase-like -0.205
RF55_10752 XP_016771487.1 0.204
RF55_19196 GB41311 actin, indirect flight muscle-like 0.202
RF55_5837 GB43879 aquaporin AQPcic-like isoform X2 -0.191
RF55_13604 XP_016767981.1 0.185
RF55_3994 GB49175 4-hydroxyphenylpyruvate dioxygenase-like 0.181
RF55_18796 GB53412 fatty acid synthase-like -0.180
XLOC_001770 0.175
RF55_1934 GB54827 synaptotagmin 1 -0.169
RF55_5219 GB51753 uncharacterized protein LOC100576760 isoform X2 -0.163
RF55_778 GB42422 ADP/ATP translocase 0.154
RF55_10519 GB54446 arginine kinase isoform X2 0.141
RF55_364 0.137
RF55_2231 XP_016773593.1 -0.134
XLOC_008839 -0.132
RF55_5431 -0.129
RF55_5198 XP_016768517.1 0.124
RF55_11370 XP_016772844.1 -0.115
RF55_13251 GB52590 fatty acid synthase-like isoform 1 -0.113
RF55_6842 GB43052 paramyosin, long form-like 0.109
RF55_6077 GB54423 uncharacterized protein LOC551958 -0.108
RF55_6180 GB40758 icarapin-like 0.108
XLOC_005990 -0.099
RF55_10150 XP_016769706.1 0.099
RF55_1045 GB54861 LOW QUALITY PROTEIN: counting factor associated protein D-like -0.097
RF55_3186 XP_016770377.1 0.092
XLOC_020265 -0.089
XLOC_019117 -0.085
RF55_4175 GB44311 actin related protein 1 0.083
XLOC_016272 -0.079
RF55_5206 GB40735 fructose-bisphosphate aldolase-like isoform X1 0.071
RF55_4024 XP_016767817.1 0.069
RF55_9453 GB55096 NADP-dependent malic enzyme isoform X3 -0.067
RF55_8355 GB42809 translationally-controlled tumor protein homolog isoform 1 0.063
RF55_3575 XP_016768967.1 -0.062
XLOC_011290 0.061
RF55_5559 GB52107 tubulin alpha-1 chain-like 0.061
RF55_3308 -0.059
XLOC_020794 0.059
XLOC_018966 0.059
RF55_1104 XP_016769017.1 0.048
RF55_652 GB54354 uncharacterized protein DDB_G0274915-like isoform X2 0.045
RF55_3854 XP_006571125.2 -0.036
RF55_6873 GB47106 NADH-ubiquinone oxidoreductase 75 kDa subunit, mitochondrial -0.035
RF55_15158 GB42794 circadian clock-controlled protein-like isoform 1 -0.034
RF55_4888 GB40779 transaldolase 0.034
XLOC_019193 0.026
XLOC_013126 -0.025
XLOC_017016 0.025
XLOC_016458 -0.024
XLOC_013131 -0.013
RF55_10886 GB41427 catalase -0.012
XLOC_003165 -0.010
RF55_9333 GB49688 peroxidase isoformX2 0.008
XLOC_004885 -0.005
RF55_5677 GB46713 translation elongation factor 2-like isoform 1 0.004
RF55_14822 GB43823 chemosensory protein 1 precursor 0.004
RF55_11002 XP_016768909.1 0.002

Genes that are differentially expressed in multiple species

In Tables S6-S7, we have simply listed the genes that showed statistically significant differential expression in two or more species. This method is expected to make few ‘false positive’ errors, but it probably misses many of true overlaps because our study has modest power to detect differential expression (that is, the ‘false negative’ rate is high).

In Table S8, we instead look for similarities between species using a method that ranks genes from most- to least- phermone sensitive based on log fold change, alleviating the problem of low power. To do this, we select the top \(n\) genes per species (where \(n\) = 100, 200… 500), based on the absolute magnitude of the log fold-change response to queen pheromone, giving a list of the most pheromone-sensitive genes. This method produces fewer false negatives in our search for overlapping genes, at cost of increasing the false positive rate.

# Define a function to test whether the overlap of two sets of differentially expressed genes, 
# drawn from a common pool (e.g. all the orthologs that were tested), is higher or lower than expected
# Inspiration for this code: https://stats.stackexchange.com/questions/10328/using-rs-phyper-to-get-the-probability-of-list-overlap
overlap.hypergeometric.test <- function(n.overlaps, num.sig1, num.sig2, num.genes, species){
  p.smaller <- phyper(n.overlaps, num.sig1, num.genes - num.sig1, num.sig2) 
  p.higher <- 1 - phyper(n.overlaps - 1, num.sig1, num.genes - num.sig1, num.sig2)
  percent_of_maximum_overlaps <- 100 * n.overlaps / min(c(num.sig1, num.sig2))
  output <- data.frame(Species = species,
                       Test = c("Overlap is lower than expected:",
                                  "Overlap is higher than expected:"),
                       p = c(p.smaller, p.higher),
                       percent_of_maximum_overlaps = round(percent_of_maximum_overlaps,1))
  output[output$p == min(output$p), ]
}



# Apis and flavus
af.oggs <- make.OGGs(c("am", "lf"))[[2]] # Get the orthologous gene list
n.am <- (tbl(my_db, "ebseq_padj_gene_am") %>% 
           filter(gene %in% af.oggs$am) %>% 
           summarise(n=n()) %>% 
           as.data.frame())[1,1] # Count the number of diff expressed genes that appear in the OGG list
n.lf <- (tbl(my_db, "ebseq_padj_gene_lf") %>% 
           filter(gene %in% af.oggs$lf) %>% summarise(n=n()) %>% 
           as.data.frame())[1,1]
num.oggs.af <- nrow(af.oggs) # Count the orthologous genes
af.oggs <- suppressMessages(
  af.oggs %>% 
    filter(am %in% (tbl(my_db, "ebseq_padj_gene_am") %>% 
                      as.data.frame())[,1],
           lf %in% (tbl(my_db, "ebseq_padj_gene_lf") %>% 
                      as.data.frame())[,1]) %>% 
    mutate(Species = "Apis and L. flavus") %>% 
    left_join(tbl(my_db, "ebseq_gene_am") %>% 
                dplyr::select(gene, PostFC) %>% 
                rename(am=gene), copy=T) %>% 
    rename(`Apis FC` = PostFC) %>%
    left_join(tbl(my_db, "ebseq_gene_lf") %>% 
                dplyr::select(gene, PostFC) %>% 
                rename(lf=gene), copy=T) %>% 
    rename(`L. flavus FC` = PostFC) %>%
    left_join(tbl(my_db, "bee_names") %>% 
                rename(am=gene), copy=T))
num.overlap.af <- nrow(af.oggs) # Count the overlaps
test1 <- overlap.hypergeometric.test(num.overlap.af, 
                                     n.am, n.lf, 
                                     num.oggs.af, 
                                     "Apis and L. flavus") # Run the hypergeometric test


# Apis and niger
an.oggs <- make.OGGs(c("am", "ln"))[[2]] # Get the orthologous gene list
n.am <- (tbl(my_db, "ebseq_padj_gene_am") %>% 
           filter(gene %in% an.oggs$am) %>% 
           summarise(n=n()) %>% as.data.frame())[1,1] # Count the number of diff expressed genes that appear in the OGG list
n.ln <- (tbl(my_db, "ebseq_padj_gene_ln") %>% 
           filter(gene %in% an.oggs$ln) %>% 
           summarise(n=n()) %>% as.data.frame())[1,1]
num.oggs.an <- nrow(an.oggs) # Count the orthologous genes
an.oggs <- suppressMessages(
  an.oggs %>% 
    filter(am %in% (tbl(my_db, "ebseq_padj_gene_am") %>% as.data.frame())[,1],
           ln %in% (tbl(my_db, "ebseq_padj_gene_ln") %>% as.data.frame())[,1]) %>% 
    mutate(Species = "Apis and L. niger") %>% 
    left_join(tbl(my_db, "ebseq_gene_am") %>% 
                dplyr::select(gene, PostFC) %>% 
                rename(am=gene), copy=T) %>% 
    rename(`Apis FC` = PostFC) %>%
    left_join(tbl(my_db, "ebseq_gene_ln") %>% 
                dplyr::select(gene, PostFC) %>% 
                rename(ln=gene), copy=T) %>% 
    rename(`L. niger FC` = PostFC) %>%
    left_join(tbl(my_db, "bee_names") %>% 
                rename(am=gene), copy=T))
num.overlap.an <- nrow(an.oggs) # Count the overlaps
test2 <- overlap.hypergeometric.test(num.overlap.an, n.am, n.ln, num.oggs.an, "Apis and L. niger") # Run the hypergeometric test

# flavus and niger
fn.oggs <- make.OGGs(c("lf", "ln"))[[2]] # Get the orthologous gene list
n.lf <- (tbl(my_db, "ebseq_padj_gene_lf") %>% 
           filter(gene %in% fn.oggs$lf) %>%
           summarise(n=n()) %>% as.data.frame())[1,1] # Count the number of diff expressed genes that appear in the OGG list
n.ln <- (tbl(my_db, "ebseq_padj_gene_ln") %>% 
           filter(gene %in% fn.oggs$ln) %>% 
           summarise(n=n()) %>% as.data.frame())[1,1]
num.oggs.fn <- nrow(fn.oggs) # Count the orthologous genes
fn.oggs <- suppressMessages(
  fn.oggs %>% filter(ln %in% (tbl(my_db, "ebseq_padj_gene_ln") %>% as.data.frame())[,1],
                     lf %in% (tbl(my_db, "ebseq_padj_gene_lf") %>% as.data.frame())[,1]) %>% 
    mutate(Species = "L. flavus and L. niger") %>% 
    left_join(tbl(my_db, "ebseq_gene_lf") %>% 
                dplyr::select(gene, PostFC) %>% 
                rename(lf=gene), copy=T) %>% 
    rename(`L. flavus FC` = PostFC) %>%
    left_join(tbl(my_db, "ebseq_gene_ln") %>% 
                dplyr::select(gene, PostFC) %>% 
                rename(ln=gene), copy=T) %>% 
    rename(`L. niger FC` = PostFC) %>%
    left_join(tbl(my_db, "lf2am"), copy=T) %>%
    left_join(tbl(my_db, "bee_names") %>% 
                rename(am=gene), copy=T))
num.missing <- sum(is.na(fn.oggs$name))
fn.oggs$name[is.na(fn.oggs$name)] <- paste("Unknown gene", 1:num.missing)
num.overlap.fn <- nrow(fn.oggs) # Count the overlaps
test3 <- overlap.hypergeometric.test(num.overlap.fn, 
                                     n.lf, n.ln, 
                                     num.oggs.fn, 
                                     "L. flavus and L. niger") # Run the hypergeometric test


overlaps <- suppressMessages(
  data.frame(name = unique(c(af.oggs$name, an.oggs$name, fn.oggs$name)), 
             stringsAsFactors = F) %>%
    left_join(rbind(af.oggs %>% dplyr::select(name, starts_with("Apis")),
                    an.oggs %>% dplyr::select(name, starts_with("Apis")))) %>%
    left_join(rbind(af.oggs %>% dplyr::select(name, ends_with("flavus FC")),
                    fn.oggs %>% dplyr::select(name, ends_with("flavus FC")))) %>%
    left_join(rbind(an.oggs %>% dplyr::select(name, ends_with("niger FC")),
                    fn.oggs %>% dplyr::select(name, ends_with("niger FC")))) %>% distinct())
overlaps <- rbind(overlaps[overlaps$name == "myosin light chain alkali-like isoform X5", ],
                  overlaps[overlaps$name != "myosin light chain alkali-like isoform X5", ])
overlaps$Consistent <- "Yes"
overlaps$Consistent[apply(overlaps[,2:4],1,min,na.rm=T)<1 & apply(overlaps[,2:4],1,max,na.rm=T)>1] <- "No"
for(i in 2:4) overlaps[,i] <- format(round(log2(overlaps[,i]), 3), nsmall = 3) 
overlaps[overlaps == "    NA"] <- " "
rownames(overlaps) <- NULL

overlap.p.values <- rbind(test1, test2, test3) 
rownames(overlap.p.values) <- NULL

all.overlaps <- c(af.oggs$am, an.oggs$am, fn.oggs$am[!is.na(fn.oggs$am)]) %>% unique

Table S6: All orthologous genes that were significantly differentially expressed between pheromone treatments in more than one species. The FC columns give the Log\(_2\) fold-change in expression for each species where the focal gene was significantly differentially expressed, where positive numbers mean it was expressed at a higher level in control animals. The last column highlights genes that responded to treatment in a consistent or inconsistent direction across species. B. terrestris is omitted because neither of its differentially expressed genes were significantly affected by treatment in the other three species.

saveRDS(overlaps, file = "supplement/tab_S6.rds")
kable.table(overlaps)
name Apis FC L. flavus FC L. niger FC Consistent
myosin light chain alkali-like isoform X5 0.444 0.372 0.350 Yes
proteasome subunit beta type-5-like 0.484 -0.434 No
probable Bax inhibitor 1 0.447 -0.167 No
intracellular protein transport protein USO1 isoform X2 -0.684 0.445 No
muscle M-line assembly protein unc-89 isoform X5 -0.526 0.213 No
transitional endoplasmic reticulum ATPase TER94 0.544 -0.306 No
actin related protein 1 0.762 0.083 Yes
tubulin alpha-1 chain-like 0.773 -0.251 No
Unknown gene 1 -0.088 0.048 No
uncharacterized protein LOC100576760 isoform X2 -0.066 -0.163 Yes
myosin regulatory light chain 2 0.258 0.279 Yes
NADP-dependent malic enzyme isoform X3 0.040 -0.067 No
transketolase isoform 1 -0.248 -0.342 Yes
troponin T, skeletal muscle 0.374 0.185 Yes
uncharacterized protein LOC551958 0.511 -0.108 No
probable cytochrome P450 304a1 -0.224 0.470 No
Unknown gene 2 0.181 0.092 Yes
WD repeat-containing protein 37-like isoform X4 0.083 0.407 Yes
Unknown gene 3 -0.131 -0.211 Yes
uncharacterized protein LOC409805 isoform X3 0.444 0.415 Yes
ADP/ATP translocase 0.054 0.154 Yes
peroxidase isoformX2 0.104 0.008 Yes
neurofilament heavy polypeptide-like isoform X2 0.377 0.069 Yes
fatty acid synthase-like isoform 1 -0.926 -1.015 Yes
LOW QUALITY PROTEIN: counting factor associated protein D-like -0.294 -0.097 Yes
myophilin-like 0.226 0.216 Yes
Unknown gene 4 0.039 0.254 Yes
hexaprenyldihydroxybenzoate methyltransferase, mitochondrial-like 7.514 -0.368 No
arginine kinase isoform X2 0.441 0.141 Yes
heat shock protein cognate 4 -0.369 -0.432 Yes
tropomyosin-1-like 0.116 0.393 Yes
6-phosphogluconate dehydrogenase, decarboxylating -0.445 -0.603 Yes
transaldolase -0.044 0.034 No
superoxide dismutase 1 -0.175 -0.324 Yes
translation elongation factor 2-like isoform 1 -0.079 0.004 No
very-long-chain enoyl-CoA reductase-like -0.201 -0.431 Yes
Unknown gene 5 0.350 0.359 Yes



Table S7: The overlap between the lists of significantly differently expressed orthologous genes was significantly higher than expected for L. flavus and L. niger, suggesting that queen pheromone has conserved effects on gene expression between these two species (results based on a hypergeometric test). For the other two species pairs, the number of overlapping genes was not higher or lower than expected under the null hypothesis that queen pheromone affects a random set of genes in each species. The last column gives the number of genes that overlapped, divided by the maximum number that could have overlapped given the numbers of orthologous genes that were significant in each species.

names(overlap.p.values)[4] <- "% of maximum possible overlap" 
saveRDS(overlap.p.values, file = "supplement/tab_S7.rds")
pander(overlap.p.values, split.cell = 40, split.table = Inf)
Species Test p % of maximum possible overlap
Apis and L. flavus Overlap is higher than expected: 0.1915 5.8
Apis and L. niger Overlap is higher than expected: 0.2616 6.1
L. flavus and L. niger Overlap is higher than expected: 0 42.3
most.pheromone.sensitive.genes <- function(){
  ngenes.list <- (1:5)*100 # 100 - 500
  
  overlapping_genes <- list()
  permutation_results <- list()
  for(i in 1:length(ngenes.list)){
    ngenes <- ngenes.list[i]
    
    # Get the top n genes from Apis, as ranked by the absolute value for the log-fold change in response to pheromone
    g1 <- tbl(my_db, "ebseq_gene_am") %>% collect() %>% 
      dplyr::select(gene, PostFC) %>% 
      mutate(PostFC = log2(PostFC)) %>% left_join(tbl(my_db, "bee_names"), copy=TRUE, by = "gene") %>% 
      arrange(-abs(PostFC)) 
    
    # Do the same for genes from non-Apis species, and get the Apis names for the top BLAST hits in the Apis genome
    g2 <- tbl(my_db, "ebseq_gene_bt") %>% 
      dplyr::select(gene, PostFC) %>% 
      left_join(tbl(my_db, "bt2am") %>% 
                  rename(gene = bt) %>% 
                  dplyr::select(-evalue), by = "gene") %>%
      collect() %>% mutate(PostFC = log2(PostFC)) %>% 
      arrange(-abs(PostFC)) %>% 
      rename(bt = gene, gene = am) %>% 
      left_join(tbl(my_db, "bee_names"), copy=TRUE, by = "gene") %>% 
      filter(!is.na(name)) 
    
    g3 <- tbl(my_db, "ebseq_gene_lf") %>% 
      dplyr::select(gene, PostFC) %>% 
      left_join(tbl(my_db, "lf2am") %>% 
                  rename(gene = lf) %>% 
                  dplyr::select(-evalue), by = "gene") %>%
      collect() %>% mutate(PostFC = log2(PostFC)) %>% 
      arrange(-abs(PostFC)) %>% 
      rename(lf = gene, gene = am) %>% 
      left_join(tbl(my_db, "bee_names"), copy=TRUE, by = "gene") %>% 
      filter(!is.na(name)) 
    
    g4 <-tbl(my_db, "ebseq_gene_ln") %>% 
      dplyr::select(gene, PostFC) %>% 
      left_join(tbl(my_db, "ln2am") %>% 
                  rename(gene = ln) %>% 
                  dplyr::select(-evalue), by = "gene") %>%
      collect() %>% mutate(PostFC = log2(PostFC)) %>% 
      arrange(-abs(PostFC)) %>% 
      rename(ln = gene, gene = am) %>% 
      left_join(tbl(my_db, "bee_names"), copy=TRUE, by = "gene") %>% 
      filter(!is.na(name)) 
    
    get_top <- function(x, ngenes) {x %>% head(ngenes) %>% .$name %>% unique()}
    
    # Count the number of intersections, and find gene names that appear in 3 or 4 species using the venn() function
    venn.diagram <- venn(list(am=(g1 %>% get_top(ngenes)), 
                              bt=(g2 %>% get_top(ngenes)), 
                              lf=(g3 %>% get_top(ngenes)), 
                              ln=(g4 %>% get_top(ngenes))), show.plot=FALSE) 
    three.plus <- attr(venn.diagram, "intersections")[str_count(names(attr(venn.diagram, "intersections")), ":") > 1] %>% 
      unlist %>% unname %>% unique %>% sort
    four <- attr(venn.diagram, "intersections")[str_count(names(attr(venn.diagram, "intersections")), ":") > 2] %>% 
      unlist %>% unname %>% unique %>% sort
    three <- three.plus[!(three.plus %in% four)]
    if(length(three) + length(four) > 0) overlapping_genes[[i]] <- data.frame(Name = c(three, four), 
                                                                              count = c(rep("x3 species", length(three)), 
                                                                                        rep("4 species", length(four))), 
                                                                              nGenes = ngenes, stringsAsFactors = FALSE)
    
    count_intersects <- function(l1, l2) {
      
      intersections <- attr(venn(list(am=l1 %>% get_top(ngenes), 
                                      bt=l2 %>% get_top(ngenes)), 
                                 show.plot=FALSE), "intersections")
      if(length(intersections) > 2) return(length(intersections[[3]]))
      else return(0)
      
    }
    
    # permutation test
    num_overlaps <- c(count_intersects(g1,g2), count_intersects(g1,g3), count_intersects(g1,g4),
                      count_intersects(g2,g3), count_intersects(g2,g4), count_intersects(g3,g4))
    
    nBoots <- 10000
    boot_results <- lapply(1:nBoots, function(x){
      g1 <- g1[sample(nrow(g1), nrow(g1)), ]
      g2 <- g2[sample(nrow(g2), nrow(g2)), ]
      g3 <- g3[sample(nrow(g3), nrow(g3)), ]
      g4 <- g4[sample(nrow(g4), nrow(g4)), ]
      
      c(count_intersects(g1,g2), count_intersects(g1,g3), count_intersects(g1,g4),
        count_intersects(g2,g3), count_intersects(g2,g4), count_intersects(g3,g4))
      
    }) %>% do.call("rbind", .) 
    
    p <- 1:6
    for(j in 1:6) p[j] <- sum(boot_results[,j] > num_overlaps[j]) / nBoots
    
    permutation_results[[i]] <- tibble(species_pair = c("am-bt", "am-lf", "am-ln", "bt-lf", "bt-ln", "lf-ln"),
                                       top_n_genes = ngenes.list[i],
                                       observed_overlaps = num_overlaps,
                                       expected_overlaps = colMeans(boot_results),
                                       `O/E` = observed_overlaps / expected_overlaps,
                                       p = p,
                                       x = ifelse(p < 0.05, "sig", " ")) %>% as.data.frame()
  } # end of for()

  permutation_results <- do.call("rbind", permutation_results)
  names(permutation_results) <- c("Species pair", "Size of gene set", "Obs. overlaps", "Exp. overlaps", "O/E", "p-value", "")
  
  overlapping_genes <- do.call("rbind", overlapping_genes) %>%
    arrange(count, nGenes, Name) %>%
    distinct(paste(Name, count), .keep_all = TRUE) %>%
    dplyr::select(Name, count, nGenes) %>%
    mutate(count = replace(count, count == "x3 species", "3 species")) 
  
  names(overlapping_genes) <- c("Name", "Appears in", "Size of gene set")
  list(overlapping_genes, permutation_results)
}

if(!("most.pheromone.sensitive.genes.rds" %in% list.files("data"))){
  most.pheromone.sensitive.genes <- most.pheromone.sensitive.genes()
  saveRDS(most.pheromone.sensitive.genes, "data/most.pheromone.sensitive.genes.rds")
} else {
  most.pheromone.sensitive.genes <- readRDS("data/most.pheromone.sensitive.genes.rds")
}

Table S8: List of genes that appear in the top n-most pheromone-sensitive genes for 3 or 4 species. To generate the table, we ranked genes by the absolute value of their log fold change in response to queen pheromone, then listed the gene names that appeared in 3-4 species. For non-Apis species, we found the gene names by comparison with the Apis genome by BLAST. This exercise was performed with n = 100, 200 … 500, and the third column lists the smallest n for which the gene in question appeared (for example, the gene protein takeout-like appeared for all 4 species when inspecting the top 200+ genes).

saveRDS(most.pheromone.sensitive.genes[[1]], file = "supplement/tab_S8.rds")
kable(most.pheromone.sensitive.genes[[1]], "html") %>%
  kable_styling() %>%
  scroll_box(height = "300px")
Name Appears in Size of gene set
protein takeout-like 4 species 200
glucose dehydrogenase [FAD, quinone] 4 species 300
histone-lysine N-methyltransferase SETMAR-like 4 species 300
serotonin receptor 4 species 500
titin-like 4 species 500
uncharacterized protein LOC102656088 4 species 500
histone-lysine N-methyltransferase SETMAR-like 3 species 200
2-oxoglutarate dehydrogenase, mitochondrial-like isoform X5 3 species 300
probable serine/threonine-protein kinase DDB_G0282963 isoform X4 3 species 300
titin-like 3 species 300
elongation of very long chain fatty acids protein 6-like 3 species 400
ligand-gated chloride channel homolog 3 precursor 3 species 400
odorant receptor Or2-like 3 species 400
putative odorant receptor 13a-like 3 species 400
serotonin receptor 3 species 400
trypsin-1 3 species 400
uncharacterized protein LOC100576902 3 species 400
uncharacterized protein LOC102655422 3 species 400
uncharacterized protein LOC102656088 3 species 400
metabotropic glutamate receptor 7 isoform X3 3 species 500
probable cytochrome P450 305a1 3 species 500
protein NPC2 homolog 3 species 500
suppressor protein SRP40-like 3 species 500
uncharacterized protein LOC100577132 3 species 500
uncharacterized protein LOC102656830 3 species 500
uncharacterized protein LOC724216 3 species 500



Table S9: Results of a permutation test examining the number of overlaps in the top n-most pheromone-sensitive genes for each pair of species. To generate the table, we ranked genes by the absolute value of their log fold change in response to queen pheromone, then took the top n-most pheromone-sensitive genes for each species, and counted the observed and expected number of overlaps (the expected number was estimated by bootstrapping with 10^5 replicates). The O/E column gives the ratio of observed to expected, where numbers >1 indicate more overlap than expected. The one-tailed p-value was estimated as the proportion of bootstrap replicates showing more overlap than in the real dataset. This exercise was performed with n = 100, 200 … 500.

saveRDS(most.pheromone.sensitive.genes[[2]], file = "supplement/tab_S9.rds")
kable(most.pheromone.sensitive.genes[[2]], "html", digits=2) %>%
  kable_styling() %>%
  scroll_box(height = "300px")
Species pair Size of gene set Obs. overlaps Exp. overlaps O/E p-value
am-bt 100 1 0.97 1.03 0.25
am-lf 100 2 0.97 2.07 0.07
am-ln 100 2 0.99 2.03 0.08
bt-lf 100 1 1.61 0.62 0.48
bt-ln 100 4 1.65 2.42 0.02 sig
lf-ln 100 6 2.28 2.63 0.01 sig
am-bt 200 8 3.83 2.09 0.02 sig
am-lf 200 3 3.79 0.79 0.53
am-ln 200 2 3.82 0.52 0.74
bt-lf 200 4 6.37 0.63 0.77
bt-ln 200 14 6.59 2.13 0.00 sig
lf-ln 200 14 8.62 1.62 0.02 sig
am-bt 300 18 8.52 2.11 0.00 sig
am-lf 300 6 8.31 0.72 0.74
am-ln 300 8 8.50 0.94 0.48
bt-lf 300 13 14.20 0.92 0.56
bt-ln 300 28 14.67 1.91 0.00 sig
lf-ln 300 26 18.38 1.41 0.03 sig
am-bt 400 27 15.00 1.80 0.00 sig
am-lf 400 10 14.64 0.68 0.88
am-ln 400 19 14.88 1.28 0.11
bt-lf 400 24 24.99 0.96 0.53
bt-ln 400 47 25.74 1.83 0.00 sig
lf-ln 400 38 31.27 1.22 0.08
am-bt 500 36 23.18 1.55 0.00 sig
am-lf 500 16 22.60 0.71 0.91
am-ln 500 22 22.90 0.96 0.52
bt-lf 500 42 38.48 1.09 0.24
bt-ln 500 62 39.72 1.56 0.00 sig
lf-ln 500 58 47.09 1.23 0.04 sig

Pheromone-sensitive genes tend to be evolutionarily ancient

We defined a gene as “evolutionarily ancient” if it has an ortholog in at least one species from the other lineage (for example, we define ancient A. mellifera genes as those that have a reciprocal best BLAST hit in at least one of the Lasius ant species). Genes that were not detected by BLAST in the other lineage were defined as putatively lineage-specific (though many of them are likely to be conserved genes that we failed to identify as such, hence the word “putative”). Using a non-parametric Mann-Whitney test, we show that the average pheromone sensitivity of ancient genes is significantly lower than that of non-ancient genes, for all 4 species (p < 0.0001). Note that we have probably misclassifed some genes as ancient or lineage-specific, which means that the result might be even stronger than suggested here.

ancient.genes.test <- function(species){   
  if(species == "am") ancient.genes <- c(make.OGGs(c("am", "lf"))[[2]]$am, 
                                         make.OGGs(c("am", "ln"))[[2]]$am) %>% unique
  if(species == "bt") ancient.genes <- c(make.OGGs(c("bt", "lf"))[[2]]$bt, 
                                         make.OGGs(c("bt", "ln"))[[2]]$bt) %>% unique
  if(species == "lf") ancient.genes <- c(make.OGGs(c("lf", "am"))[[2]]$lf, 
                                         make.OGGs(c("lf", "bt"))[[2]]$lf) %>% unique
  if(species == "ln") ancient.genes <- c(make.OGGs(c("ln", "am"))[[2]]$ln, 
                                         make.OGGs(c("ln", "bt"))[[2]]$am) %>% unique
  
  dat <- tbl(my_db, paste("ebseq_gene_", species, sep="")) %>%
    collect(n = Inf) %>%
    mutate(Ancient = "No",
           Ancient = replace(Ancient, gene %in% ancient.genes, "Yes"),
           sensitivity = abs(log(PostFC))) %>%
    select(Ancient, sensitivity) 
  
  ancient.genes <- dat$sensitivity[dat$Ancient == "Yes"]
  
  if(species %in% c("lf", "ln")) {
    Putatively.ant.specific.genes <- dat$sensitivity[dat$Ancient == "No"]
    print(wilcox.test(ancient.genes, Putatively.ant.specific.genes)) 
  }
  else {
    Putatively.bee.specific.genes <- dat$sensitivity[dat$Ancient == "No"]
    print(wilcox.test(ancient.genes, Putatively.bee.specific.genes)) 
  }
  
  dat %>% 
    group_by(Ancient) %>% 
    summarise(Mean_pheromone_sensitivity = mean(sensitivity), SE = sd(sensitivity) / sqrt(length(sensitivity))) %>% pander()
}

Apis mellifera

ancient.genes.test("am") 

    Wilcoxon rank sum test with continuity correction

data:  ancient.genes and Putatively.bee.specific.genes
W = 13256000, p-value < 2.2e-16
alternative hypothesis: true location shift is not equal to 0
Ancient Mean_pheromone_sensitivity SE
No 0.39 0.004841
Yes 0.2368 0.002991

Bombus terrestris

ancient.genes.test("bt") 

    Wilcoxon rank sum test with continuity correction

data:  ancient.genes and Putatively.bee.specific.genes
W = 8329700, p-value < 2.2e-16
alternative hypothesis: true location shift is not equal to 0
Ancient Mean_pheromone_sensitivity SE
No 0.2277 0.005443
Yes 0.1084 0.001806

Lasius flavus

ancient.genes.test("lf")  

    Wilcoxon rank sum test with continuity correction

data:  ancient.genes and Putatively.ant.specific.genes
W = 74676000, p-value < 2.2e-16
alternative hypothesis: true location shift is not equal to 0
Ancient Mean_pheromone_sensitivity SE
No 0.316 0.001468
Yes 0.1269 0.002151

Lasius niger

ancient.genes.test("ln")  

    Wilcoxon rank sum test with continuity correction

data:  ancient.genes and Putatively.ant.specific.genes
W = 23871000, p-value < 2.2e-16
alternative hypothesis: true location shift is not equal to 0
Ancient Mean_pheromone_sensitivity SE
No 0.1761 0.00145
Yes 0.1004 0.001726

Correlations in pheromone-sensitive gene expression across species

These tests ask if pairs of orthologous genes tend to show a similar level of pheromone sensitivity across species. These tests ask whether there is a cross-species correlation in absolute log fold change in response to pheromone treatment, as calculated using ebseq. The advantage of these tests is that one is not limited to focusing on the set of ‘significant’ genes (as with the Venn diagrams shown in Figure 1), which discards a lot of information becuase it uses an arbitrary p-value threshold, and puts all the genes into two bins (ignoring the quantitative differences in fold-change).

Define function to retrieve fold-change expression data (calculated with ebseq) for genes that are each other’s reciprocal best BLAST

get.fc.for.pair.species <- function(species1, species2){
  query <- 'SELECT rbb.X AS X_gene, rbb.Y AS Y_gene, ebseq_gene_X.PostFC AS X_fc, ebseq_gene_Y.PostFC AS Y_fc FROM ebseq_gene_X
             JOIN
  (SELECT Y2X.X, Y2X.Y  FROM Y2X
  JOIN X2Y
  ON Y2X.Y = X2Y.Y AND Y2X.X = X2Y.X  ) AS rbb
  ON rbb.X = ebseq_gene_X.gene
  JOIN ebseq_gene_Y
  ON rbb.Y = ebseq_gene_Y.gene'
  
  query <- str_replace_all(query, "X", species1)
  query <- str_replace_all(query, "Y", species2)
  dbGetQuery(db, query)
}

Make a table and some plots of the correlations for each pair of species

Table S10: Results of Spearman’s rank correlations, testing whether the absolute log fold difference between pheromones treatments is correlated for a given pair of species. Positive coefficients (\(\rho\), written as rho) indicate that on average, orthologous genes have similar sensitivity to queen pheromones. The p-values have been corrected for multiple testing with the Benjamini-Hochberg method.

species.combinations <- t(combn(c("am", "bt", "lf", "ln"), 2))
rho <- numeric(nrow(species.combinations))
p <- numeric(nrow(species.combinations))
for(i in 1:nrow(species.combinations)){
  fc.data <- get.fc.for.pair.species(species.combinations[i, 1], 
                                     species.combinations[i, 2])
  fc.data[,3:4] <- fc.data[,3:4] %>% log2 %>% abs # Log the fold changes - not that it matters for Spearman's!
  results <- suppressWarnings(with(fc.data, cor.test(fc.data[,3], 
                                                     fc.data[,4], method="spearman"))) # Spearman's correlation
  rho[i] <- results$estimate
  p[i] <- results$p.value
}

species.combinations <- data.frame(Species1 = species.combinations[,1],
                                   Species2  = species.combinations[,2],
                                   rho = rho,
                                   p = p.adjust(p, method = "BH"), # adjust these p-vals for multiple testing
                                   sig = " ", stringsAsFactors = F)

species.combinations[species.combinations == "am"] <- "Apis mellifera"
species.combinations[species.combinations == "bt"] <- "Bombus terrestris"
species.combinations[species.combinations == "lf"] <- "Lasius flavus"
species.combinations[species.combinations == "ln"] <- "Lasius niger"

species.combinations$sig[species.combinations$p < 0.05] <- "*"
species.combinations$sig[species.combinations$p < 0.01] <- "**"
species.combinations$sig[species.combinations$p < 0.0001] <- "***"
# Make a table
saveRDS(species.combinations %>% mutate(rho = format(round(rho, 3), nsmall = 3)), file = "supplement/tab_S10.rds")
species.combinations %>% mutate(rho = format(round(rho, 3), nsmall = 3)) %>% pander
Species1 Species2 rho p sig
Apis mellifera Bombus terrestris 0.136 3.232e-24 ***
Apis mellifera Lasius flavus 0.100 1.478e-12 ***
Apis mellifera Lasius niger 0.077 1.853e-07 ***
Bombus terrestris Lasius flavus 0.159 3.112e-39 ***
Bombus terrestris Lasius niger 0.127 2.282e-24 ***
Lasius flavus Lasius niger 0.194 3.765e-61 ***
# Make a heat map showing the correlations
heat.map.figure <- species.combinations %>% ggplot(aes(Species1, Species2, fill=rho)) + 
  geom_tile(colour="white", size = 4) + 
  scale_fill_gradient2(name = "Corr", 
                       low = brewer.pal(9, "RdYlBu")[7], 
                       mid = "white", 
                       high = brewer.pal(9, "RdYlBu")[2]) + 
  geom_text(aes(label = paste(format(signif(rho, 2), nsmall = 2), sig)), size = 3.5) +
  theme_bw() + theme(panel.grid = element_blank(), 
                     panel.border = element_blank(), 
                     axis.ticks = element_blank(), 
                     axis.text = element_text(face = "italic"), 
                     legend.position = "none") + 
  xlab(NULL) + ylab(NULL) +
  scale_x_discrete(labels = c("Apis\nmellifera", "Bombus\nterrestris", "Lasius\nflavus"), expand = c(0,0)) + 
  scale_y_discrete(labels = c("Bombus\nterrestris", "Lasius\nflavus", "Lasius\nniger"), expand = c(0,0)) 
heat.map.figure

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ggsave(heat.map.figure, file = "figures/Correlations heat map.pdf", height = 4, width=4.3)
# Make a scatterplot showing the correlations
combos <- t(combn(c("am", "bt", "lf", "ln"), 2))
scatter_plot_data <- list()

for(i in 1:nrow(combos)){
  fc.data <- get.fc.for.pair.species(combos[i, 1], 
                                     combos[i, 2])
  fc.data <- fc.data[,3:4] %>% log2 %>% abs # Log the fold changes
  names(fc.data) <- c("x", "y")
  scatter_plot_data[[i]] <- data.frame(fc.data, sp1 = species.combinations[i, 1], sp2 = species.combinations[i, 2])
}

fig_S3 <- scatter_plot_data %>% 
  do.call("rbind", .) %>% 
  ggplot(aes(x, y)) + 
  geom_point(alpha = 0.15) +
  stat_smooth(method = "lm", colour = "tomato") +
  facet_wrap(~paste(sp1, sp2, sep = " v "), scales = "free", ncol = 2) + 
  labs(x = "Pheromone sensitivity of ortholog in species 1",
       y = "Pheromone sensitivity of ortholog in species 2") + 
  theme_minimal()

saveRDS(fig_S3, file = "supplement/fig_S3.rds")
fig_S3

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Figure S3: Each scatterplot shows the correlation in pheromone sensitivity across pairs of orthologous genes, for each of the six possible species pairs. Species 1 refers to the first-listed species, such that in the top-left panel, Apis mellifera is plotted on the x-axis and Bombus terrestris is on the y-axis. The regression lines are from a simple linear regression, and the grey zone around the line shows its 95% confidence intervals.

Identifying genes that splice differently following queen pheromone treatment

Many genes showed alternative splicing in all four species, with the great majority showing between 1 and 6 isoforms.

fig_S4 <- rbind(my_db %>% tbl("isoforms_am") %>% collect %>% .$gene %>%
        table %>% melt %>% dplyr::select(value) %>% mutate(sp = "Apis mellifera"),
      my_db %>% tbl("isoforms_bt") %>% collect %>% .$gene %>%
        table %>% melt %>% dplyr::select(value) %>% mutate(sp = "Bombus terrestris"),
      my_db %>% tbl("isoforms_lf") %>% collect %>% .$gene %>%
        table %>% melt %>% dplyr::select(value) %>% mutate(sp = "Lasius niger"),
      my_db %>% tbl("isoforms_ln") %>% collect %>% .$gene %>%
        table %>% melt %>% dplyr::select(value) %>% mutate(sp = "Lasius flavus")) %>%
  as.data.frame() %>%
  ggplot(aes(x = value, y = sp, fill = sp)) +
  geom_joy(stat = "binline", binwidth=1) +
  coord_cartesian(xlim=c(1,12)) +
  scale_fill_cyclical(values = c("#4040B0", "#9090F0")) +
  scale_x_continuous(breaks = seq(1,12,by=1)) +
  scale_y_discrete(expand = c(0.01, 0)) +
  theme_joy() +
  xlab("Number of isoforms") + ylab(NULL) +
  theme(axis.text = element_text(face = "italic"))

saveRDS(fig_S4, file = "supplement/fig_S4.rds")
fig_S4

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Figure S4: Distribution of isoform numbers per gene for each of the four species.

# Define a function to search for significantly alternatively spliced genes. We define these as genes that have at least two differentially expressed isoforms, where queen pheromone stimulates expresison of one isoform but surpresses expression of another
find.alternatively.spliced.genes <- function(species){

  # Write a database query with 'X' as a placeholder for the species name
  # We want to find genes in which at least two isoforms are differentially expressed in response to pheromones
  # Significant isoforms are listed in the ebseq_padj_isoform_X tables, so we count them and get the names of their genes
  query <- 'SELECT isoforms_X.gene, isoforms_X.isoform, PostFC FROM isoforms_X
JOIN
             (SELECT gene, COUNT(*) FROM ebseq_padj_isoform_X
             JOIN isoforms_X
             ON isoforms_X.isoform = ebseq_padj_isoform_X.isoform
             GROUP BY gene
             HAVING COUNT(*)>1 ) AS multiISO
             ON multiIso.gene = isoforms_X.gene
             JOIN ebseq_padj_isoform_X
             ON ebseq_padj_isoform_X.isoform = isoforms_X.isoform
             ORDER BY isoforms_X.gene'
  query <- str_replace_all(query, "X", species) # replace X with the species
  Splice <- dbGetQuery(db, query) # run the query

  # Find the highest and lowest fold change for the isoforms of each gene
  SpliceMin <- aggregate(Splice$PostFC, by=list(Splice$gene), FUN="min")
  SpliceMax <- aggregate(Splice$PostFC, by=list(Splice$gene), FUN="max")
  SpliceCompare <- merge(SpliceMin, SpliceMax, by = "Group.1")
  colnames(SpliceCompare) <- c("gene", "min", "max")

  # Define diff-spliced genes as those with both elevated and
  # repressed isoforms, when comparing control and pheromone-treated workers
  output <- data.frame(gene = SpliceCompare$gene[SpliceCompare$min < 1 & SpliceCompare$max > 1], stringsAsFactors = F)

  # Add the Apis mellifera ortholog, from one-way BLAST, if it's a non-Apis species
  if(species != "am"){
    orthologs <- tbl(my_db, paste(species, "2am", sep = "")) %>% select(-evalue) %>% collect(n=Inf) %>% as.data.frame()
    names(orthologs) <- c("gene", "Amel_ortholog")
    output <- left_join(output, orthologs, by = "gene")
    output <- left_join(output, tbl(my_db, "bee_names") %>%
                          rename(Amel_ortholog = gene), copy=T, by = "Amel_ortholog")
  }
  else output <- left_join(output, tbl(my_db, "bee_names"), by = "gene", copy = T)

  output[is.na(output)] <- " "

  # Remove the 'isoform X' part from the gene name, so it gives the name of the gene not the isoform
  output$name <- unlist(lapply(strsplit(output$name, split = " isoform "), function(x) x[1]))

  output <- left_join(output, SpliceCompare, by = "gene")

  output$min <- log2(output$min) # Log2 transform the fold changes
  output$max <- log2(output$max)
  output <- output %>% arrange(-(abs(min) + max)) # Arrange by effect size

  if(species == "am" | species == "bt") names(output) <- c("Gene", "Name", "Lowest FC", "Highest FC")
  else names(output) <- c("Gene", "Amel ortholog", "Name", "Lowest FC", "Highest FC")
  output
}

Genes showing significant pheromone-induced alternative splicing

There were no genes showing significant pheromone-sensitive splicing for B. terrestris, hence this section contains only three tabs.

A. mellifera

Table S11: List of genes showing statistically significant pheromone-induced alternative splicing in A. mellifera. These genes were defined as those that have at least two isoforms that are differentially expressed following pheromone treatment (EBseq; posterior probability of differential expression p < 0.05), and for which one isoform increases in expression while another decreases. The last two columns show the fold changes of the most down-regulated and most up-regulated isoforms, on a Log\(_2\) scale.

am.alt.splice <- find.alternatively.spliced.genes("am")
saveRDS(am.alt.splice, file = "supplement/tab_S11.rds")
kable.table(am.alt.splice)
Gene Name Lowest FC Highest FC
GB44254 uncharacterized protein LOC411586 -10.2106382 7.3294705
GB55598 troponin I -8.6184698 7.4257311
GB55650 ryanodine receptor 44F -8.6521541 6.1211069
GB42000 cAMP-specific 3’,5’-cyclic phosphodiesterase, isoforms N/G -7.8461925 6.4652082
GB49567 sestrin-1-like isoformX1 -6.7384430 6.3303655
GB46113 uncharacterized protein LOC726188 -6.7215768 6.2049532
GB55237 disco-interacting protein 2 -6.4126080 5.7870758
GB44556 uncharacterized protein LOC411962 -5.3193508 6.4264182
GB50923 serine-protein kinase ATM -5.4981139 6.1549064
GB50941 phosphatidate phosphatase LPIN2-like -6.1378916 5.3694436
GB55848 DNA ligase 1-like -6.0254223 5.3645877
GB42142 nuclear hormone receptor FTZ-F1 -6.0475859 5.2543590
GB45259 zinc finger protein 91-like -5.7141149 5.4922565
GB52595 zinc finger and BTB domain-containing protein 20-like -6.0058327 5.1479879
GB55225 sushi, von Willebrand factor type A, EGF and pentraxin domain-containing protein 1 -3.5827048 7.3608415
GB55102 F-box only protein 28-like -5.6780118 5.1328776
GB42895 trichohyalin-like -6.0749616 4.6900449
GB44373 protein zyg-11 homolog B-like -2.7153166 7.8600431
GB49111 neuropathy target esterase sws -1.8617078 8.3596119
GB46271 protein BCL9 homolog -3.1471390 6.9356291
GB53431 inositol hexakisphosphate kinase 2-like -6.3417004 3.3365701
GB44336 protein couch potato-like -2.1830854 7.3541749
GB45277 multidrug resistance-associated protein 4-like -8.1135336 1.3365168
GB40263 dentin sialophosphoprotein-like -3.0597817 6.2723878
725417 uncharacterized protein LOC725417 -2.8308639 6.1603441
GB55517 uncharacterized protein LOC410000 -3.2763532 5.3768010
GB55429 CREB-regulated transcription coactivator 1-like -5.3728279 3.1844409
GB55998 beta-1,4-N-acetylgalactosaminyltransferase bre-4 -2.7284140 5.5956924
GB52604 LIM domain-binding protein 2-like -2.2872276 5.8679044
GB41734 reversion-inducing-cysteine-rich protein with kazal motifs -5.9697261 1.9393374
GB49535 calcium/calmodulin-dependent protein kinase II -1.9949124 5.8059893
GB45662 conserved oligomeric Golgi complex subunit 4-like -5.3583810 2.1410794
GB40310 uncharacterized protein LOC411575 -0.9447237 6.4575407
GB51117 rho GTPase-activating protein 18-like -0.9711563 6.3563951
GB41129 protein LMBR1L-like -5.6199019 1.4425609
GB44876 uncharacterized protein LOC100576421 -5.3652303 1.6410521
GB50244 NHL repeat-containing protein 2 -0.9371409 5.9580141
GB47138 calcium-activated potassium channel slowpoke-like -0.9035332 5.9504672
GB50099 uncharacterized abhydrolase domain-containing protein DDB_G0269086-like -1.5085077 5.0811380
GB41908 PERQ amino acid-rich with GYF domain-containing protein CG11148-like -1.0050181 5.5164280
GB52999 neurofilament heavy polypeptide-like -2.7388052 3.6790149
GB51651 putative inorganic phosphate cotransporter-like -5.4170376 0.9305746
GB50877 tyrosine-protein kinase Dnt -2.5061716 3.1568560
GB43220 transcription termination factor 2 -3.2229375 1.8337147
GB40565 ribosomal protein S6 kinase alpha-5 -2.3132702 2.6623092
GB55467 neural cell adhesion molecule L1-like -3.3341247 1.4565432
GB48034 protein numb-like, transcript variant X5 -1.0127583 3.7699557
GB55570 transmembrane protein 53-like -2.0692979 2.6556081
GB49417 PITH domain-containing protein GA19395-like -2.1836294 2.2457448
GB43282 guanine nucleotide-binding protein G(q) subunit alpha-like -2.3600303 2.0113196
GB48573 probable multidrug resistance-associated protein lethal(2)03659-like -2.1285308 1.9867141
GB50366 uncharacterized protein LOC551450 -0.8408050 1.1435481
GB46121 ubiquitin fusion degradation protein 1 homolog -0.9511837 0.9182434
GB52052 venom carboxylesterase-6-like -0.7021931 0.9102424

L. flavus

Table S12: List of genes showing statistically significant pheromone-induced alternative splicing in Lasius flavus. These genes were defined as those that have at least two isoforms that are differentially expressed following pheromone treatment (EBseq; posterior probability of differential expression p < 0.05), and for which one isoform increases in expression while another decreases. The last two columns show the fold changes of the most down-regulated and most up-regulated isoforms, on a Log\(_2\) scale.

lf.alt.splice<- find.alternatively.spliced.genes("lf")
saveRDS(lf.alt.splice, file = "supplement/tab_S12.rds")
kable.table(lf.alt.splice)
Gene Amel ortholog Name Lowest FC Highest FC
TRINITY_DN11346_c0_g1 GB49250 heme oxygenase -9.1733822 4.2807355
TRINITY_DN14030_c0_g1 XP_016769715.1 -4.5698062 6.1058670
TRINITY_DN13728_c1_g1 GB44606 AMP deaminase 2-like -5.6147192 4.2278104
TRINITY_DN13759_c0_g1 XP_016766389.1 -3.7805082 5.5650278
TRINITY_DN13897_c0_g1 GB41293 histone acetyltransferase KAT8 -4.6420034 2.6858828
TRINITY_DN14126_c1_g2 GB43039 restin homolog -1.8789713 5.3598354
TRINITY_DN12581_c0_g2 XP_016767063.1 -4.1075789 2.7973408
TRINITY_DN14084_c0_g1 XP_016772396.1 -2.4056262 4.1607373
TRINITY_DN13929_c0_g1 GB53852 paired amphipathic helix protein Sin3a -2.0878837 4.4200505
TRINITY_DN13956_c0_g1 GB54341 RNA-binding protein 33-like -1.9836823 4.5150571
TRINITY_DN13699_c0_g1 GB41835 sorting nexin-13-like -2.5195188 3.9141700
TRINITY_DN13676_c0_g1 XP_016767354.1 -3.9853775 2.2791646
TRINITY_DN13889_c0_g1 GB44338 small G protein signaling modulator 3 homolog -2.6671307 3.5553713
TRINITY_DN11861_c1_g1 GB43504 neural/ectodermal development factor IMP-L2 -2.2204311 3.4241368
TRINITY_DN14001_c0_g2 GB41033 facilitated trehalose transporter Tret1-like -3.4253663 2.1957523
TRINITY_DN12063_c0_g1 GB49936 calcium uptake protein 1 homolog, mitochondrial-like -1.9568877 3.6347798
TRINITY_DN13321_c0_g1 XP_016769905.1 -2.8397819 2.7402835
TRINITY_DN13931_c4_g1 GB47270 cytochrome P450 4C1 -2.2502914 2.8866039
TRINITY_DN12721_c1_g1 GB43391 transmembrane protein 8B-like -2.1793408 2.8228945
TRINITY_DN11401_c0_g1 GB50510 uncharacterized protein LOC409674 -2.6928098 1.9864175
TRINITY_DN10695_c0_g1 XP_016773356.1 -2.1193002 2.4882173
TRINITY_DN13698_c3_g1 GB45025 mTERF domain-containing protein 1, mitochondrial-like -1.9661074 2.5552928
TRINITY_DN13919_c0_g1 GB49593 cytosolic carboxypeptidase-like protein 5-like -1.6893918 2.7745341
TRINITY_DN14156_c10_g1 XP_016768402.1 -2.0840677 2.3753245
TRINITY_DN13974_c0_g1 XP_016768210.1 -1.5945919 2.7670315
TRINITY_DN12596_c0_g1 GB40801 thioredoxin-like protein 4A-like -1.7080464 2.3372385
TRINITY_DN13248_c0_g1 GB42981 beta-1,3-glucan-binding protein -1.6951844 2.3160927
TRINITY_DN14247_c8_g2 GB52590 fatty acid synthase-like -1.0570339 1.0113553
TRINITY_DN10832_c0_g1 GB54056 serine hydroxymethyltransferase, cytosolic -1.2534345 0.3609471
TRINITY_DN11786_c1_g1 GB51214 troponin T, skeletal muscle -0.4087698 0.8466319
TRINITY_DN13339_c0_g1 GB40735 fructose-bisphosphate aldolase-like -0.1714515 0.3993615
TRINITY_DN13721_c8_g1 XP_016772716.1 -0.2069941 0.2124566
TRINITY_DN13271_c0_g1 GB40312 choline/ethanolamine kinase-like -0.1549773 0.0102486
TRINITY_DN10322_c0_g1 XP_016769014.1 -0.1131430 0.0289235

L. niger

Table S13: List of genes showing statistically significant pheromone-induced alternative splicing in Lasius flavus. These genes were defined as those that have at least two isoforms that are differentially expressed following pheromone treatment (EBseq; posterior probability of differential expression p < 0.05), and for which one isoform increases in expression while another decreases. The last two columns show the fold changes of the most down-regulated and most up-regulated isoforms, on a Log\(_2\) scale.

ln.alt.splice <- find.alternatively.spliced.genes("ln")
saveRDS(ln.alt.splice, file = "supplement/tab_S13.rds")
kable.table(ln.alt.splice)
Gene Amel ortholog Name Lowest FC Highest FC
RF55_752 GB48208 protein argonaute-2 -3.2926101 6.4472781
RF55_883 XP_016770988.1 -5.9073798 3.5987463
RF55_4195 XP_016772612.1 -5.1744722 4.3092261
RF55_412 XP_016770021.1 -3.3875926 5.9670345
RF55_2523 XP_016770619.1 -4.7649090 4.0350580
RF55_3907 XP_016771611.1 -4.4508904 3.6861314
RF55_4516 GB54906 niemann-Pick C1 protein-like -3.7980002 4.3024830
RF55_2336 GB54910 tyrosine-protein kinase Abl-like -3.2249951 4.4534584
RF55_1192 XP_016769850.1 -1.9480198 5.7297004
XLOC_016164 -5.4972688 2.1282740
RF55_3254 XP_016773300.1 -2.7312184 4.8910736
RF55_1559 XP_016768510.1 -2.9908389 4.3225630
RF55_4335 XP_016767803.1 -3.8099604 3.4311823
RF55_6516 GB40718 thioredoxin reductase 1 -3.2537489 3.9222290
RF55_11163 GB53163 transient receptor potential channel pyrexia -3.9015904 3.2568624
RF55_1926 XP_016766364.1 -1.7898846 5.3146852
RF55_9605 GB42484 aminopeptidase N-like isoformX1 -5.0263823 2.0370079
XLOC_003165 -0.6701274 6.3901363
RF55_4472 GB43953 cycle -3.9049333 3.0344073
RF55_13096 XP_016767210.1 -4.8346835 2.0905931
RF55_9014 GB55507 FYVE, RhoGEF and PH domain-containing protein 4-like -3.9205477 2.9639182
RF55_8972 XP_016771571.1 -4.8894254 1.9830903
RF55_4341 XP_392463.4 -3.2324663 3.6096634
XLOC_013280 -2.4206648 4.3918399
RF55_2163 GB55475 cullin-5 -1.9499220 4.8473456
RF55_1574 XP_016770060.1 -0.5327703 6.2375585
RF55_6406 XP_016767146.1 -2.0553009 4.6650121
RF55_1819 GB51068 arrestin homolog -2.3004627 4.3994752
RF55_2357 XP_016769793.1 -4.9713497 1.7125669
RF55_2452 XP_016767413.1 -4.9414495 1.6803943
RF55_764 XP_001121384.4 -4.4683077 2.1308271
RF55_5343 XP_016766531.1 -3.3768061 3.2009350
RF55_2401 XP_016769193.1 -3.8965864 2.6724345
RF55_6625 XP_016770656.1 -2.0711259 4.4766181
RF55_4021 XP_016767419.1 -1.8167853 4.6555595
RF55_317 XP_016769975.1 -2.7140799 3.7123571
RF55_561 GB51542 PH-interacting protein -3.3596059 2.9952497
RF55_2755 GB48836 uncharacterized protein LOC100577578 -4.5392256 1.7981131
RF55_357 -4.0137355 2.2850079
RF55_9274 XP_016767607.1 -4.1097469 2.1003576
RF55_1902 GB46211 zinc finger protein 665-like -4.2211377 1.9522150
RF55_1336 XP_016767701.1 -4.2155289 1.9317851
RF55_1520 XP_016768717.1 -2.0486448 4.0217111
RF55_2217 GB47260 zinc finger protein 598-like -1.9608779 4.1054197
RF55_6360 XP_003251881.3 -3.5776193 2.4733234
RF55_15946 XP_016767569.1 -2.3204379 3.7235457
RF55_4138 XP_016766515.1 -2.3589464 3.6642057
RF55_1328 GB41746 neogenin -2.0301217 3.8766286
RF55_6748 GB52716 NAD kinase-like, transcript variant X11 -3.4936440 2.3932969
RF55_7315 GB55434 rab GDP dissociation inhibitor beta -3.1288936 2.7150106
RF55_9900 XP_016767864.1 -3.5513206 2.2796009
RF55_1325 GB44695 lysophospholipase-like protein 1-like -4.0976819 1.6743676
RF55_9036 XP_016768958.1 -3.9412444 1.7818052
RF55_742 XP_016769412.1 -2.7605014 2.9581890
RF55_9907 GB47039 dynamin -3.9896574 1.7131009
RF55_9185 XP_016768847.1 -3.8364223 1.8598316
RF55_2976 GB42054 sodium/potassium-transporting ATPase subunit alpha -2.0568520 3.6039514
RF55_4649 GB43618 aconitate hydratase, mitochondrial-like -5.0413696 0.5716779
RF55_12355 GB42664 probable ATP-dependent RNA helicase DDX43-like -1.9943294 3.6184641
RF55_1934 GB54827 synaptotagmin 1 -5.3908347 0.1905938
RF55_360 GB46768 uncharacterized MFS-type transporter C09D4.1-like -3.2312572 2.3204411
RF55_5123 XP_016772933.1 -2.7363919 2.8109308
RF55_3009 GB53317 dentin sialophosphoprotein-like -3.7638023 1.7787767
RF55_5073 GB55540 zinc finger MYM-type protein 3-like -1.8616556 3.6633963
RF55_9319 XP_016768793.1 -1.6023217 3.8961635
RF55_952 GB42014 E3 ubiquitin-protein ligase TRIP12-like -1.6637152 3.6314244
RF55_3561 GB41659 endothelin-converting enzyme 1 -1.9116224 3.3339080
RF55_4175 GB44311 actin related protein 1 -1.4407595 3.7728266
RF55_7804 -2.5441138 2.6300085
RF55_1689 XP_016768411.1 -3.3768014 1.7465719
RF55_5052 XP_016773337.1 -2.4182694 2.6840874
RF55_457 GB40931 uncharacterized protein LOC409781 -2.3507186 2.6953986
RF55_7632 XP_016767095.1 -2.0462508 2.9941556
RF55_11518 GB41804 nardilysin -2.2810020 2.7512083
RF55_4355 XP_016771542.1 -2.4450723 2.5183903
RF55_1518 XP_016768753.1 -3.0929627 1.8614463
RF55_5804 XP_016766957.1 -2.6227377 2.2732244
RF55_4425 GB51264 glutamine-dependent NAD(+) synthetase, transcript variant X3 -2.1938416 2.6792288
RF55_5947 XP_016768497.1 -2.0359071 2.6987690
RF55_3209 GB46684 monocarboxylate transporter 3-like -2.2501560 2.4459333
RF55_4132 XP_006572145.2 -1.8924997 2.7949094
RF55_3822 XP_016769466.1 -2.5889623 2.0767884
RF55_8207 XP_016767693.1 -2.6776356 1.9612772
RF55_3129 GB53974 probable RNA helicase armi -2.4754839 2.1042263
RF55_8822 GB41970 ras-like protein 2-like -2.5012521 2.0767873
RF55_9449 GB55840 protein sidekick-1-like -1.9739288 2.4747175
RF55_583 GB41366 protein MLP1-like -2.5149738 1.9248983
RF55_5597 GB46705 muscle M-line assembly protein unc-89 -4.2010432 0.1942554
RF55_7779 GB40928 tripartite motif-containing protein 2-like -1.9058556 2.4627030
RF55_1209 XP_016766933.1 -1.8405716 2.4685968
RF55_2958 XP_016771468.1 -2.2465795 1.9449655
RF55_7227 GB45211 troponin C type I -3.4951202 0.6960651
RF55_15397 XP_016766611.1 -2.1887540 1.9674339
RF55_3792 GB42024 translation initiation factor 2 -2.3474211 1.7699710
XLOC_009000 -1.9702840 2.1399072
RF55_1494 XP_016771667.1 -1.8255253 2.2245942
RF55_2964 GB45277 multidrug resistance-associated protein 4-like -1.9410464 2.0992859
RF55_13040 XP_016771370.1 -1.7071168 2.3051344
XLOC_009717 -1.8567534 2.1300834
RF55_6105 GB40496 aftiphilin-like -1.9290288 2.0409600
RF55_2225 XP_016769102.1 -2.4576563 1.5031576
RF55_7166 GB51290 ultrabithorax -1.8574204 2.0948477
RF55_2340 GB55485 DNA methyltransferase 3 -2.2221680 1.7086023
RF55_5141 GB51219 eye-specific diacylglycerol kinase -1.5771776 2.3341264
RF55_3424 GB42681 mucin-5AC-like -1.9129112 1.9909363
RF55_335 GB42666 serine palmitoyltransferase 2-like -2.1856978 1.6894768
RF55_2921 GB40416 twist -2.1419203 1.6755463
RF55_1441 GB47599 cytoplasmic dynein 1 light intermediate chain 1 -1.3649356 2.3461757
XLOC_001241 -1.9132811 1.7758352
RF55_404 GB53011 polyphosphoinositide phosphatase -2.1273247 1.5615310
RF55_11430 XP_016769030.1 -2.0923206 1.5691347
RF55_1609 GB40975 gamma-aminobutyric acid receptor subunit beta -1.9326037 1.6691322
RF55_5498 GB55971 palmitoyltransferase ZDHHC9-like -1.8138672 1.6963432
RF55_13282 GB54319 synaptotagmin 20 -1.8203872 1.6560353
RF55_4134 XP_016771187.1 -1.6338628 1.7842745
RF55_3869 GB51413 C3 and PZP-like alpha-2-macroglobulin domain-containing protein 8-like -1.8352815 1.5643281
RF55_5507 XP_016772718.1 -1.5504913 1.7564732
RF55_3824 XP_016768669.1 -1.5248764 1.6085396
XLOC_005436 -1.7586500 1.3642664
RF55_10519 GB54446 arginine kinase -2.9654802 0.1456319
RF55_310 100576851 ornithine decarboxylase antizyme 1-like -2.1712838 0.4835235
RF55_3137 GB54056 serine hydroxymethyltransferase, cytosolic -0.5039290 0.3060241
RF55_6300 XP_016767697.1 -0.1938198 0.3975841
RF55_4024 XP_016767817.1 -0.2959092 0.2953227

Overlap of specific pheromone-sensitive alternatively-spliced genes

lf.alt <- lf.alt.splice$Name[lf.alt.splice$Name != " "] # Exclude genes with no A. mellifera names
ln.alt <- ln.alt.splice$Name[ln.alt.splice$Name != " "]
venn(list(Apis = am.alt.splice$Name,`L. flavus` = lf.alt,`L. niger` = ln.alt))

Expand here to see past versions of splice.venn-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07

Gene co-expression network analysis

First, we define a series of functions for gene co-expression network analysis.

# This function uses the ComBat function from the package 'sva' to remove variance in gene expression
# that is due to colony and species, allowing us to detect variance due to queen pheromone treatment.
# The use of ComBat in this fashion follows recommendations from the author of the WGCNA package. 
remove.effects.combat <- function(expression.data){
  sampleIDs <- rownames(expression.data)
  ids <- with(treatments[match(sampleIDs, treatments$id), ], 
              data.frame(
                id = sampleIDs,
                species = species,
                treatment = treatment,
                colony = paste(species, colony, sep = "")))
  
  modcombat <- model.matrix(~as.factor(treatment), data=ids)
  shh <- capture.output(expression.data <- ComBat(dat = t(expression.data), 
                                                  batch = ids$species, 
                                                  mod = modcombat, 
                                                  par.prior = TRUE))
  shh <- capture.output(expression.data <- t(ComBat(dat = expression.data, 
                                                    batch = ids$colony, 
                                                    mod = modcombat, 
                                                    par.prior = TRUE)))
  list(expression.data, ids)
}


# Build a gene coexpresison network using WGCNA package
build.network <- function(expression.data.list){
  # Pick the soft thresholding power that gives a model fit of R^2 > 0.8 for the scale-free topology model
  soft.power <- pickSoftThreshold(expression.data.list[[1]], 
                                  RsquaredCut = 0.8, verbose = 0, powerVector = 1:30)
  # Use this power to generate a gene co-expression network, using the default settings
  network <- blockwiseModules(expression.data.list[[1]], 
                              power = soft.power$powerEstimate,
                              networkType = "signed",
                              minModuleSize = 30,
                              verbose = 0,
                              saveTOMs = T)
  list(network, expression.data.list[[2]])
}


# By default, WGCNA gives the transcriptional modules random names like 'turqoise' or 'darkred'. 
# I think it's more helpful to define the biggest module as 'Module 1', the second biggest as 'Module 2', etc
# I use the label 'Module 0' for genes that were not assigned to a module
convert.module.colors.to.names <- function(network){
  module.sizes <- table(network[[1]]$colors) %>% sort %>% rev
  module.sizes <- c(module.sizes[names(module.sizes) == "grey"], 
                    module.sizes[names(module.sizes) != "grey"])
  module.mappings <- data.frame(color = names(module.sizes), 
                                new.name = paste("Module", 
                                                 0:(length(module.sizes)-1)), stringsAsFactors = F)
  network[[1]]$colors <- module.mappings$new.name[match(network[[1]]$colors, module.mappings$color)]
  names(network[[1]]$MEs) <- gsub("ME", "", names(network[[1]]$MEs))
  names(network[[1]]$MEs) <- module.mappings$new.name[match(names(network[[1]]$MEs), 
                                                            module.mappings$color)]
  network
}


# Rearrange the data in a handy format for stats and plotting, and remove the 'Module 0', the un-assigned genes
rearrange.eigengene.data <- function(network.list){
  cbind(network.list[[2]], network.list[[1]]$MEs) %>% 
    gather(Module, Eigengene, starts_with("Module")) %>% 
    filter(Module != "Module 0") %>%
    rename(Species = species, Treatment = treatment) %>% 
    arrange(Species, Treatment, colony, Module)
} 

Make the gene co-expression network, using the set of orthologous genes for all 4 species

# The 4 bad samples get removed, then we find the orthologous genes, the data are scaled with ComBat, and then we build the network using the lowest soft-thresholding power that gives at least R^2 > 0.8 model fit
OGGs <- make.OGGs(c("am", "bt", "ln", "lf"), bad.samples = bad.samples)
network <- OGGs[[1]] %>%
  remove.effects.combat() %>% 
  build.network() %>%
  convert.module.colors.to.names()
eigen.data <- network %>% rearrange.eigengene.data

Simple statistics about the network

Here is the number of orthologous genes that form the network:

length(network[[1]]$colors)
[1] 3465

Here is the number and size of modules in the network - module 0 refers to the unassigned genes.

table(network[[1]]$colors) %>% pander
Table continues below
Module 0 Module 1 Module 2 Module 3 Module 4 Module 5 Module 6
107 1639 543 346 288 160 154
Module 7 Module 8 Module 9
150 40 38

Make a plot of the module eigengenes

# Make a plot of the module eigengenes, split by species, module and treatment
treatments.network.plot <- function(dat){ 
  dat %>% mutate(Treatment = replace(as.character(Treatment), Treatment == "QP", "Queen\npheromone")) %>%
    ggplot(aes(Species, Eigengene, fill = Treatment)) + 
    geom_hline(yintercept = 0, linetype=2) + 
    geom_boxplot() + 
    facet_wrap(~Module) + 
    xlab(NULL) + 
    scale_x_discrete(labels = c("Apis\nmellifera", "Bombus\nterrestris", "Lasius\nflavus", "Lasius\nniger")) +
    scale_fill_brewer(name = " ", palette = "Set3", direction = -1) + 
    theme_bw() + 
    theme(strip.background = element_blank(), 
          axis.text.x = element_text(face = "italic"), 
          panel.border = element_rect(size=0.7), 
          legend.position = "top") 
}

eigen.data %>% treatments.network.plot()

Expand here to see past versions of unnamed-chunk-20-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07
ggsave(eigen.data %>% treatments.network.plot(), 
       file = "figures/Figure 3 - Module eigengenes.pdf", height = 6.6, width = 8)



Figure 3: The figure shows the distribution of module eigengenes for each combination of module, species, and queen pheromone (QP) treatment. Positive values mean that the focal group has higher eigengenes, which derived from the relative expression levels of a module of genes, than the average.

Run multivariate Bayesian model testing for treatment and species effects on eigengenes

Since the computation time is long, the model was defined and run in a separate R script, Script to run multivariate brms model.R. It is a multivariate model with 9 response variables: the eigengenes of the nine modules. We fit colony origin as a random effect in all models, accounting for similarity in gene expression between workers from the same colony. As shown in Table S14, we ran five models of this form, with different fixed effects (i.e. models with and without the predictors Species, Treatment, and their interaction). We then calculated the posterior model probabilities for these five models using bridge sampling (which is conceptually similar to pickoing the best-fitting model by AIC). These probabilities give the chance that each model is the best-fitting one in the set being considered, given the data and the priors. The table shows that a model containing the treatment effect, but not the species effect, is the best fitting (posterior probability > 0.99), and so we conclude that pheromone treatment affects gene expression, but we have no evidence for inter-species differences, or a treatment-by-species interaction.

Table S14: The posterior model probabilities of five competing multivariate Bayesian models of the module eigengene dataset. The best-fitting model (with posterior probability of almost 1) contains the treatment effect only (not the species effect, or the treatment-by-species interaction).

readRDS("data/brms_model_comparisons.rds") %>% pander()
  Posterior model probability
Treatment x Species 0
Treatment + Species 0
Treatment 1
Species 0
Intercept only 0

Table S15: Full summary of the best-fitting multivariate Bayesian model of the eigengene data for all nine modules, implemented in the programming language Stan via the R package brms. The most salient part of the output is the population-level effects (often called fixed effects), which give the coefficients for the intercept and the effect of queen pheromone treatment on the eigengenes for each module. The 9 response variables were all scaled to have mean 0 and variance 1 before running the model, meaning that the estimates can be interpreted as Cohen’s \(d\) effect size. The remaining sections describe the (co)variance associated with colony (which appears to be low), and the covariance in the residuals (which illustrates how eigengenes are correlated across modules).

cat(paste(readLines("data/brms_model.txt"), "\n", sep = ""))
 Family: MV(gaussian, gaussian, gaussian, gaussian, gaussian, gaussian, gaussian, gaussian, gaussian) 
   Links: mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity
          mu = identity; sigma = identity 
 Formula: m1 ~ Treatment + (1 | p | colony) 
          m2 ~ Treatment + (1 | p | colony) 
          m3 ~ Treatment + (1 | p | colony) 
          m4 ~ Treatment + (1 | p | colony) 
          m5 ~ Treatment + (1 | p | colony) 
          m6 ~ Treatment + (1 | p | colony) 
          m7 ~ Treatment + (1 | p | colony) 
          m8 ~ Treatment + (1 | p | colony) 
          m9 ~ Treatment + (1 | p | colony) 
    Data: eigen.data %>% mutate(Module = gsub("Module ", "m" (Number of observations: 39) 
 Samples: 4 chains, each with iter = 5000; warmup = 2500; thin = 1;
          total post-warmup samples = 10000
 
 Group-Level Effects: 
 ~colony (Number of levels: 27) 
                                Estimate Est.Error l-95% CI u-95% CI Eff.Sample Rhat
 sd(m1_Intercept)                   0.08      0.06     0.00     0.21       4356 1.00
 sd(m2_Intercept)                   0.04      0.03     0.00     0.12       7092 1.00
 sd(m3_Intercept)                   0.04      0.03     0.00     0.13      10000 1.00
 sd(m4_Intercept)                   0.04      0.03     0.00     0.13       8519 1.00
 sd(m5_Intercept)                   0.05      0.03     0.00     0.12       4317 1.00
 sd(m6_Intercept)                   0.05      0.04     0.00     0.14       4690 1.00
 sd(m7_Intercept)                   0.06      0.04     0.00     0.17      10000 1.00
 sd(m8_Intercept)                   0.13      0.09     0.01     0.34       6666 1.00
 sd(m9_Intercept)                   0.04      0.03     0.00     0.12       5685 1.00
 cor(m1_Intercept,m2_Intercept)     0.02      0.32    -0.58     0.60      10000 1.00
 cor(m1_Intercept,m3_Intercept)     0.01      0.32    -0.60     0.61      10000 1.00
 cor(m2_Intercept,m3_Intercept)    -0.01      0.32    -0.62     0.60      10000 1.00
 cor(m1_Intercept,m4_Intercept)    -0.00      0.32    -0.62     0.61      10000 1.00
 cor(m2_Intercept,m4_Intercept)     0.05      0.32    -0.57     0.64      10000 1.00
 cor(m3_Intercept,m4_Intercept)    -0.02      0.32    -0.62     0.60      10000 1.00
 cor(m1_Intercept,m5_Intercept)     0.02      0.32    -0.58     0.61      10000 1.00
 cor(m2_Intercept,m5_Intercept)     0.00      0.32    -0.60     0.59      10000 1.00
 cor(m3_Intercept,m5_Intercept)    -0.02      0.32    -0.63     0.59      10000 1.00
 cor(m4_Intercept,m5_Intercept)     0.02      0.32    -0.58     0.62      10000 1.00
 cor(m1_Intercept,m6_Intercept)     0.00      0.31    -0.59     0.60      10000 1.00
 cor(m2_Intercept,m6_Intercept)    -0.02      0.32    -0.61     0.59      10000 1.00
 cor(m3_Intercept,m6_Intercept)     0.05      0.32    -0.58     0.64      10000 1.00
 cor(m4_Intercept,m6_Intercept)     0.03      0.31    -0.57     0.63      10000 1.00
 cor(m5_Intercept,m6_Intercept)     0.03      0.32    -0.58     0.63      10000 1.00
 cor(m1_Intercept,m7_Intercept)    -0.01      0.32    -0.61     0.59      10000 1.00
 cor(m2_Intercept,m7_Intercept)     0.02      0.32    -0.59     0.62      10000 1.00
 cor(m3_Intercept,m7_Intercept)     0.06      0.32    -0.57     0.65      10000 1.00
 cor(m4_Intercept,m7_Intercept)     0.02      0.32    -0.58     0.62      10000 1.00
 cor(m5_Intercept,m7_Intercept)    -0.01      0.32    -0.61     0.59      10000 1.00
 cor(m6_Intercept,m7_Intercept)    -0.02      0.32    -0.63     0.59      10000 1.00
 cor(m1_Intercept,m8_Intercept)     0.01      0.31    -0.59     0.61      10000 1.00
 cor(m2_Intercept,m8_Intercept)    -0.01      0.31    -0.60     0.58      10000 1.00
 cor(m3_Intercept,m8_Intercept)     0.04      0.32    -0.57     0.64      10000 1.00
 cor(m4_Intercept,m8_Intercept)     0.02      0.31    -0.58     0.61      10000 1.00
 cor(m5_Intercept,m8_Intercept)    -0.00      0.32    -0.60     0.60      10000 1.00
 cor(m6_Intercept,m8_Intercept)    -0.04      0.31    -0.62     0.57       7970 1.00
 cor(m7_Intercept,m8_Intercept)    -0.04      0.32    -0.62     0.58       6458 1.00
 cor(m1_Intercept,m9_Intercept)    -0.01      0.32    -0.62     0.60      10000 1.00
 cor(m2_Intercept,m9_Intercept)     0.05      0.33    -0.59     0.65      10000 1.00
 cor(m3_Intercept,m9_Intercept)    -0.00      0.32    -0.61     0.60      10000 1.00
 cor(m4_Intercept,m9_Intercept)    -0.05      0.32    -0.64     0.57      10000 1.00
 cor(m5_Intercept,m9_Intercept)     0.04      0.31    -0.57     0.62      10000 1.00
 cor(m6_Intercept,m9_Intercept)     0.02      0.31    -0.59     0.62       8255 1.00
 cor(m7_Intercept,m9_Intercept)     0.01      0.32    -0.60     0.61       6350 1.00
 cor(m8_Intercept,m9_Intercept)     0.03      0.32    -0.58     0.63       6231 1.00
 
 Population-Level Effects: 
                Estimate Est.Error l-95% CI u-95% CI Eff.Sample Rhat
 m1_Intercept      -0.27      0.18    -0.64     0.09       4403 1.00
 m2_Intercept      -0.23      0.19    -0.60     0.14       5015 1.00
 m3_Intercept       0.23      0.19    -0.16     0.60       5448 1.00
 m4_Intercept      -0.63      0.15    -0.92    -0.32       5864 1.00
 m5_Intercept      -0.18      0.18    -0.53     0.19       4295 1.00
 m6_Intercept       0.03      0.20    -0.36     0.43       5752 1.00
 m7_Intercept      -0.05      0.20    -0.46     0.34       5803 1.00
 m8_Intercept       0.13      0.21    -0.28     0.54       5686 1.00
 m9_Intercept       0.32      0.17    -0.01     0.67       4355 1.00
 m1_TreatmentQP     0.56      0.26     0.04     1.06       4299 1.00
 m2_TreatmentQP     0.48      0.27    -0.06     1.00       4542 1.00
 m3_TreatmentQP    -0.47      0.28    -1.01     0.10       5341 1.00
 m4_TreatmentQP     1.28      0.22     0.85     1.71       5443 1.00
 m5_TreatmentQP     0.37      0.26    -0.15     0.86       4059 1.00
 m6_TreatmentQP    -0.07      0.29    -0.65     0.50       5358 1.00
 m7_TreatmentQP     0.11      0.30    -0.47     0.69       5655 1.00
 m8_TreatmentQP    -0.27      0.29    -0.85     0.32       5407 1.00
 m9_TreatmentQP    -0.66      0.25    -1.16    -0.17       4120 1.00
 
 Family Specific Parameters: 
          Estimate Est.Error l-95% CI u-95% CI Eff.Sample Rhat
 sigma_m1     0.82      0.08     0.69     0.98      10000 1.00
 sigma_m2     0.84      0.08     0.70     1.01       7447 1.00
 sigma_m3     0.87      0.09     0.72     1.05       7227 1.00
 sigma_m4     0.70      0.07     0.58     0.85      10000 1.00
 sigma_m5     0.82      0.07     0.69     0.97       5832 1.00
 sigma_m6     0.90      0.09     0.75     1.10       6538 1.00
 sigma_m7     0.92      0.09     0.76     1.12      10000 1.00
 sigma_m8     0.91      0.10     0.75     1.12      10000 1.00
 sigma_m9     0.79      0.07     0.66     0.94       6247 1.00
 
 Residual Correlations: 
               Estimate Est.Error l-95% CI u-95% CI Eff.Sample Rhat
 rescor(m1,m2)     0.56      0.10     0.35     0.73       6438 1.00
 rescor(m1,m3)     0.69      0.08     0.51     0.82       7120 1.00
 rescor(m2,m3)     0.25      0.12    -0.00     0.48      10000 1.00
 rescor(m1,m4)     0.53      0.10     0.31     0.71       8099 1.00
 rescor(m2,m4)     0.73      0.07     0.56     0.84      10000 1.00
 rescor(m3,m4)     0.10      0.13    -0.17     0.35      10000 1.00
 rescor(m1,m5)     0.59      0.10     0.38     0.76       5667 1.00
 rescor(m2,m5)     0.66      0.08     0.48     0.79       5941 1.00
 rescor(m3,m5)     0.42      0.11     0.19     0.61       8145 1.00
 rescor(m4,m5)     0.71      0.07     0.55     0.83       7301 1.00
 rescor(m1,m6)     0.65      0.09     0.45     0.79       6974 1.00
 rescor(m2,m6)     0.19      0.13    -0.07     0.43      10000 1.00
 rescor(m3,m6)     0.64      0.08     0.46     0.78       8022 1.00
 rescor(m4,m6)     0.32      0.12     0.06     0.54       8027 1.00
 rescor(m5,m6)     0.78      0.06     0.65     0.87      10000 1.00
 rescor(m1,m7)     0.59      0.10     0.36     0.75      10000 1.00
 rescor(m2,m7)     0.59      0.09     0.39     0.74      10000 1.00
 rescor(m3,m7)     0.71      0.07     0.54     0.83      10000 1.00
 rescor(m4,m7)     0.32      0.12     0.06     0.55      10000 1.00
 rescor(m5,m7)     0.35      0.12     0.11     0.56       8081 1.00
 rescor(m6,m7)     0.21      0.13    -0.07     0.45       8440 1.00
 rescor(m1,m8)     0.53      0.11     0.29     0.71      10000 1.00
 rescor(m2,m8)     0.53      0.10     0.30     0.71      10000 1.00
 rescor(m3,m8)     0.55      0.10     0.34     0.72      10000 1.00
 rescor(m4,m8)     0.46      0.11     0.22     0.66      10000 1.00
 rescor(m5,m8)     0.49      0.11     0.26     0.68      10000 1.00
 rescor(m6,m8)     0.39      0.12     0.13     0.60      10000 1.00
 rescor(m7,m8)     0.44      0.12     0.18     0.65      10000 1.00
 rescor(m1,m9)     0.57      0.10     0.35     0.74       5328 1.00
 rescor(m2,m9)     0.77      0.06     0.64     0.87       7273 1.00
 rescor(m3,m9)     0.54      0.10     0.33     0.70      10000 1.00
 rescor(m4,m9)     0.45      0.11     0.21     0.65      10000 1.00
 rescor(m5,m9)     0.83      0.05     0.71     0.90      10000 1.00
 rescor(m6,m9)     0.60      0.09     0.39     0.75      10000 1.00
 rescor(m7,m9)     0.57      0.10     0.35     0.73      10000 1.00
 rescor(m8,m9)     0.52      0.11     0.28     0.70      10000 1.00
 
 Samples were drawn using sampling(NUTS). For each parameter, Eff.Sample 
 is a crude measure of effective sample size, and Rhat is the potential 
 scale reduction factor on split chains (at convergence, Rhat = 1).

Plot the correlations between all modules and the pheromone treatment

meta.module.plot <- function(network){
 
  MET <- network[[1]]$MEs 
  MET <- data.frame(QP = (network[[2]]$treatment %>% as.numeric())-1, MET) %>% dplyr::select(-Module.0)
  names(MET) <- gsub("[.]", " ", names(MET))
  cluster <- (1 - cor(MET)) %>% as.dist() %>% hclust()
  ordering <- cluster$labels[cluster$order]
  heat.map.data <- cor(MET) %>% melt %>% 
    mutate(Var1 = factor(Var1, levels = ordering),
           Var2 = factor(Var2, levels = ordering)) %>% 
    rename(Corr = value)
  heat.map <- heat.map.data %>% ggplot(aes(Var1, Var2, fill = Corr)) + geom_tile() + 
    scale_fill_gradient2(low = brewer.pal(9, "RdBu")[8], 
                         mid = "white", 
                         high = brewer.pal(9, "RdBu")[2]) + 
    xlab(NULL) + ylab(NULL) + 
    theme_bw() + 
    theme(panel.border = element_blank(), 
          panel.grid = element_blank()) + 
    scale_x_discrete(expand = c(0,0)) + 
    scale_y_discrete(expand = c(0,0))
 
  dendrogram <- ggdendrogram(cluster) + theme(axis.text.x = element_blank(), axis.text.y = element_blank())
  
  p1 <- grid.arrange(dendrogram, heat.map)
  invisible(p1)
}

meta.module.plot(network)

Expand here to see past versions of unnamed-chunk-23-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Dendrogram and heat map showing the correlations among module eigengene values and the queen pheromone treatment (QP; coded as zero and 1 for the control and treatment respectively). Modules with red colour, or which are close on the dendrogram, show more correlated expression. The queen pheromone treatment was correlated with Module 5, but was relatively uncorrelated with the other modules.

Table S16: Results of Spearman’s rank correlations testing for a relationship between the effect of queen pheromone on gene expression, and the connectedness of the gene. Negative values of Spearman’s Rho mean that highly pheromone-sensitive genes tend to have lower connectedness.

load("blockwiseTOM-block.1.RData") # Load the TOM from the network analysis - can be used to find connectedness for each ortholog

# Get the phermonone sensitivity value for each of the OGGs, and line it up with the connectedness data
suppressMessages(dd <- OGGs[[2]] %>% left_join(tbl(my_db, "ebseq_gene_am") %>% select(gene, PostFC) %>% rename(am=gene), copy=T) %>% rename(am_FC = PostFC) %>%
  left_join(tbl(my_db, "ebseq_gene_bt") %>% select(gene, PostFC) %>% 
              rename(bt=gene), copy=T) %>% rename(bt_FC = PostFC) %>%
  left_join(tbl(my_db, "ebseq_gene_lf") %>% select(gene, PostFC) %>% 
              rename(lf=gene), copy=T) %>% rename(lf_FC = PostFC) %>%
  left_join(tbl(my_db, "ebseq_gene_ln") %>% select(gene, PostFC) %>% 
              rename(ln=gene), copy=T) %>% rename(ln_FC = PostFC) %>%
  mutate(k = colSums(as.matrix(TOM))))

do.spearman <- function(dd, species, name){ # run spearman on each species
  test <- cor.test(dd$k, dd[, names(dd) == species] %>% log2 %>% abs, method = "spearman")  # Note that we convert the fold-change in expression with abs(log2(x)), to get pheromone sensitivity
  with(test, data.frame(Species = name, rho = estimate, p = p.value, row.names = NULL))
}

suppressWarnings(results <- rbind(do.spearman(dd, "am_FC", "Apis mellifera"),
                                  do.spearman(dd, "bt_FC", "Bombus terrestris"),
                                  do.spearman(dd, "lf_FC", "Lasius flavus"),
                                  do.spearman(dd, "ln_FC", "Lasius niger")))
rownames(results) <- NULL
saveRDS(results, file = "supplement/tab_S16.rds")
pander(results)
Species rho p
Apis mellifera -0.2463 4.834e-49
Bombus terrestris -0.2988 2.076e-72
Lasius flavus -0.4151 1.854e-144
Lasius niger -0.3159 4.677e-81

Characteristics of pheromone-sensitive genes in Apis

In this section, we search for correlates of the absolute Log_2 fold change in response to pheromone (where positive values denote genes whose expression differs strongly between the control and pheromone treatment). This section makes use of data kindly passed to us by Soojin Yi and Brendan Hunt.

  1. The data on queen and worker-specific gene expression come from Grozinger et al. 2007. We found that pheromone-sensitive genes tend to be over-expressed by queens relative to sterile workers. However, genes that are over-expressed by fertile workers relative to sterile workers did not tend to be more (or less) pheromone-sensitive.

  2. The methylation level (i.e. % methylated cytosines) data come from Galbraith et al. 2016 (provided by Soojin Yi). We found a negative correlation between methylation and pheromone-sensitivity, suggesting that pheromone-sensitive genes are hypomethylated.

  3. The CpG O/E values were calculated by Yi and colleagues for the latest A. mellifera genome annotation (as of late 2017). We found a positive correlation between CpG O/E and pheromone-sensitivity. High CpG is associated with lower rate of DNA methylation, again suggesting that pheromone-sensitive genes are hypomethylated.

  4. The columns on the H3K4me3, H3K27ac, and H3K36me3 histon modifications were calculated from the raw data from Wojciechowski et al. 2018, using the code in the separate R script wojciechowski_histone_analysis.R.

  5. The estimates of \(\gamma\), a measure of positive and negative selection similar to dN/dS, come from Harpur et al. 2014 PNAS. There was a significant positive correlation between \(\gamma\) and sensitivity to queen pheromone, suggesting that highly pheromone-sensitive genes tend to be positively selected.

  6. The codon adaptation index was provided by Brendan Hunt. A high codon adaptation index denotes high codon usage bias, meaning that certain synonymous codons are more common than others. Pheromone-sensitive genes showed low codon usage bias.

  7. Lastly, ‘expression level’ refers to the average expression of each gene, expressed as TPM (transcripts per million) as measured by the software RSEM in the present study. Highly expressed genes tended to be less pheromone-sensitive.

# import and clean up the data provided by Brendan Hunt
hunt.data <- read.delim("data/apis_gene_comparisons/Amel_AllData_012709.txt", 
                        header=T, stringsAsFactors = FALSE) %>% 
  mutate(log2RW.SW = log2(RW_bagel / SW_bagel))        # calculate log fold difference in gene expression between fertile and sterile workers
entrez.tbl <- read.delim("data/apis_gene_comparisons/am.gene_info.txt", stringsAsFactors = FALSE)[,c(2,5,6)] # import table of gene names (Entrez, old Beebase, and new Beebase)
names(entrez.tbl) <- c("entrez.id", "beebase1", "beebase2")
entrez.tbl <- entrez.tbl %>% mutate(beebase2 = gsub("BEEBASE:", "", beebase2))
entrez.tbl$beebase2[entrez.tbl$beebase2 == "-"] <- entrez.tbl$beebase1[entrez.tbl$beebase2 == "-"]
entrez.tbl$beebase2[grep("\\|", entrez.tbl$beebase2)] <- unname(unlist(sapply(entrez.tbl$beebase2[grep("\\|", entrez.tbl$beebase2)], function(x){
  namess <- strsplit(x, split = "\\|")[[1]]
  hits <-str_detect(namess, "GB")
  if(sum(hits) == 0) return(NA)
  return(namess[hits])
})))

hunt.data <- hunt.data %>% 
  dplyr::select(ID, log2Q.SW, log2RW.SW, CAI, cpgOE) %>% # get gene ID and the relevant data
  rename(beebase1 = ID) %>%                              # merge based on beebase IDs
  left_join(entrez.tbl, by = "beebase1") %>% 
  filter(!is.na(beebase2) & beebase2 != "-") %>% 
  rename(gene = beebase2) %>% 
  dplyr::select(gene, log2Q.SW, log2RW.SW, CAI, cpgOE)
hunt.data <- left_join(tbl(my_db, "ebseq_gene_am") %>%       # merge Hunt's data with our phermone sensitivity data
                         dplyr::select(gene, PostFC) %>% collect(), hunt.data, by = "gene") %>% 
  left_join(tbl(my_db, "bee_names") %>% collect, by = "gene")  # also add the gene names 

# Import methylation data provided by Soojin Yi and Xin Wu (teh data are from Galbraith et al PNAS)
methylation <- read.csv("data/apis_gene_comparisons/apis_gene_methyl_CG_OE.csv", stringsAsFactors = FALSE)
methylation <- tbl(my_db, "ebseq_gene_am") %>% collect %>% left_join(methylation, by = "gene") %>%
  filter(!is.na(Gene_body_methylation)) %>%
  left_join(tbl(my_db, "bee_names") %>% collect(), by = "gene") %>% distinct(gene, .keep_all = T)

# Import gamma data from Harpur et al 2014 PNAS
gamma_am <- tbl(my_db, "ebseq_gene_am") %>% collect() %>%
  left_join(read.table("data/apis_gene_comparisons/harpur_etal_gamma.txt", header=TRUE, stringsAsFactors=FALSE) %>% rename(gene = Gene), by = "gene") %>%
  filter(!is.na(gamma)) %>%
  dplyr::select(gene, PostFC, gamma) %>%
  mutate(PostFC = log2(PostFC)) %>% left_join(tbl(my_db, "bee_names"), copy=TRUE, by = "gene") %>%
  arrange(-abs(PostFC))


merged <- hunt.data %>% dplyr::select(gene, PostFC, log2Q.SW, log2RW.SW, CAI) %>% 
  left_join(methylation %>% dplyr::select(gene, CG_OE, Gene_body_methylation), by = "gene") %>% # merge in methylation data provided by Soojin Yi
  left_join(gamma_am %>% dplyr::select(gene, gamma), by = "gene") %>%                         # merge in gamma data from Harpur et al
  left_join(data.frame(gene = tbl(my_db, "rsem_am") %>% 
                         dplyr::select(gene) %>% collect(),  # calculate overall expression level from our own data
                       expression.level = (tbl(my_db, "rsem_am") %>% 
                                             dplyr::select(-gene) %>% 
                                             collect %>% rowSums())), by = "gene") %>% 
  left_join(dd %>% dplyr::select(am, k) %>% rename(gene=am), by = "gene") %>%
  mutate(CG_OE = -log2(CG_OE),                         # log2 CpG O/E ratio - change the sign, so that high values mean high methylation
         expression.level = log10(expression.level),   # log10 the expression level
         PostFC = abs(log2(PostFC))) %>%               # absolute log2 fold-change in response to pheromones (i.e. 'pheromone sensitivity' score)
  as.data.frame() #%>%
  # dplyr::select(-gene) 

# Add the data from Wojciechowski et al. 2018 Genome Biology
# There is gene-level data on the caste difference in 3 different histone modifications (from ChIP-seq),
# These data were created from Wojciechowski et al.'s raw data, as described in the separate R script wojciechowski_histone_analysis.R
merged <- merged %>% 
  left_join(tbl(my_db, "H3K4me3") %>% collect() %>% mutate(H3K4me3_caste = caste_difference) %>% select(gene, H3K4me3_caste), by = "gene") %>%
  left_join(tbl(my_db, "H3K27ac") %>% collect() %>% mutate(H3K27ac_caste = caste_difference) %>% select(gene, H3K27ac_caste), by = "gene") %>%
  left_join(tbl(my_db, "H3K36me3") %>% collect() %>% mutate(H3K36me3_caste = caste_difference) %>% select(gene, H3K36me3_caste), by = "gene") %>%
  dplyr::select(-gene) 
  

m.rename <- function(merged, col, new) {names(merged)[names(merged) == col] <- new; merged}
merged <- merged %>% m.rename("PostFC", "Pheromone sensitivity\n(absolute log fold)")   # re-label all the variables nicely
merged <- merged %>% m.rename("log2Q.SW", "Upregulation in adult queens\nover sterile workers (log fold)")
merged <- merged %>% m.rename("log2RW.SW", "Upregulation in fertile workers\nover sterile workers (log fold)")
merged <- merged %>% m.rename("CAI", "Codon usage bias\n(CAI)")
merged <- merged %>% m.rename("CG_OE", "DNA methylation frequency\n(CpG depletion)")
merged <- merged %>% m.rename("Gene_body_methylation", "DNA methylation frequency\n(BiS-seq)")
merged <- merged %>% m.rename("gamma", "Positive selection\n(Gamma)")
merged <- merged %>% m.rename("expression.level", "Log Expression level")
merged <- merged %>% m.rename("k", "Connectivity in the\ntranscriptome")
merged <- merged %>% m.rename("H3K4me3_caste", "Caste difference in\nH3K4me3 modification")
merged <- merged %>% m.rename("H3K27ac_caste", "Caste difference in\nH3K27ac modification")
merged <- merged %>% m.rename("H3K36me3_caste", "Caste difference in\nH3K36me3 modification")

entrez.tbl <- entrez.tbl %>% rename(gene = beebase2) %>% select(gene, entrez.id)

# function to reorder a correlation matrix using hierarchical clustering
reorder_cormat <- function(cormat){ 
  dd <- as.dist((1-cormat)/2)
  hc <- hclust(dd)
  cormat[hc$order, hc$order]}

cormat <- reorder_cormat(cor(merged, use = 'pairwise.complete.obs', method = "spearman"))
cormat[upper.tri(cormat)] <- NA
diag(cormat) <- NA

cor.matrix <-  (melt(cormat) %>% filter(!is.na(value)))[,1:2] %>% mutate(cor=0,p=0) 
for(i in 1:nrow(cor.matrix)) cor.matrix[i, 3:4] <- cor.test(merged[, names(merged) == cor.matrix$Var1[i]], merged[, names(merged) == cor.matrix$Var2[i]])[c(4,3)] %>% unlist
cor.matrix$p <- p.adjust(cor.matrix$p, method = "BH") # apply B-H p value correction
cor.matrix$sig <- ""
cor.matrix$sig[cor.matrix$p < 0.05] <- "*"   
cor.matrix$sig[cor.matrix$p < 0.001] <- "**"  
cor.matrix$sig[cor.matrix$p < 0.0001] <- "***"   
cor.matrix$label <- paste(format(round(cor.matrix$cor,2), nSmall =2), cor.matrix$sig, sep = "")
correlation.plot <- cor.matrix %>% 
  ggplot(aes(Var1, Var2, fill=cor)) + 
  geom_tile(colour = "grey10", size = 0.4, linetype = 3) + 
  scale_fill_distiller(palette = "RdYlBu") + 
  geom_text(aes(label = label), colour = "grey25", size = 3.5) + 
  xlab(NULL) + ylab(NULL) +
  scale_x_discrete(expand=c(0.01,0.01)) + scale_y_discrete(expand = c(0.01, 0.01)) + 
  theme_minimal() + theme(axis.text.x = element_text(angle = 45, hjust = 1, 
                                                     face = c("plain", "bold", rep("plain", 5), "bold",  rep("plain", 4))), 
                          axis.text.y = element_text(face = c("bold", "plain", "bold", rep("plain", 5), "bold",  "plain", "plain")), 
                          panel.grid = element_blank(), 
                          legend.position = "none") 
ggsave(correlation.plot, file = "figures/Figure 5 - correlations.pdf", width = 8, height = 8)
correlation.plot

Expand here to see past versions of unnamed-chunk-24-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure 5: Spearman correlations for various gene-level measurements from the present study and earlier research, for Apis mellifera (measurements from the present study are shown in bold). ‘Pheromone sensitivity’ was calculated as the absolute value of the Log\(_2\) fold difference in expression between pheromone treatment and the control. Expression level shows the logarithm of the average across our 6 Apis libraries. For the ‘Upregulation in queens/fertile workers’ data (Grozinger et al. 2007), positive values denote genes that have higher expression in queens or fertile workers, relative to sterile workers. For the three histone modification variables (Wojciechowski et al. 2018), high values indicate that the modification is more abundant in queen-destined larvae, and low values indicate it is more abundant in worker-destined larvae. The two DNA methylation variables give two different measures of the amount of gene body DNA methylation, namely an indirect measure (-log CpG O/E ratio) and a direct measure (BiS-seq, Galbraith et al. 2016). Codon usage bias was estimated using the codon adaptation index: high values indicate bias for particular synonymous codons. Lastly, the parameter gamma (\(\gamma\)) describes the form of selection, where positive values denote positive selection, and negative values purifying selection (data from Hunt et al. 2014).

Contrasting our Lasius data with results from Morandin et al. 2016

Morandin et al. 2016 (Genome Biology 17:43) studied whole transcriptomes from queens and workers in 16 diverse ant species, including two other species from the genus Lasius. Using BLAST, they grouped genes into OGGs (orthologous gene groups), and built a co-expression network using all the OGGs that were common to all 16 species via the software WGCNA (much like the present study). Their analysis yielded 36 modules, of which many showed significant queen-worker differences in their module eigengenes. Here, we want to test whether these queen- and worker-like modules significantly overlap with the pheromone-sensitive modules in the present study.

To do this, we used BLAST to identify orthologous gens in L. niger and L. flavus that belong to one of Morandin et al.’s OGGs. We then tested for significantly-greater-than-random overlap between Morandin et al’s modules, and our own study’s modules, using hypergeometric tests.

Of all the possible module pairs, we found 6 pairs that overlapped significantly more than expected (FDR-corrected). One of these pairs included our highly pheromone-sensitive module, Module 4, which overlapped with the caste-biased Module 13 from Morandin et al. The intersecting genes include protein take-out like, a NAD kinase 2, a serine protease, and histone H2A-like.

morandin.orthology <- read.csv("data/morandin_comparison_data/Morandin to Holman orthology.csv", stringsAsFactors = FALSE)
morandin.module.membership <- read.csv("data/morandin_comparison_data/Morandin module membership.csv", stringsAsFactors = FALSE)
morandin.module.caste.bias <- read.csv("data/morandin_comparison_data/Morandin module caste bias.csv", stringsAsFactors = FALSE)
# Create list of all the L. niger & L. flavus genes are are part of
# the Orthologous Gene Groups (OGGs) from Morandin et al.
# Here are the 3634 genes for which we have 1-to-1 orthologs in all 18 species:
morandin.oggs <- make.OGGs(c("ln", "lf"))[[2]] %>% 
  left_join(morandin.orthology, by = "ln") %>%
  filter(!is.na(morandin.ogg)) %>% 
  left_join(morandin.module.membership, by = "morandin.ogg") %>%
  left_join(tbl(my_db, "ln2am") %>% 
              left_join(tbl(my_db, "bee_names"), by = c("am" = "gene")) %>%
              filter(!is.na(name)) %>% select(ln, name, am) %>% 
              rename(apis.name = name) %>% collect(n=Inf), by = "ln") %>%
  left_join(morandin.module.caste.bias, by = "module") %>%
  rename(morandin.module = module) %>%
  left_join(data.frame(ln = OGGs[[2]]$ln, 
                       holman.module = network[[1]]$colors, 
                       stringsAsFactors = F), by = "ln") %>%
  left_join(tbl(my_db, "ebseq_gene_ln") %>% 
              select(gene, PostFC) %>% collect(n=Inf) %>% rename(ln = gene), by = "ln") %>%
  rename(FC.pheromone = PostFC)
overlaps <- table(morandin.oggs$morandin.module, 
                  morandin.oggs$holman.module) %>% 
  melt() %>% rename(morandin.module = Var1, 
                    holman.module = Var2, 
                    overlaps = value) %>%
  filter(holman.module != "Module 0") %>%
  left_join(table(morandin.oggs$morandin.module) %>% 
              melt() %>% rename(mor.mod.size = value), 
            by = c("morandin.module" = "Var1")) %>% 
  left_join(table(morandin.oggs$holman.module) %>% melt() %>% 
              rename(hol.mod.size = value), by = c("holman.module" = "Var1"))

# List all the Morandin et al. modules that significantly overlap with our own modules
overlaps <- data.frame(
  overlaps, 
  do.call("rbind", 
          lapply(1:nrow(overlaps), 
                 function(i) with(overlaps, 
                                  overlap.hypergeometric.test(
                                    overlaps[i], 
                                    mor.mod.size[i], 
                                    hol.mod.size[i], 
                                    nrow(morandin.oggs), 
                                    species = "xx"))))[,2:3]) %>% 
  filter(Test == "Overlap is higher than expected:") %>% 
  arrange(p) %>% select(-Test) %>% 
  left_join(morandin.oggs %>% 
              select(morandin.module, caste.bias) %>% 
              distinct(), by = "morandin.module") %>% 
  mutate(p = p.adjust(p, method = "BH"),
         morandin.module = paste("Module", morandin.module)) %>%
  filter(p < 0.05) 
names(overlaps) <- c("Morandin module", "Holman module", "n overlapping genes", "Size of Morandin module", "Size of Holman module", "p-value", "Caste bias of Morandin module")

Table S17: A list of the six module pairs, from Morandin et al. 2016 and the present study, which had significantly more genes in common than expected by chance. The p-values were calculated by running hypergeometric tests on all possible pairs of modules from the two studies, and then adjusting all the p-values using the Benjamini-Hochberg procedure.

saveRDS(overlaps, file = "supplement/tab_S17.rds")
overlaps %>% pander(split.cell = 40, split.table = Inf)
Morandin module Holman module n overlapping genes Size of Morandin module Size of Holman module p-value Caste bias of Morandin module
Module 32 Module 2 20 39 363 8.886e-09 Worker-biased
Module 31 Module 1 69 161 969 0.0002602 Queen-biased
Module 26 Module 8 5 49 24 0.0005457 Worker-biased
Module 32 Module 8 4 39 24 0.003328 Worker-biased
Module 13 Module 4 10 61 177 0.01554 Queen-biased
Module 10 Module 3 10 77 150 0.02318 Worker-biased

A list of the genes (OGGs) that appear in the present study’s Module 1 (which is pheromone-sensitive), and also in Morandin et al.’s Module 31 (which is caste-biased).

morandin.oggs %>% 
  filter(morandin.module == 31, holman.module == "Module 1") %>% 
  select(am, apis.name) %>% rename(`Apis ortholog ID` = am, `Apis ortholog name` = apis.name) %>% 
  kable.table()
Apis ortholog ID Apis ortholog name
GB54359 uncharacterized protein LOC726251 isoform X1
GB41231 ubiquitin-conjugating enzyme E2 G1
GB51699 WD repeat-containing protein 43-like
GB53328 DNA/RNA-binding protein KIN17
GB42693 la protein homolog
GB47191 uncharacterized protein LOC100576348 isoform X2
GB50004 protein preli-like isoform 1
GB50996 DNA-directed RNA polymerase II subunit RPB3-like
GB40765 ankyrin repeat domain-containing protein 12-like isoform X3
GB42664 probable ATP-dependent RNA helicase DDX43-like
GB42525 zinc finger protein ZPR1
GB53005 gem-associated protein 8-like
GB41769 actin-related protein 8 isoform 1
GB45492 protein misato-like isoform X1
GB54462 protein LLP homolog
GB46707 vacuolar protein-sorting-associated protein 25
GB51900 surfeit locus protein 6 homolog
GB49621 alpha-L-fucosidase
GB53359 alkylated DNA repair protein alkB homolog 1
GB40269 nucleolar protein 14 homolog isoform X1
GB40308 hsp70-binding protein 1-like
GB50555 thioredoxin peroxidase 3 isoform 2
GB49654 zinc finger protein 830-like
GB41153 peroxisomal membrane protein PEX16-like
GB53829 CD2 antigen cytoplasmic tail-binding protein 2 homolog
GB42223 elongation factor G, mitochondrial-like
GB46495 tetratricopeptide repeat protein 4
724533 small nuclear ribonucleoprotein Sm D3 isoform X1
GB53716 estrogen sulfotransferase-like
GB46074 survival motor neuron protein-like
GB40415 protein brambleberry-like
GB42058 helicase SKI2W
GB47633 serine/threonine-protein kinase D3 isoformX2
GB40949 homologous-pairing protein 2 homolog
GB44449 putative 28S ribosomal protein S5, mitochondrial isoform X1
GB45452 AP-3 complex subunit mu-1-like isoform X1
GB54526 mitotic spindle assembly checkpoint protein MAD1
GB42778 U6 snRNA-associated Sm-like protein LSm4-like
GB46398 thyrotroph embryonic factor isoformX1
GB43200 tRNA (uracil-5-)-methyltransferase homolog A-like isoform X2
GB43625 RNA methyltransferase-like protein 1-like
GB46881 COMM domain-containing protein 5-like isoform X2
GB54300 probable U2 small nuclear ribonucleoprotein A’ isoform X1
GB50740 ubiquitin-conjugating enzyme E2 S-like isoform X2
GB51106 mRNA turnover protein 4 homolog
GB40833 UPF0396 protein CG6066-like isoform X3
GB41176 polyglutamine-binding protein 1-like
GB10936 U4/U6 small nuclear ribonucleoprotein Prp3
GB50231 protein RMD5 homolog A-like
GB50167 probable 28S ribosomal protein S26, mitochondrial
102656337 mitotic spindle assembly checkpoint protein MAD2A-like isoform X1
GB53707 density-regulated protein-like isoform X1
GB46986 39S ribosomal protein L46, mitochondrial
GB53934 rho GTPase-activating protein 24-like
GB44172 protein CASC3-like isoform X2
GB46452 DNA replication factor Cdt1 isoform X1
GB53960 spliceosome-associated protein CWC15 homolog isoform 1
GB41603 PTB domain-containing adapter protein ced-6 isoform X2
GB50886 mediator of RNA polymerase II transcription subunit 30 isoform 1
GB47965 MKI67 FHA domain-interacting nucleolar phosphoprotein-like
GB46654 ribosomal L1 domain-containing protein CG13096-like
GB42204 rho guanine nucleotide exchange factor 3-like
GB54976 ER membrane protein complex subunit 8/9 homolog
GB50197 splicing factor 3A subunit 3 isoform X1
GB46606 peptidyl-prolyl cis-trans isomerase FKBP8-like isoform X3
GB40355 coiled-coil domain-containing protein 94-like isoform X2
GB49556 DNA replication licensing factor Mcm2-like isoform X1
GB51427 bromodomain-containing protein DDB_G0280777
GB52645 pinin

A list of the genes (OGGs) that appear in the present study’s Module 4 (which is pheromone-sensitive), and also in Morandin et al.’s Module 13 (which is caste-biased).

morandin.oggs %>% 
  filter(morandin.module == 13, holman.module == "Module 4") %>% 
  select(am, apis.name) %>% rename(`Apis ortholog ID` = am, `Apis ortholog name` = apis.name) %>% 
  pander(split.cell = 40, split.table = Inf)
Apis ortholog ID Apis ortholog name
GB54848 tumor suppressor candidate 3-like
GB53661 methyltransferase-like isoform X3
GB50524 uncharacterized protein LOC726417
GB54153 uncharacterized protein LOC100576236 isoform X1
GB54999 NAD kinase 2, mitochondrial-like
GB47507 histone H2A-like
GB42799 protein takeout-like
GB42899 uncharacterized protein LOC551133 isoform X2
GB43984 xenotropic and polytropic retrovirus receptor 1 homolog
GB43942 putative serine protease K12H4.7-like isoform X2

GO and KEGG enrichment for differentially expressed genes

First, define some functions we will need. See also the R script Script to set up for GO analyses.R, which was used to get the GO and KEGG data for Apis.

library(GO.db)
library(AnnotationHub)
select <- dplyr::select
rename <- dplyr::rename
filter <- dplyr::filter

if(!file.exists("data/component spreadsheets of queen_pheromone.db/all_apis_go_terms.rds")){
  library(AnnotationHub)
  # Connect to AnnotationHub, and get the annotations for A mellifera
  hub <- AnnotationHub::AnnotationHub()
 
  apis.db <- hub[["AH62534"]]
  apis_go_table <- dbconn(apis.db) %>% tbl("go") %>% collect() # Connect to GO table in the database
  
  apis_go <- tbl(dbconn(apis.db), "go") %>% left_join(tbl(dbconn(apis.db), "entrez_genes")) %>%
    select(ENTREZID, GO, ONTOLOGY) %>%
    rename(gene = ENTREZID, ontology = ONTOLOGY) %>% collect(n = Inf)
  
  apis_entrez_names <- tbl(dbconn(apis.db), "gene_info") %>% left_join(tbl(dbconn(apis.db), "entrez_genes")) %>%
    select(ENTREZID, GENENAME) %>%
    rename(entrez = ENTREZID, name = GENENAME) %>% collect(n = Inf)
  
  go_meanings <- dbconn(GO.db) %>% tbl("go_term") %>% select(go_id, term, ontology) %>% collect()
  
  saveRDS(apis.go, file = "data/component spreadsheets of queen_pheromone.db/all_apis_go_terms.rds")
  saveRDS(go_meanings, file = "data/component spreadsheets of queen_pheromone.db/go_meanings.rds")
  
  my_db$con %>% db_drop_table(table = "apis_go")
  copy_to(my_db, apis_go, "apis_go", temporary = FALSE)
  
  my_db$con %>% db_drop_table(table = "apis_entrez_names")
  copy_to(my_db, apis_entrez_names, "apis_entrez_names", temporary = FALSE)
  
  my_db$con %>% db_drop_table(table = "go_meanings")
  copy_to(my_db, go_meanings, "go_meanings", temporary = FALSE)
}

# Makes a database shortcut (lazy query) to a table of parent and child GO term relationships, from the massive GO.db database
make_db_shortcut <- function(tabl){
  dbconn(GO.db) %>% tbl("go_bp_offspring") %>%
    left_join(dbconn(GO.db) %>% tbl("go_term") %>% select(`_id`, go_id), by = "_id") %>% rename(parent_GO = go_id) %>%
    left_join(dbconn(GO.db) %>% tbl("go_term") %>% select(`_id`, go_id), by = c("_offspring_id" = "_id")) %>%
    rename(child_GO = go_id) %>% select(parent_GO, child_GO)
}

# Function to get all the descendants of a focal GO term, given its "hierarchy" (i.e. one of the lazy db queries BP, MF, or CC)
get_descendants <- function(ancestor, hierarchy) hierarchy %>% filter(parent_GO == ancestor) %>% select(child_GO) %>% collect() %>% .$child_GO

# Fucntion to run GSEA implemented in the fgsea package
GO.and.KEGG.gsea <- function(tabl = NULL, df = NULL, min.size = 5, keep.all = FALSE){
  
  p <- 0.05; if(keep.all) p <- 1 # Set the significance threshold
  
  if(!is.null(tabl)){
    # First, grab the data for the focal species. If not Apis, then get the names of the Apis orthologs via reciprocal best BLAST
    if(tabl == "ebseq_gene_am") {df <- tbl(my_db, tabl) %>% collect()}
    if(tabl == "ebseq_gene_bt") {
      df <- tbl(my_db, "ebseq_gene_bt") %>% collect() %>%
        left_join(make.OGGs(c("am", "bt"))[[2]], by = c("gene" = "bt")) %>%
        dplyr::select(-gene) %>% rename(gene = am) %>% filter(!is.na(gene))
    }
    if(tabl == "ebseq_gene_lf") {
      df <- tbl(my_db, "ebseq_gene_lf") %>% collect() %>%
        left_join(make.OGGs(c("am", "lf"))[[2]], by = c("gene" = "lf")) %>%
        select(-gene) %>% rename(gene = am) %>% filter(!is.na(gene))
    }
    if(tabl == "ebseq_gene_ln") {
      df <- tbl(my_db, "ebseq_gene_ln") %>% collect() %>%
        left_join(make.OGGs(c("am", "ln"))[[2]], by = c("gene" = "ln")) %>%
        select(-gene) %>% rename(gene = am) %>% filter(!is.na(gene))
    }
    # Calculate pheromone sensitivity for each gene
    df <- df %>% mutate(sensitivity = abs(log2(PostFC)) ) %>% arrange(-sensitivity) %>% as.data.frame() 
  }
  
  # Set up the geneList object in the form needed by the fgsea function - named, ranked vector of pheromone sensitivity per gene
  geneList <- df$sensitivity
  names(geneList) <- entrez.tbl$entrez.id[match(df$gene, entrez.tbl$gene)] # Convert Beebase2 to Entrez gene names
  gene_universe <- names(geneList)
  
  # Internal function to run GO enrichment
  GO.enrichment <- function(geneList, ontol){
    
    pathways <- tbl(my_db, "apis_go") %>% 
      filter(gene %in% gene_universe, 
             ontology == ontol) %>% 
      select(-ontology) %>% collect(n=Inf) 
    pathways <- with(pathways, split(gene, GO))
    result <- fgsea::fgsea(pathways, geneList, nperm = 10000, minSize = min.size, maxSize = 500) %>% 
      filter(pval <= p) 
    
    collapse_pathways <- fgsea::collapsePathways(result, pathways, geneList)
    pathways_to_keep <- c(collapse_pathways[[1]], names(collapse_pathways[[2]]))
    result <- result %>% filter(pathway %in% pathways_to_keep)
    
    result <- result %>% 
      rename(ID = pathway) %>% 
      left_join(tbl(my_db, "go_meanings") %>% 
                  select(-ontology) %>% collect(n=Inf), by = c("ID" = "go_id")) 
    
    if(nrow(result) == 0) return(NULL)
    if(ontol == "BP") Test_type <- "GO: Biological process"
    if(ontol == "MF") Test_type <- "GO: Molecular function"
    if(ontol == "CC") Test_type <- "GO: Cellular component"
    data.frame(Test_type = Test_type, result, stringsAsFactors = FALSE)
  }
  
  # Internal function to run KEGG enrichment
  kegg.enrichment <- function(geneList){
    apis_kegg <- clusterProfiler::download_KEGG("ame")
    apis_kegg_names <- apis_kegg[[2]]
    apis_kegg_focal <- apis_kegg[[1]] %>% filter(to %in% gene_universe)
    pathways <- with(apis_kegg_focal, split(to, from))
    result <- fgsea::fgsea(pathways, geneList, nperm = 10000, minSize = min.size, maxSize = 500) %>% 
      filter(pval <= p) 
    collapse_pathways <- fgsea::collapsePathways(result, pathways, geneList)
    
    result <- result %>% filter(pathway %in% c(collapse_pathways[[1]], names(collapse_pathways[[2]]))) %>% 
      rename(ID = pathway) %>% 
      left_join(apis_kegg_names %>% rename(term = to), by = c("ID" = "from")) %>%
      mutate(ID = str_replace_all(ID, "ame", "KEGG:"))
    
    if(nrow(result) == 0) return(NULL)
    data.frame(Test_type = "KEGG", result, stringsAsFactors = FALSE) 
  }
  
  rbind(GO.enrichment(geneList, "BP"),
        GO.enrichment(geneList, "MF"),
        GO.enrichment(geneList, "CC"),
        kegg.enrichment(geneList))  
}

# The previous function has a call to collapse_pathways(), which is great for finding over-arching patterns, but it results in a patchy version of Figure 2. This is because the pathways get collapsed slightly differently in each species, based on which genes happen to have detectable orthologs in A. mellifera, plus the gene expression data itself. This function attempts to fill all the holes in Figure 2 by running additional GSEA tests on all the GO terms that are missing from the figure. A small number of holes remain in Figure 2 due to missing orthologs in the non-Apis species, but mostly it does a good job.
test_child_pathways <- function(row, job_list, three_hierarchies, ebseq_tables, apis_go, go_meanings, three_OGGs, entrez.tbl){ # input: a dataframe of jobs, and the row of the job that needs doing
  
  # Get the focal GO_id, ontology, species, and GO tree
  go_id <- job_list$GO[row]
  ontol <- job_list$Test_type[row]
  Species <- job_list$Species[row]
  if(grepl("Biological", ontol)) {hierarchy <- three_hierarchies[[1]]; short_ontol <- "BP"}
  if(grepl("Molecular", ontol))  {hierarchy <- three_hierarchies[[2]]; short_ontol <- "MF"}
  if(grepl("Cellular", ontol))   {hierarchy <- three_hierarchies[[3]]; short_ontol <- "CC"}
  
  # Get the relevant data needed to rank the genes and make the 'geneList' object
  if(Species == "am") df <- ebseq_tables[[1]]
  if(Species == "bt") {
    df <- ebseq_tables[[2]] %>%
      left_join(three_OGGs[[1]], by = c("gene" = "bt")) %>%
      dplyr::select(-gene) %>% rename(gene = am) %>% filter(!is.na(gene))
  }
  if(Species == "lf") {
    df <- ebseq_tables[[3]] %>%
      left_join(three_OGGs[[2]], by = c("gene" = "lf")) %>%
      dplyr::select(-gene) %>% rename(gene = am) %>% filter(!is.na(gene))
  }
  if(Species == "ln") {
    df <- ebseq_tables[[4]] %>%
      left_join(three_OGGs[[3]], by = c("gene" = "ln")) %>%
      dplyr::select(-gene) %>% rename(gene = am) %>% filter(!is.na(gene))
  }
  
  # Set up the geneList object in the form needed by the fgsea function - named, ranked vector of pheromone sensitivity per gene
  df <- df %>% mutate(sensitivity = abs(log2(PostFC))) %>% arrange(-sensitivity) %>% as.data.frame() 
  geneList <- df$sensitivity
  names(geneList) <- entrez.tbl$entrez.id[match(df$gene, entrez.tbl$gene)] # Convert Beebase2 to Entrez gene names
  gene_universe <- names(geneList)
  
  # Run the GSEA, just on the focal GO term (and its descendants)
  pathways <- apis_go %>% filter(gene %in% gene_universe, 
                                 ontology == short_ontol) %>% select(-ontology) 
  
  pathways$GO[pathways$GO %in% get_descendants(go_id, hierarchy)] <- go_id
  pathways <- with(pathways, split(gene, GO))
  foc <- which(names(pathways) == go_id)
  result <- fgsea::fgsea(pathways[foc], geneList, nperm = 10000)
  
  if(nrow(result) > 0) {
    result <- rename(result, ID = pathway) %>% 
      left_join(go_meanings %>% select(-ontology), by = c("ID" = "go_id")) 
    
    return(data.frame(Test_type = ontol, result, Species, stringsAsFactors = FALSE))
  }
  else return(NULL)
}

# Function that attempts to fill in the gaps using test_child_pathways()
fill_in_GSEA_results <- function(GSEA_results){
  # Remove all KEGG and GO terms except those that are significant in at least one species
  results <- GSEA_results %>%
    filter(!is.nan(NES)) %>%
    filter(ID %in% (GSEA_results %>% filter(pval < 0.05) %>% .$ID %>% unique))
  
  # List GO terms that were not measured in all 4 species (often because of the GO concatenation step above)
  incomplete_GOs <- results %>% 
    filter(Test_type != "KEGG") %>% 
    group_by(Test_type, ID) %>% summarise(n = n()) %>% filter(!(n %in% c(4, 8, 12))) %>% .$ID
  
  job_list <- expand.grid(Species = c("am", "bt", "lf", "ln"),
                          GO = incomplete_GOs) %>%
    filter(!(paste(Species, GO) %in% paste(results$Species, results$GO))) %>%
    left_join(results %>% rename(GO = ID) %>% select(GO, Test_type) %>% distinct(), by = "GO")
  
  # Remove combinations that were already run from the job_list
  job_list <- job_list %>% filter(!(paste(Species, GO) %in% paste(GSEA_results$Species, GSEA_results$ID)))
  
  # Pull all of this information into memory, so that we can use mclapply for speed 
  # (mclapply does not play well with database connections)
  three_hierarchies <- list(
    make_db_shortcut("go_bp_offspring") %>% collect(),
    make_db_shortcut("go_mf_offspring") %>% collect(),
    make_db_shortcut("go_cc_offspring") %>% collect()
  )
  
  ebseq_tables <- list(
    tbl(my_db, "ebseq_gene_am") %>% collect(),
    tbl(my_db, "ebseq_gene_bt") %>% collect(),
    tbl(my_db, "ebseq_gene_lf") %>% collect(),
    tbl(my_db, "ebseq_gene_ln") %>% collect()
  )
  apis_go <- tbl(my_db, "apis_go") %>% collect()
  go_meanings <- tbl(my_db, "go_meanings") %>% collect()
  
  three_OGGs <- list(
    make.OGGs(c("am", "bt"))[[2]],
    make.OGGs(c("am", "lf"))[[2]],
    make.OGGs(c("am", "ln"))[[2]]
  )
  
  rbind(results, 
        lapply(1:nrow(job_list), function(i) 
          test_child_pathways(i, job_list, three_hierarchies, ebseq_tables, apis_go, go_meanings, three_OGGs, entrez.tbl)) %>% do.call("rbind", .)) %>%
    distinct() %>%
    rename(Description = term, pvalue = pval, p.adjust = padj) %>%
    filter(!is.nan(NES)) %>%
    mutate(p.adjust = p.adjust(pvalue, method = "BH")) %>%
    arrange(Test_type, Species, pvalue) %>% ungroup()
}


# Run the GO and KEGG enrichment analyses using GSEA implemented in fgsea 
# The functions here run GSEA on each species and all 4 ontologies, 
# then collapse redundant, smaller GO terms into higher-order ones, and then fill in any gaps to make Figure 2 less patchy
set.seed(1)
GO_and_KEGG_results_GSEA <- rbind(
  GO.and.KEGG.gsea("ebseq_gene_am", keep.all = TRUE) %>% mutate(Species = "am"),
  GO.and.KEGG.gsea("ebseq_gene_bt", keep.all = TRUE) %>% mutate(Species = "bt"), 
  GO.and.KEGG.gsea("ebseq_gene_lf", keep.all = TRUE) %>% mutate(Species = "lf"), 
  GO.and.KEGG.gsea("ebseq_gene_ln", keep.all = TRUE) %>% mutate(Species = "ln")) %>%
  fill_in_GSEA_results() 

GSEA for pheromone sensitivity of gene expression

Figure 2 provides a summary of the significant and/or interesting enriched GO terms, and is intended to provide a compact summary of the next 3 figures, which show every GO term for which we had data on at least 5 genes.

make_enrichment_heatmap <- function(GO_and_KEGG_results, pval_cutoff){
  plot_data <- GO_and_KEGG_results %>% 
    mutate(sig = " ",
           sig = replace(sig, pvalue < 0.05, "*"),
           sig = replace(sig, p.adjust < 0.05, "**")) 
  
  levels <- plot_data %>% 
    group_by(Test_type, Description) %>%
    summarise(summed_NES = sum(NES), n = n()) %>%
    arrange(desc(Test_type), summed_NES) %>% .$Description
  
  
  grid_arrange_shared_legend <- function(p1, p2) {
    plots <- list(p1, p2)
    g <- ggplotGrob(plots[[1]] + theme(legend.position="right"))$grobs
    legend <- g[[which(sapply(g, function(x) x$name) == "guide-box")]]
    lwidth <- sum(legend$width)
    arrangeGrob(
      arrangeGrob(p1 + theme(legend.position="none"), 
                  p2 + theme(legend.position="none"), ncol = 2, widths = c(0.56,0.44)),
      legend,
      ncol = 2,
      widths = unit.c(unit(1, "npc") - lwidth, lwidth))
  }

  output <- grid_arrange_shared_legend(
    plot_data %>% mutate(Description = factor(Description, levels)) %>%
      filter(Test_type %in% c("GO: Biological process", "GO: Molecular function")) %>%
      ggplot(aes(Species, Description, fill = NES)) +
      geom_tile(colour = "grey10", size = 0.4, linetype = 3) + 
      geom_text(aes(label = sig)) +
      scale_fill_distiller(palette = "RdYlBu") + 
      scale_y_discrete(labels = function(x) str_wrap(x, width = 55), expand = c(0,0)) +
      scale_x_discrete(expand = c(0,0)) +
      facet_grid(rows = vars(Test_type), scales = "free_y", space = "free_y") + 
      theme_minimal() +
      theme(panel.border = element_rect(size = 0.8, colour = "grey10", fill = NA),
            strip.text = element_text(size = 10)) + 
      guides(fill = guide_colourbar(frame.colour = "grey10", ticks.colour = "grey10")) + 
      ylab(NULL) + xlab(NULL), 
    plot_data %>% mutate(Description = factor(Description, levels)) %>%
      filter(Test_type %in% c("GO: Cellular component", "KEGG")) %>%
      ggplot(aes(Species, Description, fill = NES)) +
      geom_tile(colour = "grey10", size = 0.4, linetype = 3) + 
      geom_text(aes(label = sig)) +
      scale_fill_distiller(palette = "RdYlBu") + 
      scale_y_discrete(labels = function(x) str_wrap(x, width = 30), expand = c(0,0)) +
      scale_x_discrete(expand = c(0,0)) +
      facet_grid(rows = vars(Test_type), scales = "free_y", space = "free_y") + 
      theme_minimal() +
      theme(panel.border = element_rect(size = 0.8, colour = "grey10", fill = NA),
            strip.text = element_text(size = 10)) + 
      guides(fill = guide_colourbar(frame.colour = "grey10", ticks.colour = "grey10")) + 
      ylab(NULL) + xlab(NULL))  
  
  grobTree(rectGrob(gp = gpar(fill="white", lwd = 0)), output)
}

figure2 <- make_enrichment_heatmap(GO_and_KEGG_results_GSEA, pval_cutoff = 0.05)
ggsave(figure2, file = "figures/Figure 2 - GO and KEGG.pdf", height = 11.8, width = 9.5)
grid.draw(figure2)

Expand here to see past versions of unnamed-chunk-28-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07

Figure 2: A list of all the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) terms that were significantly enriched or de-enriched among pheromone-sensitive genes in at least one of the four species. The colour shows the normalised expression score from gene set enrichment analysis; positive (red) values indicate that the ontology term is over-represented among genes whose expression is strongly affected by queen pheromone, and negative (blue) values indicate under-representation among these genes. Asterisks denote statistically significant enrichment (p < 0.05), and double asterisks mark results that remained significant after Benjamini-Hochberg correction. Empty squares denote cases where we did not find at least 5 genes annotated with the focal term.

Tabular results for GSEA for pheromone sensitivity in gene expression

Click the tabs to see tables for each of the four species.

Apis mellifera

Table S18: The results of GSEA (gene set enrichment analysis) for pheromone sensitivity in gene expression in Apis mellifera. The table lists GO and KEGG terms with their NES (normalized enrichment score), the associated raw and adjusted p-values (adjustment was performed using Benjamini-Hochberg correction), and the genes underlying the enrichment result.

add_name_col <- function(df){
  sapply(df$leadingEdge, function(x){
      data.frame(gene = x, stringsAsFactors = FALSE) %>%
        left_join(tbl(my_db, "apis_entrez_names") %>% collect(), by = c("gene" = "entrez")) %>% .$name %>%
        paste0(collapse = "; ")
    }) -> df$gene_names
  df %>% dplyr::rename(enriched_gene_ids = leadingEdge) %>% 
    mutate(enriched_gene_ids = map_chr(enriched_gene_ids, function(x) paste0(x, collapse = " ")))
}

tab_S18 <- GO_and_KEGG_results_GSEA %>% 
  filter(Species == "am" & pvalue < 0.05) %>%
  arrange(Test_type, pvalue) %>%
  select(-Species, -ES, -nMoreExtreme, -size) %>%
  add_name_col() 

saveRDS(tab_S18 %>% select(-enriched_gene_ids, -gene_names), file = "supplement/tab_S18.rds")
kable.table(tab_S18)
Test_type ID pvalue p.adjust NES enriched_gene_ids Description gene_names
GO: Biological process GO:0006368 0.0006892 0.0322997 -2.019849 551906 409928 412377 725696 552621 transcription elongation from RNA polymerase II promoter another transcription unit protein; RNA polymerase II elongation factor Ell; parafibromin; RNA polymerase-associated protein Rtf1; RNA polymerase II-associated factor 1 homolog
GO: Biological process GO:0015986 0.0064935 0.0773036 -1.737779 551766 409114 552682 409148 409236 551861 726120 727483 552699 ATP synthesis coupled proton transport ATP synthase subunit beta, mitochondrial; ATP synthase subunit alpha, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial Fo complex, subunit C2 (subunit 9); ATP synthase subunit O, mitochondrial; ATP synthase subunit e, mitochondrial; ATP synthase-coupling factor 6, mitochondrial; ATP synthase subunit epsilon, mitochondrial-like; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
GO: Biological process GO:0016570 0.0165403 0.0984543 -1.652894 551906 412377 725696 552621 413130 histone modification another transcription unit protein; parafibromin; RNA polymerase-associated protein Rtf1; RNA polymerase II-associated factor 1 homolog; RNA polymerase-associated protein CTR9 homolog
GO: Biological process GO:0042742 0.0327906 0.1343292 1.461421 406143 406142 725074 406140 defense response to bacterium defensin 1; hymenoptaecin; omega-conotoxin-like protein 1; apidaecin 1
GO: Biological process GO:0016579 0.0447761 0.1399723 -1.457013 413813 411920 412114 409389 410109 408619 724338 410344 411572 410162 411362 552324 724537 552660 409403 408911 725744 412644 411981 protein deubiquitination ubiquitin carboxyl-terminal hydrolase isozyme L5; ubiquitin carboxyl-terminal hydrolase 22; ubiquitin carboxyl-terminal hydrolase 35-like; ubiquitin specific protease-like; ubiquitin carboxyl-terminal hydrolase 34; ubiquitin carboxyl-terminal hydrolase 3-like; OTU domain-containing protein 5-B; ubiquitin carboxyl-terminal hydrolase CYLD; ubiquitin carboxyl-terminal hydrolase 14; ataxin-3-like; ubiquitin carboxyl-terminal hydrolase 8-like; ubiquitin carboxyl-terminal hydrolase 5; ubiquitin carboxyl-terminal hydrolase 36; ubiquitin carboxyl-terminal hydrolase 46; ubiquitin carboxyl-terminal hydrolase 30 homolog; ubiquitin carboxyl-terminal hydrolase 47; ubiquitin thioesterase otubain-like; josephin-2; probable ubiquitin carboxyl-terminal hydrolase FAF-X
GO: Cellular component GO:0005576 0.0001000 0.0125000 1.535354 406121 100577331 406090 406133 406091 406088 410884 406143 406116 406095 503862 100049551 725725 724880 551268 406140 727193 410337 408365 410751 724246 412887 413705 406083 551407 725217 410928 411830 extracellular region major royal jelly protein 3; cell wall integrity and stress response component 1-like; major royal jelly protein 1; major royal jelly protein 4; major royal jelly protein 2; vitellogenin; phospholipase A1; defensin 1; major royal jelly protein 5; serine protease 34; corazonin; bursicon subunit alpha; peritrophin-1-like; allatostatin A; pancreatic triacylglycerol lipase-like; apidaecin 1; lipase member H-A-like; venom dipeptidylpeptidase IV; uncharacterized LOC408365; phospholipase A1 member A; growth/differentiation factor 2-like; A disintegrin and metalloproteinase with thrombospondin motifs 7-like; acidic mammalian chitinase-like; tachykinin; A disintegrin and metalloproteinase with thrombospondin motifs 14-like; uncharacterized protein PFB0145c-like; venom carboxylesterase-6; venom acid phosphatase
GO: Cellular component GO:0005667 0.0363014 0.1343292 -1.536247 409321 409887 410757 409301 412770 transcription factor complex mothers against decapentaplegic homolog 4; transcription factor Dp-1; circadian locomoter output cycles protein kaput; protein mothers against dpp; transcription factor E2F2
GO: Cellular component GO:0005743 0.0384615 0.1343292 -1.636964 406075 408968 413014 725881 727493 551169 726316 724264 550667 551811 726314 552482 724499 100577081 725566 408734 408548 725527 551337 413781 411790 411677 408837 412409 413186 mitochondrial inner membrane ADP/ATP translocase; cytochrome c-type heme lyase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; uncharacterized LOC725881; ubiquinone biosynthesis protein COQ4 homolog, mitochondrial-like; succinate dehydrogenase [ubiquinone] iron-sulfur subunit, mitochondrial-like; cytochrome b-c1 complex subunit 6, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial; graves disease carrier protein homolog; protein SCO2 homolog, mitochondrial; protoporphyrinogen oxidase; mitochondrial pyruvate carrier 2-like; dihydroorotate dehydrogenase (quinone), mitochondrial; succinate dehydrogenase [ubiquinone] cytochrome b small subunit, mitochondrial; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial-like; MICOS complex subunit Mic60; cytochrome b-c1 complex subunit Rieske, mitochondrial; flotillin-1; surfeit locus protein 1; solute carrier family 25 member 38-like; mitochondrial pyruvate carrier 1; cytochrome c oxidase subunit 5A, mitochondrial; mitochondrial import inner membrane translocase subunit TIM44; mitochondrial pyruvate carrier 3-like
GO: Cellular component GO:0005680 0.0444840 0.1399723 -1.464557 410290 726378 413293 409810 413499 724920 anaphase-promoting complex anaphase-promoting complex subunit 5; anaphase-promoting complex subunit 11-like; anaphase-promoting complex subunit 10; anaphase-promoting complex subunit 4; cell division cycle protein 23 homolog; anaphase-promoting complex subunit 15-like
GO: Cellular component GO:0005886 0.0488951 0.1438091 1.232225 100576816 100578083 725205 412740 100577755 100577334 100577482 725052 552546 100577062 411760 100576167 100577938 100578189 100576681 100578402 100577446 552785 100577590 plasma membrane odorant receptor 4-like; odorant receptor 14; odorant receptor 1; ligand-gated chloride channel homolog 3; odorant receptor 30a-like; odorant receptor 33; odorant receptor 25; odorant receptor 13a; protocadherin Fat 4; odorant receptor 4-like; metabotropic glutamate receptor 7; gustatory and pheromone receptor 32a-like; odorant receptor 18; odorant receptor 63; odorant receptor 57; odorant receptor 4; odorant receptor 27; ligand-gated ion channel pHCl; odorant receptor 20
GO: Molecular function GO:0008137 0.0011628 0.0322997 -2.129582 411411 725881 408909 724827 551660 725315 724264 NADH dehydrogenase (ubiquinone) activity NADH dehydrogenase [ubiquinone] iron-sulfur protein 3, mitochondrial; uncharacterized LOC725881; NADH-quinone oxidoreductase subunit B 2; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 7; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial; uncharacterized LOC725315; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
GO: Molecular function GO:0005549 0.0021998 0.0419353 1.432831 677675 100576816 100578083 725205 677673 100577755 100577334 100577482 725052 551719 100577062 100577938 100578189 100576681 406109 100578402 100577446 406101 100577590 410068 odorant binding odorant binding protein 9; odorant receptor 4-like; odorant receptor 14; odorant receptor 1; odorant binding protein 14; odorant receptor 30a-like; odorant receptor 33; odorant receptor 25; odorant receptor 13a; odorant binding protein 16; odorant receptor 4-like; odorant receptor 18; odorant receptor 63; odorant receptor 57; odorant binding protein 6; odorant receptor 4; odorant receptor 27; odorant binding protein 4; odorant receptor 20; odorant binding protein 10
GO: Molecular function GO:0004984 0.0050010 0.0694583 1.460117 100576816 100578083 725205 100577755 100577334 100577482 725052 100577062 100577938 100578189 100576681 100578402 100577446 100577590 olfactory receptor activity odorant receptor 4-like; odorant receptor 14; odorant receptor 1; odorant receptor 30a-like; odorant receptor 33; odorant receptor 25; odorant receptor 13a; odorant receptor 4-like; odorant receptor 18; odorant receptor 63; odorant receptor 57; odorant receptor 4; odorant receptor 27; odorant receptor 20
GO: Molecular function GO:0004722 0.0104651 0.0872093 -1.667797 408701 409804 409430 551020 552412 552068 413080 protein serine/threonine phosphatase activity protein phosphatase 1H; serine/threonine-protein phosphatase PP1-beta catalytic subunit; serine/threonine-protein phosphatase alpha-2 isoform; probable protein phosphatase 2C T23F11.1; probable protein phosphatase CG10417; protein phosphatase 1L; pyruvate dehydrogenase [acetyl-transferring]-phosphatase 1, mitochondrial
GO: Molecular function GO:0005319 0.0124725 0.0944885 1.537033 406088 726182 408992 lipid transporter activity vitellogenin; larval-specific very high density lipoprotein; Niemann-Pick C1 protein-like
GO: Molecular function GO:0004252 0.0199040 0.1130908 1.364744 724565 724477 406095 409204 410894 409827 409143 413645 408534 724308 100576326 411358 724208 serine-type endopeptidase activity trypsin-7; vitamin K-dependent protein C; serine protease 34; trypsin; chymotrypsin-1; serine proteinase stubble; venom serine protease 34; trypsin alpha-3; trypsin; trypsin-1; trypsin-7; trypsin-1; venom protease-like
GO: Molecular function GO:0046933 0.0232558 0.1211240 -1.588367 551766 409114 552682 725661 409236 727483 552699 proton-transporting ATP synthase activity, rotational mechanism ATP synthase subunit beta, mitochondrial; ATP synthase subunit alpha, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; uncharacterized LOC725661; ATP synthase subunit O, mitochondrial; ATP synthase subunit epsilon, mitochondrial-like; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
GO: Molecular function GO:0016614 0.0271038 0.1254808 1.440299 727367 552457 410746 410744 410748 551044 552395 oxidoreductase activity, acting on CH-OH group of donors glucose dehydrogenase [FAD, quinone]-like; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]
KEGG KEGG:04711 0.0373726 0.1343292 -1.477501 410253 725614 408449 412108 410757 406112 408976 Circadian rhythm - fly ataxin-2 homolog; protein cycle; thyrotroph embryonic factor; casein kinase I-like; circadian locomoter output cycles protein kaput; period circadian protein; protein kinase shaggy

Bombus terrestris

Table S19: The results of GSEA (gene set enrichment analysis) for pheromone sensitivity in gene expression in Bombus terrestris. The table lists GO and KEGG terms with their NES (normalized enrichment score), the associated raw and adjusted p-values (adjustment was performed using Benjamini-Hochberg correction), and the genes underlying the enrichment result.

tab_S19 <- GO_and_KEGG_results_GSEA %>% 
  filter(Species == "bt" & pvalue < 0.05) %>%
  arrange(Test_type, pvalue) %>%
  select(-Species, -ES, -nMoreExtreme, -size) %>%
  add_name_col() 

saveRDS(tab_S19 %>% select(-enriched_gene_ids, -gene_names), file = "supplement/tab_S19.rds")
kable.table(tab_S19)
Test_type ID pvalue p.adjust NES enriched_gene_ids Description gene_names
GO: Biological process GO:0006030 0.0007056 0.0322997 1.683935 551323 724464 413481 413679 725932 408365 100577576 724382 100576184 727129 411273 413560 100577513 chitin metabolic process uncharacterized LOC551323; cuticular protein; probable chitinase 3; cuticular protein analogous to peritrophins 3-E; cuticular protein analogous to peritrophins 3-C; uncharacterized LOC408365; chondroitin proteoglycan-2-like; cuticular protein analogous to peritrophins 3-A; uncharacterized LOC100576184; uncharacterized LOC727129; uncharacterized protein DDB_G0287625-like; uncharacterized LOC413560; uncharacterized LOC100577513
GO: Biological process GO:0045087 0.0121690 0.0944885 1.588706 406143 406140 100576745 innate immune response defensin 1; apidaecin 1; leucine-rich repeat-containing protein 26-like
GO: Biological process GO:0000398 0.0364964 0.1343292 -1.381094 725352 413842 551620 725401 551974 552155 409347 413548 725142 411122 725947 413523 408606 413963 552529 408632 mRNA splicing, via spliceosome U6 snRNA-associated Sm-like protein LSm7; splicing factor U2af 38 kDa subunit; pre-mRNA-processing-splicing factor 8; U6 snRNA-associated Sm-like protein LSm3; thioredoxin-like protein 4A; U6 snRNA-associated Sm-like protein LSm8; U4/U6.U5 tri-snRNP-associated protein 1; intron-binding protein aquarius; U6 snRNA-associated Sm-like protein LSm2; splicing factor 1; U6 snRNA-associated Sm-like protein LSm6; pre-mRNA-processing factor 17; PRP3 pre-mRNA processing factor 3 homolog; splicing factor 3A subunit 3; U6 snRNA-associated Sm-like protein LSm4; spliceosome-associated protein CWC15 homolog
GO: Biological process GO:0015991 0.0417827 0.1374432 -1.376223 409148 406076 552410 409074 409946 552720 551093 409055 551721 725661 552476 ATP hydrolysis coupled proton transport ATP synthase, H+ transporting, mitochondrial Fo complex, subunit C2 (subunit 9); vacuolar H+ ATP synthase 16 kDa proteolipid subunit; V-type proton ATPase subunit e 2-like; V-type proton ATPase 21 kDa proteolipid subunit-like; V-type proton ATPase subunit d; V-type proton ATPase subunit E; V-type proton ATPase catalytic subunit A; V-type proton ATPase subunit H; V-type proton ATPase subunit B; uncharacterized LOC725661; V-type proton ATPase subunit F
GO: Biological process GO:0042742 0.0467911 0.1399723 1.473092 406143 406140 100576745 725074 defense response to bacterium defensin 1; apidaecin 1; leucine-rich repeat-containing protein 26-like; omega-conotoxin-like protein 1
GO: Cellular component GO:0005576 0.0001000 0.0125000 1.650311 410751 406143 551323 724464 413481 413679 406140 725932 408365 100577576 503862 724382 100576184 100126690 727129 410337 409307 100576512 410884 410451 411273 413560 724563 100577513 extracellular region phospholipase A1 member A; defensin 1; uncharacterized LOC551323; cuticular protein; probable chitinase 3; cuticular protein analogous to peritrophins 3-E; apidaecin 1; cuticular protein analogous to peritrophins 3-C; uncharacterized LOC408365; chondroitin proteoglycan-2-like; corazonin; cuticular protein analogous to peritrophins 3-A; uncharacterized LOC100576184; pheromone biosynthesis-activating neuropeptide; uncharacterized LOC727129; venom dipeptidylpeptidase IV; uncharacterized LOC409307; U8-agatoxin-Ao1a-like; phospholipase A1; venom serine carboxypeptidase; uncharacterized protein DDB_G0287625-like; uncharacterized LOC413560; uncharacterized LOC724563; uncharacterized LOC100577513
GO: Cellular component GO:0005886 0.0027027 0.0450450 1.544910 100578210 100577938 100577446 100577755 725297 100578083 100577334 411760 100578230 725205 551782 plasma membrane odorant receptor 5; odorant receptor 18; odorant receptor 27; odorant receptor 30a-like; gustatory receptor 10; odorant receptor 14; odorant receptor 33; metabotropic glutamate receptor 7; odorant receptor 115; odorant receptor 1; bestrophin-4-like
GO: Cellular component GO:0005694 0.0260593 0.1252852 1.511039 726963 412750 chromosome meiotic recombination protein SPO11; DNA topoisomerase 1
GO: Molecular function GO:0042302 0.0003016 0.0251357 1.737132 413115 725509 727392 726995 726451 726950 727197 724777 725300 724556 100577562 724649 724624 structural constituent of cuticle cuticular protein 19; cuticular protein 27; endocuticle structural glycoprotein SgAbd-2; endocuticle structural glycoprotein ABD-4; cuticle protein 7; pupal cuticle protein 20; cuticular protein 2; cuticular protein 14; cuticular protein 13; cuticular protein 17; probable LIM domain-containing serine/threonine-protein kinase DDB_G0286997; cuticular protein 21; endocuticle structural glycoprotein SgAbd-1
GO: Molecular function GO:0004984 0.0009223 0.0322997 1.703267 100578210 100577938 100577446 100577755 100578083 100577334 100578230 725205 olfactory receptor activity odorant receptor 5; odorant receptor 18; odorant receptor 27; odorant receptor 30a-like; odorant receptor 14; odorant receptor 33; odorant receptor 115; odorant receptor 1
GO: Molecular function GO:0005549 0.0011033 0.0322997 1.677641 100578210 100577938 100577446 100577755 100578083 100577334 100578230 677674 725205 406103 406109 odorant binding odorant receptor 5; odorant receptor 18; odorant receptor 27; odorant receptor 30a-like; odorant receptor 14; odorant receptor 33; odorant receptor 115; odorant binding protein 13; odorant receptor 1; odorant binding protein 2; odorant binding protein 6
GO: Molecular function GO:0008061 0.0011076 0.0322997 1.678200 551323 724464 413481 413679 725932 408365 100577576 724382 100576184 727129 411273 413560 100577513 chitin binding uncharacterized LOC551323; cuticular protein; probable chitinase 3; cuticular protein analogous to peritrophins 3-E; cuticular protein analogous to peritrophins 3-C; uncharacterized LOC408365; chondroitin proteoglycan-2-like; cuticular protein analogous to peritrophins 3-A; uncharacterized LOC100576184; uncharacterized LOC727129; uncharacterized protein DDB_G0287625-like; uncharacterized LOC413560; uncharacterized LOC100577513
GO: Molecular function GO:0102336 0.0097652 0.0863622 1.605581 100578829 552205 725031 725255 3-oxo-arachidoyl-CoA synthase activity elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein 7
GO: Molecular function GO:0102337 0.0097652 0.0863622 1.605581 100578829 552205 725031 725255 3-oxo-cerotoyl-CoA synthase activity elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein 7
GO: Molecular function GO:0102338 0.0097652 0.0863622 1.605581 100578829 552205 725031 725255 3-oxo-lignoceronyl-CoA synthase activity elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein 7
GO: Molecular function GO:0102756 0.0097652 0.0863622 1.605581 100578829 552205 725031 725255 very-long-chain 3-ketoacyl-CoA synthase activity elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein 7
GO: Molecular function GO:0016614 0.0231687 0.1211240 1.527243 552457 413098 552425 410745 oxidoreductase activity, acting on CH-OH group of donors glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]; glucose dehydrogenase [FAD, quinone]
GO: Molecular function GO:0043565 0.0305000 0.1343292 1.305352 726162 724196 725495 726370 725220 725302 413391 724373 100576194 410643 724456 552099 724301 100576220 413060 413558 406077 724412 724238 408443 724796 724422 724297 725502 100576147 410657 sequence-specific DNA binding homeobox protein goosecoid; retinal homeobox protein Rx1; homeobox protein GBX-2; uncharacterized LOC726370; homeobox protein Nkx-6.1-like; H2.0-like homeobox protein; homeobox protein MSX-2; homeobox protein Nkx-2.5-like; forkhead box protein J1-B-like; homeobox protein abdominal-A homolog; homeobox protein Msx; homeotic protein empty spiracles; paired mesoderm homeobox protein 2-like; homeobox protein rough-like; DNA-binding protein D-ETS-4; photoreceptor-specific nuclear receptor; homeotic protein antennapedia; muscle segmentation homeobox; paired box protein Pax-6-like; uncharacterized LOC408443; homeobox protein SIX6; homeobox protein Hox-B1a; uncharacterized LOC724297; homeobox protein ARX-like; fork head domain-containing protein FD4; inhibitory POU protein
GO: Molecular function GO:0004252 0.0451943 0.1399723 1.394571 726126 410438 724145 413645 724917 410894 724308 411358 409143 726718 serine-type endopeptidase activity proclotting enzyme; neuroendocrine convertase 1-like; transmembrane protease serine 9; trypsin alpha-3; uncharacterized LOC724917; chymotrypsin-1; trypsin-1; trypsin-1; venom serine protease 34; rhomboid-related protein 4-like
GO: Molecular function GO:0004888 0.0468442 0.1399723 1.460218 410478 406148 100576745 726214 406153 transmembrane signaling receptor activity nicotinic acetylcholine receptor beta1 subunit; nicotinic acetylcholine receptor alpha7 subunit; leucine-rich repeat-containing protein 26-like; nicotinic acetylcholine receptor alpha1 subunit; nicotinic acetylcholine receptor alpha2 subunit
KEGG KEGG:00900 0.0029130 0.0455160 1.666599 413763 551189 725363 725817 Terpenoid backbone biosynthesis hydroxymethylglutaryl-CoA synthase 1; farnesyl pyrophosphate synthase-like; isopentenyl-diphosphate Delta-isomerase 1; diphosphomevalonate decarboxylase
KEGG KEGG:00910 0.0149136 0.0960980 1.563268 100577841 726898 727237 Nitrogen metabolism carbonic anhydrase 7-like; carbonic anhydrase 3; carbonic anhydrase 2-like
KEGG KEGG:03022 0.0204082 0.1133787 -1.375002 411786 412010 409906 550692 412268 410753 550665 551734 410305 410004 409735 411231 411144 411742 412919 410459 552563 551470 550895 724502 Basal transcription factors general transcription factor IIE subunit 1; general transcription factor IIH subunit 4; transcription initiation factor TFIID subunit 2; TATA-box-binding protein; transcription initiation factor IIA subunit 1; TATA-box-binding protein-like; transcription initiation factor IIA subunit 2; DNA excision repair protein haywire; transcription initiation factor TFIID subunit 12; transcription initiation factor TFIID subunit 10-like; transcription initiation factor TFIID subunit 6; general transcription factor IIH subunit 3; transcription initiation factor TFIID subunit 11; transcription initiation factor TFIID subunit 8-like; TATA box-binding protein-like protein 1; cyclin-H; transcription initiation factor TFIID subunit 7; general transcription factor IIF subunit 2; general transcription factor IIH subunit 1; transcription initiation factor TFIID subunit 5
KEGG KEGG:00360 0.0333296 0.1343292 1.499087 410639 725400 408622 410638 Phenylalanine metabolism alpha-methyldopa hypersensitive protein-like; 4-hydroxyphenylpyruvate dioxygenase; protein henna; aromatic-L-amino-acid decarboxylase

Lasius flavus

Table S20: The results of GSEA (gene set enrichment analysis) for pheromone sensitivity in gene expression in Lasius flavus. The table lists GO and KEGG terms with their NES (normalized enrichment score), the associated raw and adjusted p-values (adjustment was performed using Benjamini-Hochberg correction), and the genes underlying the enrichment result.

tab_S20 <- GO_and_KEGG_results_GSEA %>% 
  filter(Species == "lf" & pvalue < 0.05) %>%
  arrange(Test_type, pvalue) %>%
  select(-Species, -ES, -nMoreExtreme, -size) %>%
  add_name_col() 

saveRDS(tab_S20 %>% select(-enriched_gene_ids, -gene_names), file = "supplement/tab_S20.rds")
kable.table(tab_S20)
Test_type ID pvalue p.adjust NES enriched_gene_ids Description gene_names
GO: Biological process GO:0006464 0.0079458 0.0827686 1.603380 551967 410872 cellular protein modification process probable tubulin polyglutamylase TTLL2; SUMO-activating enzyme subunit 1
GO: Biological process GO:0006364 0.0144071 0.0960980 1.597910 725143 411026 411233 rRNA processing probable U3 small nucleolar RNA-associated protein 11; WD repeat-containing protein 36; U3 small nucleolar ribonucleoprotein protein MPP10
GO: Biological process GO:0042742 0.0149913 0.0960980 1.568669 406142 406143 defense response to bacterium hymenoptaecin; defensin 1
GO: Biological process GO:0006633 0.0161826 0.0984543 1.582131 724552 100578829 725031 552205 412166 100577192 413789 fatty acid biosynthetic process elongation of very long chain fatty acids protein AAEL008004-like; elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein AAEL008004; acyl-CoA Delta(11) desaturase; very-long-chain (3R)-3-hydroxyacyl-CoA dehydratase 2; elongation of very long chain fatty acids protein AAEL008004-like
GO: Biological process GO:0007020 0.0252395 0.1237232 1.512303 726073 411508 microtubule nucleation gamma-tubulin complex component 3; tubulin gamma-2 chain
GO: Cellular component GO:0005730 0.0023484 0.0419353 1.785677 725143 413404 724432 724129 nucleolus probable U3 small nucleolar RNA-associated protein 11; ribosome biogenesis protein WDR12 homolog; ribosomal RNA processing protein 36 homolog; pescadillo homolog
GO: Cellular component GO:0035267 0.0069751 0.0792628 1.630456 726816 408575 NuA4 histone acetyltransferase complex ruvB-like 2; DNA methyltransferase 1-associated protein 1
GO: Cellular component GO:0032040 0.0144522 0.0960980 1.577040 725143 411026 413649 small-subunit processome probable U3 small nucleolar RNA-associated protein 11; WD repeat-containing protein 36; rRNA-processing protein FCF1 homolog
GO: Cellular component GO:0005886 0.0220967 0.1200905 1.505998 725384 412740 725205 551848 411611 552785 551782 552546 plasma membrane odorant receptor 2; ligand-gated chloride channel homolog 3; odorant receptor 1; protocadherin-like wing polarity protein stan; tachykinin-like peptides receptor 99D; ligand-gated ion channel pHCl; bestrophin-4-like; protocadherin Fat 4
GO: Cellular component GO:0005856 0.0244862 0.1237232 1.514313 406154 412827 cytoskeleton profilin; Bardet-Biedl syndrome 2 protein homolog
GO: Cellular component GO:0031011 0.0356894 0.1343292 1.478919 726816 100576104 Ino80 complex ruvB-like 2; INO80 complex subunit B
GO: Molecular function GO:0004984 0.0145388 0.0960980 1.453275 725384 725205 olfactory receptor activity odorant receptor 2; odorant receptor 1
GO: Molecular function GO:0003779 0.0162086 0.0984543 1.542631 406154 411744 actin binding profilin; spectrin beta chain
GO: Molecular function GO:0005549 0.0176439 0.1025808 1.562299 725384 406109 406100 725205 406102 odorant binding odorant receptor 2; odorant binding protein 6; odorant binding protein 5; odorant receptor 1; odorant binding protein 1
GO: Molecular function GO:0042302 0.0290093 0.1318605 1.516549 100577562 100577189 409345 724556 727578 724624 structural constituent of cuticle probable LIM domain-containing serine/threonine-protein kinase DDB_G0286997; cuticular protein 6; cuticular protein 3; cuticular protein 17; uncharacterized LOC727578; endocuticle structural glycoprotein SgAbd-1
GO: Molecular function GO:0036459 0.0315236 0.1343292 -1.577174 411920 412114 409389 552660 410109 411572 411981 411362 408619 thiol-dependent ubiquitinyl hydrolase activity ubiquitin carboxyl-terminal hydrolase 22; ubiquitin carboxyl-terminal hydrolase 35-like; ubiquitin specific protease-like; ubiquitin carboxyl-terminal hydrolase 46; ubiquitin carboxyl-terminal hydrolase 34; ubiquitin carboxyl-terminal hydrolase 14; probable ubiquitin carboxyl-terminal hydrolase FAF-X; ubiquitin carboxyl-terminal hydrolase 8-like; ubiquitin carboxyl-terminal hydrolase 3-like
GO: Molecular function GO:0005319 0.0344271 0.1343292 1.495474 406088 410793 551250 411955 408696 726783 lipid transporter activity vitellogenin; uncharacterized LOC410793; microsomal triglyceride transfer protein large subunit; uncharacterized LOC411955; uncharacterized LOC408696; vitellogenin-like
GO: Molecular function GO:0102336 0.0396585 0.1343292 1.478584 724552 100578829 725031 552205 413789 3-oxo-arachidoyl-CoA synthase activity elongation of very long chain fatty acids protein AAEL008004-like; elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein AAEL008004-like
GO: Molecular function GO:0102337 0.0396585 0.1343292 1.478584 724552 100578829 725031 552205 413789 3-oxo-cerotoyl-CoA synthase activity elongation of very long chain fatty acids protein AAEL008004-like; elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein AAEL008004-like
GO: Molecular function GO:0102338 0.0396585 0.1343292 1.478584 724552 100578829 725031 552205 413789 3-oxo-lignoceronyl-CoA synthase activity elongation of very long chain fatty acids protein AAEL008004-like; elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein AAEL008004-like
GO: Molecular function GO:0102756 0.0396585 0.1343292 1.478584 724552 100578829 725031 552205 413789 very-long-chain 3-ketoacyl-CoA synthase activity elongation of very long chain fatty acids protein AAEL008004-like; elongation of very long chain fatty acids protein 1-like; elongation of very long chain fatty acids protein 6; elongation of very long chain fatty acids protein AAEL008004; elongation of very long chain fatty acids protein AAEL008004-like
KEGG KEGG:00130 0.0064743 0.0773036 1.632588 412082 725400 Ubiquinone and other terpenoid-quinone biosynthesis ubiquinone biosynthesis O-methyltransferase, mitochondrial; 4-hydroxyphenylpyruvate dioxygenase
KEGG KEGG:04080 0.0118545 0.0944885 1.560081 410435 412740 413997 411323 412299 411611 412818 410654 406079 Neuroactive ligand-receptor interaction serotonin receptor; ligand-gated chloride channel homolog 3; translocator protein; serotonin receptor; muscarinic acetylcholine receptor DM1; tachykinin-like peptides receptor 99D; NMDA receptor 2; cholecystokinin receptor-like; NMDA receptor 1
KEGG KEGG:00061 0.0370928 0.1343292 1.479387 411959 409515 552286 551837 412815 Fatty acid biosynthesis fatty acid synthase-like; long-chain-fatty-acid–CoA ligase 4; acetyl-CoA carboxylase; long-chain-fatty-acid–CoA ligase ACSBG2; fatty acid synthase
KEGG KEGG:00640 0.0382217 0.1343292 1.427875 409150 413942 551958 409624 410325 552286 551403 551208 Propanoate metabolism enoyl Coenzyme A hydratase, short chain, 1, mitochondrial; acyl-CoA synthetase short-chain family member 3, mitochondrial; uncharacterized LOC551958; acetyl-coenzyme A synthetase; trifunctional enzyme subunit alpha, mitochondrial; acetyl-CoA carboxylase; succinyl-CoA ligase subunit alpha, mitochondrial; 3-hydroxyisobutyrate dehydrogenase, mitochondrial
KEGG KEGG:00790 0.0383548 0.1343292 1.466181 412015 551072 Folate biosynthesis 6-pyruvoyl tetrahydrobiopterin synthase; carbonyl reductase [NADPH] 1-like
KEGG KEGG:00630 0.0495742 0.1441111 1.413485 411541 409624 443552 411796 409485 Glyoxylate and dicarboxylate metabolism glycerate kinase; acetyl-coenzyme A synthetase; catalase; serine hydroxymethyltransferase; cytoplasmic aconitate hydratase-like

Lasius niger

Table S21: The results of GSEA (gene set enrichment analysis) for pheromone sensitivity in gene expression in Lasius niger. The table lists GO and KEGG terms with their NES (normalized enrichment score), the associated raw and adjusted p-values (adjustment was performed using Benjamini-Hochberg correction), and the genes underlying the enrichment result.

tab_S21 <- GO_and_KEGG_results_GSEA %>% 
  filter(Species == "ln" & pvalue < 0.05) %>%
  arrange(Test_type, pvalue) %>%
  select(-Species, -ES, -nMoreExtreme, -size) %>%
  add_name_col() 

saveRDS(tab_S21 %>% select(-enriched_gene_ids, -gene_names), file = "supplement/tab_S21.rds")
kable.table(tab_S21)
Test_type ID pvalue p.adjust NES enriched_gene_ids Description gene_names
GO: Biological process GO:0030163 0.0020053 0.0419353 -1.883620 551128 409198 410026 551343 551386 protein catabolic process 26S protease regulatory subunit 4; 26S protease regulatory subunit 6A-B; 26S proteasome regulatory complex subunit p48A; 26S protease regulatory subunit 7; 26S protease regulatory subunit 10B
GO: Biological process GO:0009058 0.0397614 0.1343292 1.449365 411916 724239 411959 biosynthetic process 2-amino-3-ketobutyrate coenzyme A ligase, mitochondrial; kynurenine/alpha-aminoadipate aminotransferase, mitochondrial-like; fatty acid synthase-like
GO: Cellular component GO:0000139 0.0033846 0.0497738 1.691075 410030 100576099 408983 725057 Golgi membrane protein SEC13 homolog; carbohydrate sulfotransferase 11-like; protein transport protein Sec23A; coatomer subunit beta
GO: Cellular component GO:0005576 0.0412082 0.1373608 1.321417 725217 726375 724246 410884 409241 410065 100577576 406083 409314 413481 413560 724880 551597 726057 724563 extracellular region uncharacterized protein PFB0145c-like; bone morphogenetic protein 2-B; growth/differentiation factor 2-like; phospholipase A1; prohormone-4; cuticular protein analogous to peritrophins 3-D; chondroitin proteoglycan-2-like; tachykinin; prohormone-2; probable chitinase 3; uncharacterized LOC413560; allatostatin A; cysteine-rich venom protein-like; insulin-like peptide 2; uncharacterized LOC724563
GO: Cellular component GO:0005680 0.0470307 0.1399723 -1.492933 413499 413293 409810 anaphase-promoting complex cell division cycle protein 23 homolog; anaphase-promoting complex subunit 10; anaphase-promoting complex subunit 4
GO: Molecular function GO:0036402 0.0014025 0.0350631 -1.880150 551128 409198 410026 551343 551386 proteasome-activating ATPase activity 26S protease regulatory subunit 4; 26S protease regulatory subunit 6A-B; 26S proteasome regulatory complex subunit p48A; 26S protease regulatory subunit 7; 26S protease regulatory subunit 10B
GO: Molecular function GO:0008146 0.0060634 0.0773036 1.608466 412996 100576099 sulfotransferase activity estrogen sulfotransferase; carbohydrate sulfotransferase 11-like
GO: Molecular function GO:0042302 0.0074711 0.0812075 1.587413 727197 726995 724624 724777 100576341 100577562 100577189 structural constituent of cuticle cuticular protein 2; endocuticle structural glycoprotein ABD-4; endocuticle structural glycoprotein SgAbd-1; cuticular protein 14; cuticular protein 16; probable LIM domain-containing serine/threonine-protein kinase DDB_G0286997; cuticular protein 6
GO: Molecular function GO:0005198 0.0100180 0.0863622 1.587925 410030 550716 725057 structural molecule activity protein SEC13 homolog; clathrin heavy chain; coatomer subunit beta
GO: Molecular function GO:0005509 0.0251975 0.1237232 1.349267 408672 410368 100577629 411647 408405 413977 409061 408937 551313 411659 409762 551859 551661 409881 409367 412825 calcium ion binding programmed cell death protein 6; cadherin-23; uncharacterized LOC100577629; calumenin; uncharacterized LOC408405; calsyntenin-1; tyrosine kinase receptor Cad96Ca; SPARC; calcineurin subunit B type 2; troponin C type I; sarcoplasmic calcium-binding protein 1; calmodulin; uncharacterized LOC551661; myosin regulatory light chain 2; calcyphosin-like protein; sushi, von Willebrand factor type A, EGF and pentraxin domain-containing protein 1
GO: Molecular function GO:0036459 0.0307918 0.1343292 -1.532409 411981 411572 410109 411362 409389 552660 408619 412114 thiol-dependent ubiquitinyl hydrolase activity probable ubiquitin carboxyl-terminal hydrolase FAF-X; ubiquitin carboxyl-terminal hydrolase 14; ubiquitin carboxyl-terminal hydrolase 34; ubiquitin carboxyl-terminal hydrolase 8-like; ubiquitin specific protease-like; ubiquitin carboxyl-terminal hydrolase 46; ubiquitin carboxyl-terminal hydrolase 3-like; ubiquitin carboxyl-terminal hydrolase 35-like
GO: Molecular function GO:0008536 0.0457143 0.1399723 -1.483124 413940 413344 413636 412817 726133 409992 411865 Ran GTPase binding importin-9; exportin-5; exportin-7; importin-4-like; exportin-6; importin-13; exportin-2
KEGG KEGG:01040 0.0020385 0.0419353 1.691761 412166 725031 552417 725146 Biosynthesis of unsaturated fatty acids acyl-CoA Delta(11) desaturase; elongation of very long chain fatty acids protein 6; acyl-CoA Delta(11) desaturase; very-long-chain enoyl-CoA reductase
KEGG KEGG:03050 0.0129090 0.0949194 1.475489 551550 409880 409609 409168 411695 409699 409668 Proteasome probable 26S proteasome non-ATPase regulatory subunit 3; 26S proteasome non-ATPase regulatory subunit 12; 26S proteasome non-ATPase regulatory subunit 4; 26S proteasome non-ATPase regulatory subunit 13; proteasome subunit beta type-1; 26S proteasome non-ATPase regulatory subunit 1-like; proteasome inhibitor PI31 subunit
KEGG KEGG:04080 0.0268860 0.1254808 1.423729 408995 412740 551388 411760 412011 411420 406079 726970 552518 412299 Neuroactive ligand-receptor interaction D2-like dopamine receptor; ligand-gated chloride channel homolog 3; adipokinetic hormone receptor; metabotropic glutamate receptor 7; probable muscarinic acetylcholine receptor gar-2; adenosine receptor A2b; NMDA receptor 1; cys-loop ligand-gated ion channel subunit 8916; serotonin receptor; muscarinic acetylcholine receptor DM1
KEGG KEGG:00260 0.0469274 0.1399723 1.401367 412674 411916 406081 552832 411796 411541 Glycine, serine and threonine metabolism phosphoserine phosphatase; 2-amino-3-ketobutyrate coenzyme A ligase, mitochondrial; glucose oxidase; glycine N-methyltransferase; serine hydroxymethyltransferase; glycerate kinase

GO and KEGG enrichment for differentially spliced genes

This section uses a metric that measures the sensitivity of alternative splicing to pheromone treatment (referred to in the code below as sensitivity). This metric is calculated by finding the highest and lowest log fold change in expression among the isoforms for gene \(i\), and then taking the difference. For example, a gene with two isoform, with log fold change values of -1 and +3, would have a sensitivity value of 4. In the following code, we calculate sensitivity for all of the genes which A) have orthologs in all 4 species, and B) have 2 or more isoforms. We then calculate the Spearman correlation in sensitivity across genes for each species pair, and also perform GSEA (as was previously done for the data on pheromone sensitivity).

# Calculate splicing sensitivity for Apis:
am_isoforms <- tbl(my_db, "ebseq_isoform_am") %>%
  left_join(tbl(my_db, "isoforms_am"), by = "isoform") %>% 
  arrange(gene) %>% collect()
# Discard genes with only one splice variant
keep <- am_isoforms %>% group_by(gene) %>% summarise(n_isoforms = n()) %>% filter(n_isoforms > 1) %>% .$gene 
am_isoforms <- am_isoforms %>% filter(gene %in% keep) %>%
  select(gene, PPDE, PostFC) 
# Splicing index is max - min of the log(FC) for the isoforms of the focal gene
am.splice <- am_isoforms %>% 
  split(.$gene) %>%
  purrr::map_dbl(function(x){
    max(log(x$PostFC)) - min(log(x$PostFC))
  }) 
am.splice <- data.frame(gene = names(am.splice),
                        sensitivity = unname(am.splice), stringsAsFactors = FALSE) %>%
  arrange(-sensitivity)

# Calculate splicing sensitivity for the other 3 species. Here, there is an extra step: map the genes to their Apis orthologs
get_splice_score <- function(sp){
  tabl <- paste("ebseq_isoform_", sp, sep = "")
  iso.table <- paste("isoforms_", sp, sep = "")
  ortho.table <- make.OGGs(c("am", sp))[[2]]
  
  isoforms <- tbl(my_db, tabl) %>%
    left_join(tbl(my_db, iso.table), by = "isoform") %>% collect(n=Inf) %>%
    arrange(gene) %>% 
    left_join(ortho.table, by = c("gene" = sp)) %>%
    select(-gene) %>% dplyr::rename(gene = am) %>%
    filter(!is.na(gene)) %>% collect()
  
  keep <- isoforms %>% group_by(gene) %>% summarise(n_isoforms = n()) %>% filter(n_isoforms > 1) %>% .$gene 
  
  isoforms <- isoforms %>% filter(gene %in% keep) %>%
    select(gene, PPDE, PostFC) 
  
  isoforms <- isoforms %>% 
    split(.$gene) %>%
    purrr::map_dbl(function(x){
      max(log(x$PostFC)) - min(log(x$PostFC))
    }) 
  data.frame(gene = names(isoforms), 
             sensitivity = unname(isoforms), stringsAsFactors = FALSE) %>%
    arrange(-sensitivity)
}

# Get the splicing index for all 4 species, and restrict to the set of genes that have orthologs in all 4 species 
splice_scores <- list(am.splice, 
                      get_splice_score("bt"), 
                      get_splice_score("lf"), 
                      get_splice_score("ln"))

# Find the correlations between each species pair in the splicing index
splicing_correlations <- data.frame(t(combn(1:4, 2)), rho = 0, p = 0) %>% 
  dplyr::rename(Species1 = X1, Species2 = X2)
for(i in 1:nrow(splicing_correlations)){
  focal <- left_join(splice_scores[[splicing_correlations[i, 1]]], 
                     splice_scores[[splicing_correlations[i, 2]]], by="gene")
  focal <- focal[complete.cases(focal), ]
  test <- with(focal, cor.test(sensitivity.x, sensitivity.y, method = "spearman"))
  splicing_correlations$rho[i] <- test$estimate
  splicing_correlations$p[i] <- test$p.value
}
splicing_correlations[,1] <- c("Apis mellifera", "Bombus terrestris", "Lasius flavus", "Lasius niger")[splicing_correlations[,1]]
splicing_correlations[,2] <- c("Apis mellifera", "Bombus terrestris", "Lasius flavus", "Lasius niger")[splicing_correlations[,2]]
splicing_correlations$p.adjust <- p.adjust(splicing_correlations$p, method = "BH")
splicing_correlations$sig <- " "
splicing_correlations$sig[splicing_correlations$p.adjust < 0.05] <- "*"

# Perform GSEA on the splicing index
GO_and_KEGG_splicing_GSEA <- rbind(
  GO.and.KEGG.gsea(df = splice_scores[[1]], keep.all = TRUE) %>% mutate(Species = "am"),
  GO.and.KEGG.gsea(df = splice_scores[[2]], keep.all = TRUE) %>% mutate(Species = "bt"), 
  GO.and.KEGG.gsea(df = splice_scores[[3]], keep.all = TRUE) %>% mutate(Species = "lf"), 
  GO.and.KEGG.gsea(df = splice_scores[[4]], keep.all = TRUE) %>% mutate(Species = "ln")) %>%
  fill_in_GSEA_results() 

Inter-species correlations in the sensitivity of alternative splicing to queen pheromone across pairs of orthologous genes

Table S22: The table shows the Spearman correlation (rho) and p-value for correlations across genes in the pheromone-sensitivity of their isoform production, for each pair of species. For each gene, our metric of the sensitivity of splicing to pheromone treatment was calculated by taking the difference between the highest and lowest log fold change values for the various isoforms. Thus, genes for which one isoform strongly increased in expression and one strongly decreased following pheromone treatment score high, and those in which there is no response to pheromone – or a consistent response for all isoforms – score low. The results suggest that the pheromone sensitivity in splicing is highly conserved between orthologous bee genes, and somewhat less conserved between orthologous ant genes, and between bee and ants genes.

saveRDS(splicing_correlations, file = "supplement/tab_S22.rds")
splicing_correlations %>% pander(split.cell = 40, split.table = Inf)
Species1 Species2 rho p p.adjust sig
Apis mellifera Bombus terrestris 0.1855 1.155e-08 6.927e-08 *
Apis mellifera Lasius flavus 0.06259 0.06836 0.1367
Apis mellifera Lasius niger 0.04333 0.153 0.1836
Bombus terrestris Lasius flavus 0.08915 0.01015 0.03045 *
Bombus terrestris Lasius niger 0.03039 0.2936 0.2936
Lasius flavus Lasius niger 0.04089 0.1499 0.1836

GSEA for pheromone sensitivity of alternative splicing

fig_S5 <- GO_and_KEGG_splicing_GSEA %>% make_enrichment_heatmap()
saveRDS(fig_S5, file = "supplement/fig_S5.rds")
fig_S5 %>% grid.draw()

Expand here to see past versions of unnamed-chunk-35-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure S5: Genes for which alternative splicing is strongly affected by queen pheromone tend to have similar Gene Ontology and KEGG terms in ants and bees, although the data do not provide strong evidence for or against inter-species similarity. The colour shows the normalised expression score from a GSEA (gene set enrichment analysis) test implemented in the R package fgsea; positive (red) values indicate that the GO or KEGG term is over-represented among genes whose splicing is strongly affected by queen pheromone, and negative (blue) values indicate under-representation among those genes. Asterisks denote statistically significant enrichment (p < 0.05), and double asterisks mark results that remained significant after adjusting the p-values for multiple testing using the Benjamini-Hochberg method. Empty squares denote cases where we did not find at least 5 alternatively spliced genes annotated with the focal term.

Tabular results for GSEA for pheromone sensitivity of alternative splicing

Table S23: The results of GSEA (gene set enrichment analysis) for pheromone sensitivity in alternative splicing. The table lists statistically significant GO and KEGG terms with their NES (normalized enrichment score), the associated raw and adjusted p-values (adjustment was performed using Benjamini-Hochberg correction), and the genes underlying each enrichment result.

tab_S23 <- GO_and_KEGG_splicing_GSEA %>% 
  filter(pvalue < 0.05) %>%
  arrange(Species, Test_type, pvalue) %>%
  select(-ES, -nMoreExtreme, -size) %>%
  add_name_col() 

saveRDS(tab_S23 %>% select(-gene_names, -enriched_gene_ids), file = "supplement/tab_S23.rds")
kable.table(tab_S23)
Test_type ID pvalue p.adjust NES enriched_gene_ids Description Species gene_names
GO: Cellular component GO:0005789 0.0371618 0.1390547 1.449603 411459 552377 413169 550724 endoplasmic reticulum membrane am sterol regulatory element-binding protein cleavage-activating protein; diacylglycerol O-acyltransferase 1; presenilin-1; 3-hydroxy-3-methylglutaryl-coenzyme A reductase
GO: Cellular component GO:0016592 0.0382692 0.1390547 1.452031 409749 550881 552719 mediator complex am mediator of RNA polymerase II transcription subunit 31; mediator of RNA polymerase II transcription subunit 8; mediator of RNA polymerase II transcription subunit 11
GO: Molecular function GO:0001104 0.0322844 0.1273924 1.455521 409749 550881 552719 RNA polymerase II transcription cofactor activity am mediator of RNA polymerase II transcription subunit 31; mediator of RNA polymerase II transcription subunit 8; mediator of RNA polymerase II transcription subunit 11
KEGG KEGG:04144 0.0044000 0.0725780 1.432046 409230 724991 413680 411585 411362 410923 413457 413464 411147 552297 551408 412601 409910 411723 409006 Endocytosis am arf-GAP with coiled-coil, ANK repeat and PH domain-containing protein 2; phosphatidylinositol 4-phosphate 5-kinase type-1 alpha; epsin-2; E3 ubiquitin-protein ligase NRDP1; ubiquitin carboxyl-terminal hydrolase 8-like; dynamin; zinc finger FYVE domain-containing protein 9; tyrosine-protein kinase Src64B; AP-2 complex subunit alpha; low density lipoprotein receptor adapter protein 1-B-like; uncharacterized LOC551408; mothers against decapentaplegic homolog 3; ras-like GTP-binding protein Rho1; E3 ubiquitin-protein ligase Nedd-4; arrestin red cell
KEGG KEGG:04745 0.0071499 0.0869908 1.597421 409020 551691 550818 410489 Phototransduction - fly am uncharacterized LOC409020; calcium/calmodulin-dependent protein kinase II; guanine nucleotide-binding protein G(q) subunit alpha; myosin-IIIb
KEGG KEGG:00630 0.0121013 0.0981553 1.552847 413678 726754 Glyoxylate and dicarboxylate metabolism am serine–pyruvate aminotransferase, mitochondrial; kynurenine formamidase
KEGG KEGG:04310 0.0231533 0.1145620 1.393171 551691 410190 412108 409286 409158 411046 413169 409910 551517 552805 Wnt signaling pathway am calcium/calmodulin-dependent protein kinase II; tyrosine-protein kinase Dnt; casein kinase I-like; stress-activated protein kinase JNK; C-terminal-binding protein; uncharacterized LOC411046; presenilin-1; ras-like GTP-binding protein Rho1; beta-TrCP; protein shifted
KEGG KEGG:00250 0.0251192 0.1145620 1.478191 413372 413678 551113 408991 724480 Alanine, aspartate and glutamate metabolism am putative glutamate synthase [NADPH]; serine–pyruvate aminotransferase, mitochondrial; delta-1-pyrroline-5-carboxylate dehydrogenase, mitochondrial; glutaminase kidney isoform, mitochondrial; asparagine synthetase [glutamine-hydrolyzing]
KEGG KEGG:00760 0.0390496 0.1390547 1.447503 551770 409487 408470 Nicotinate and nicotinamide metabolism am cytosolic purine 5’-nucleotidase; probable glutamine-dependent NAD(+) synthetase; NAD kinase-like
GO: Biological process GO:0007034 0.0223523 0.1145620 -1.593805 550738 411857 410607 410883 vacuolar transport bt NEDD4 family-interacting protein 1-like; charged multivesicular body protein 4b; charged multivesicular body protein 3; charged multivesicular body protein 6
GO: Biological process GO:0006351 0.0449834 0.1531553 1.363095 412010 410757 726204 409321 409227 411279 transcription, DNA-templated bt general transcription factor IIH subunit 4; circadian locomoter output cycles protein kaput; hairy/enhancer-of-split related with YRPW motif protein 1; mothers against decapentaplegic homolog 4; ultraspiracle; actin-related protein 8
GO: Biological process GO:0006412 0.0476190 0.1531553 -1.428849 724125 725943 552774 724631 413875 411862 550651 725147 413884 552097 552564 725854 552517 724708 412984 413137 409479 552106 412266 552676 translation bt 28S ribosomal protein S7, mitochondrial; ubiquitin-60S ribosomal protein L40; 60S ribosomal protein L28; 60S ribosomal protein L29; 60S ribosomal protein L31; 28S ribosomal protein S2, mitochondrial; 40S ribosomal protein S4; 40S ribosomal protein S29; ubiquitin-40S ribosomal protein S27a; 39S ribosomal protein L14, mitochondrial; 40S ribosomal protein S7; 39S ribosomal protein L37, mitochondrial; 60S ribosomal protein L13; 39S ribosomal protein L23, mitochondrial; 28S ribosomal protein S30, mitochondrial; 60S ribosomal protein L15; 60S ribosomal protein L6; uncharacterized LOC552106; 60S ribosomal protein L27; 39S ribosomal protein L3, mitochondrial
GO: Cellular component GO:0005886 0.0031019 0.0725780 1.542200 100578210 100577938 100577446 100577755 725297 100578083 100577334 411760 100578230 725205 551782 plasma membrane bt odorant receptor 5; odorant receptor 18; odorant receptor 27; odorant receptor 30a-like; gustatory receptor 10; odorant receptor 14; odorant receptor 33; metabotropic glutamate receptor 7; odorant receptor 115; odorant receptor 1; bestrophin-4-like
GO: Cellular component GO:0005576 0.0110065 0.0977523 1.562965 409307 409553 extracellular region bt uncharacterized LOC409307; pancreatic triacylglycerol lipase-like
GO: Molecular function GO:0046983 0.0110406 0.0977523 1.535076 410757 726204 410953 protein dimerization activity bt circadian locomoter output cycles protein kaput; hairy/enhancer-of-split related with YRPW motif protein 1; MLX-interacting protein
GO: Molecular function GO:0003735 0.0227273 0.1145620 -1.444564 724125 725943 552774 724631 413875 411862 550651 725147 413884 552097 552564 725854 552517 724708 412984 413137 409479 552106 412266 552676 structural constituent of ribosome bt 28S ribosomal protein S7, mitochondrial; ubiquitin-60S ribosomal protein L40; 60S ribosomal protein L28; 60S ribosomal protein L29; 60S ribosomal protein L31; 28S ribosomal protein S2, mitochondrial; 40S ribosomal protein S4; 40S ribosomal protein S29; ubiquitin-40S ribosomal protein S27a; 39S ribosomal protein L14, mitochondrial; 40S ribosomal protein S7; 39S ribosomal protein L37, mitochondrial; 60S ribosomal protein L13; 39S ribosomal protein L23, mitochondrial; 28S ribosomal protein S30, mitochondrial; 60S ribosomal protein L15; 60S ribosomal protein L6; uncharacterized LOC552106; 60S ribosomal protein L27; 39S ribosomal protein L3, mitochondrial
GO: Molecular function GO:0004672 0.0267296 0.1145620 1.453553 408664 408533 413759 413190 551773 412747 protein kinase activity bt homeodomain-interacting protein kinase 2; mitogen-activated protein kinase kinase kinase 15; SCY1-like protein 2; calcium-dependent protein kinase 4-like; serine/threonine-protein kinase VRK1-like; receptor interacting protein kinase 5
GO: Molecular function GO:0004252 0.0482544 0.1531553 1.402047 726126 410438 724145 413645 724917 410894 724308 411358 409143 726718 serine-type endopeptidase activity bt proclotting enzyme; neuroendocrine convertase 1-like; transmembrane protease serine 9; trypsin alpha-3; uncharacterized LOC724917; chymotrypsin-1; trypsin-1; trypsin-1; venom serine protease 34; rhomboid-related protein 4-like
KEGG KEGG:00534 0.0049711 0.0725780 1.595536 551445 413271 408293 Glycosaminoglycan biosynthesis - heparan sulfate / heparin bt heparin sulfate O-sulfotransferase; galactosylgalactosylxylosylprotein 3-beta-glucuronosyltransferase I; exostosin-1
KEGG KEGG:04214 0.0177298 0.1145620 1.471707 725245 551969 409227 409286 408533 408758 Apoptosis - fly bt protein eiger-like; serine protease HTRA2, mitochondrial; ultraspiracle; stress-activated protein kinase JNK; mitogen-activated protein kinase kinase kinase 15; ecdysteroid-regulated gene E74
KEGG KEGG:04350 0.0207798 0.1145620 1.488501 410035 411627 409321 412866 TGF-beta signaling pathway bt dorsal-ventral patterning protein Sog; retinoblastoma-like protein 1; mothers against decapentaplegic homolog 4; E3 ubiquitin-protein ligase SMURF2
KEGG KEGG:03010 0.0370370 0.1390547 -1.340568 724125 725943 552774 724631 413875 409552 411862 550651 725147 552097 725168 552564 552517 724708 413137 409479 552106 412266 552676 Ribosome bt 28S ribosomal protein S7, mitochondrial; ubiquitin-60S ribosomal protein L40; 60S ribosomal protein L28; 60S ribosomal protein L29; 60S ribosomal protein L31; 40S ribosomal protein S10-like; 28S ribosomal protein S2, mitochondrial; 40S ribosomal protein S4; 40S ribosomal protein S29; 39S ribosomal protein L14, mitochondrial; ribosomal protein S14; 40S ribosomal protein S7; 60S ribosomal protein L13; 39S ribosomal protein L23, mitochondrial; 60S ribosomal protein L15; 60S ribosomal protein L6; uncharacterized LOC552106; 60S ribosomal protein L27; 39S ribosomal protein L3, mitochondrial
GO: Molecular function GO:0030170 0.0048622 0.0725780 1.641783 724919 411796 408509 408817 410583 408432 pyridoxal phosphate binding lf mitochondrial amidoxime reducing component 2-like; serine hydroxymethyltransferase; glutamate decarboxylase 1; alanine–glyoxylate aminotransferase 2-like; ornithine aminotransferase, mitochondrial; glutamate decarboxylase
GO: Molecular function GO:0004252 0.0079400 0.0891724 1.592918 725154 409459 412319 409204 412293 serine-type endopeptidase activity lf serine protease snake; lon protease homolog, mitochondrial; rhomboid-related protein 2; trypsin; membrane-bound transcription factor site-1 protease
KEGG KEGG:00190 0.0024240 0.0725780 1.681785 409103 408367 Oxidative phosphorylation lf protoheme IX farnesyltransferase, mitochondrial; NADH dehydrogenase [ubiquinone] flavoprotein 1, mitochondrial
KEGG KEGG:00860 0.0026977 0.0725780 1.681653 409103 494506 409922 Porphyrin and chlorophyll metabolism lf protoheme IX farnesyltransferase, mitochondrial; heme oxygenase; ferrochelatase, mitochondrial
KEGG KEGG:03010 0.0113821 0.0977523 -1.827766 724125 411103 411380 413398 409832 552517 413868 725201 725062 Ribosome lf 28S ribosomal protein S7, mitochondrial; putative 28S ribosomal protein S5, mitochondrial; 60S ribosomal protein L30; 39S ribosomal protein L32, mitochondrial; 60S ribosomal protein L18a; 60S ribosomal protein L13; 60S ribosomal protein L10a; 39S ribosomal protein L21, mitochondrial; 39S ribosomal protein L4, mitochondrial
KEGG KEGG:04624 0.0274635 0.1145620 1.459957 406086 725832 551608 725154 724703 Toll and Imd signaling pathway lf dorsal; beta-1,3-glucan-binding protein 1; serine/threonine-protein kinase pelle; serine protease snake; coagulation factor X
KEGG KEGG:01100 0.0467953 0.1531553 1.162914 409444 409103 413119 409276 494506 550970 408441 412731 408299 552086 411140 410828 727004 100577378 552823 551853 409515 727189 411796 552771 409499 100577053 726824 412170 408509 409614 409329 410330 408817 552522 413255 551419 413411 412541 412548 411633 411662 410583 551208 408432 411372 409224 410080 552007 552421 727456 413664 551749 410530 411563 408730 552533 413643 551005 551041 408809 410554 725665 551403 410627 409250 552556 726216 409494 409270 408883 551578 550785 409922 724718 724550 412341 412815 412674 552130 406107 727300 410118 409861 410071 550885 551762 552657 410132 724361 724991 725817 413705 100577717 Metabolic pathways lf AMP deaminase 2; protoheme IX farnesyltransferase, mitochondrial; heparan-alpha-glucosaminide N-acetyltransferase-like; phosphatidylinositol 5-phosphate 4-kinase type-2 alpha; heme oxygenase; lysophosphatidylcholine acyltransferase-like; adenosine kinase 1; type II inositol 1,4,5-trisphosphate 5-phosphatase; purine nucleoside phosphorylase; aldose 1-epimerase; putative aldehyde dehydrogenase family 7 member A1 homolog; tryptophan 2,3-dioxygenase; putative glutathione-specific gamma-glutamylcyclotransferase 2; galactokinase-like; malonyl-CoA decarboxylase, mitochondrial-like; STT3, subunit of the oligosaccharyltransferase complex, homolog B; long-chain-fatty-acid–CoA ligase 4; geranylgeranyl pyrophosphate synthase; serine hydroxymethyltransferase; hydroxyacid oxidase 1; UDP-glucose 4-epimerase-like; glycine dehydrogenase (decarboxylating), mitochondrial; putative inositol monophosphatase 3; putative neutral sphingomyelinase; glutamate decarboxylase 1; group XIIA secretory phospholipase A2; mannose-1-phosphate guanyltransferase beta; phosphatidylserine synthase 1; alanine–glyoxylate aminotransferase 2-like; alpha-(1,6)-fucosyltransferase; 2-methoxy-6-polyprenyl-1,4-benzoquinol methylase, mitochondrial; alkaline ceramidase; myotubularin-related protein 14; long-chain-fatty-acid–CoA ligase 6; 2-oxoisovalerate dehydrogenase subunit alpha, mitochondrial; UDP-glucose 4-epimerase; probable trans-2-enoyl-CoA reductase, mitochondrial; ornithine aminotransferase, mitochondrial; 3-hydroxyisobutyrate dehydrogenase, mitochondrial; glutamate decarboxylase; glutathione synthetase-like; ubiquinone biosynthesis protein COQ7; spermine synthase; pyruvate kinase; glycogenin-1; glucose-6-phosphate 1-epimerase; GPI transamidase component PIG-S; glycosyltransferase-like protein LARGE1; alkaline phosphatase-like; myotubularin-related protein 2; inositol polyphosphate 5-phosphatase K-like; GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase; N-acetylglucosaminyl-phosphatidylinositol biosynthetic protein; hexokinase type 2; glycerol kinase; diacylglycerol kinase theta; methylcrotonoyl-CoA carboxylase beta chain, mitochondrial; 5-oxoprolinase; succinyl-CoA ligase subunit alpha, mitochondrial; putative aminopeptidase W07G4.4; beta-ureidopropionase; arginase-1; exostosin-2; methylglutaconyl-CoA hydratase, mitochondrial; glycerol-3-phosphate acyltransferase 4; deoxycytidylate deaminase; protein O-mannosyl-transferase 2; fructose-bisphosphate aldolase; ferrochelatase, mitochondrial; xanthine dehydrogenase; iduronate 2-sulfatase; alpha-methylacyl-CoA racemase; fatty acid synthase; phosphoserine phosphatase; alpha-aminoadipic semialdehyde synthase, mitochondrial; glucosamine-fructose-6-phosphate aminotransferase 2; low molecular weight phosphotyrosine protein phosphatase-like; D-glucuronyl C5-epimerase; nucleoside diphosphate kinase; glycerol-3-phosphate phosphatase-like; nicotinate phosphoribosyltransferase; adenosylhomocysteinase 2-like; phosphoribosylformylglycinamidine synthase; GPI transamidase component PIG-T; GPI inositol-deacylase; phosphatidylinositol 4-phosphate 5-kinase type-1 alpha; diphosphomevalonate decarboxylase; acidic mammalian chitinase-like; uncharacterized LOC100577717
GO: Biological process GO:0007034 0.0242511 0.1145620 -1.627514 410607 552786 550738 411857 410883 vacuolar transport ln charged multivesicular body protein 3; charged multivesicular body protein 2a; NEDD4 family-interacting protein 1-like; charged multivesicular body protein 4b; charged multivesicular body protein 6
GO: Biological process GO:0005975 0.0289666 0.1174757 1.386429 551785 409267 411100 409884 552381 726210 551447 412362 726095 406114 411897 409199 412245 727456 carbohydrate metabolic process ln 6-phosphogluconolactonase; glycogen phosphorylase; FGGY carbohydrate kinase domain-containing protein; xylulose kinase; neutral and basic amino acid transport protein rBAT; uncharacterized family 31 glucosidase KIAA1161; mannose-6-phosphate isomerase; glucose 1,6-bisphosphate synthase; galactoside 2-alpha-L-fucosyltransferase 2-like; alpha-amylase; phosphoglucomutase; glycerol kinase; acidic mammalian chitinase; glucose-6-phosphate 1-epimerase
GO: Cellular component GO:0005794 0.0228188 0.1145620 -1.587668 412710 411970 412913 409613 411408 Golgi apparatus ln trafficking protein particle complex subunit 3; G kinase-anchoring protein 1-like; Golgi SNAP receptor complex member 2; GTP-binding protein SAR1; CDP-diacylglycerol–inositol 3-phosphatidyltransferase
GO: Cellular component GO:0005886 0.0241376 0.1145620 1.511492 409650 551165 552552 406124 551508 725384 551388 plasma membrane ln solute carrier organic anion transporter family member 2A1; innexin inx3; uncharacterized LOC552552; gamma-aminobutyric acid receptor subunit beta; vang-like protein 1; odorant receptor 2; adipokinetic hormone receptor
GO: Molecular function GO:0030170 0.0185166 0.1145620 1.478569 411796 409267 409927 724919 pyridoxal phosphate binding ln serine hydroxymethyltransferase; glycogen phosphorylase; putative pyridoxal-dependent decarboxylase domain-containing protein 2; mitochondrial amidoxime reducing component 2-like
GO: Molecular function GO:0009055 0.0191898 0.1145620 -1.590390 413605 727309 552386 409549 552835 410308 408270 551039 551169 551710 electron transfer activity ln cytochrome c1, heme protein, mitochondrial; glutaredoxin-C4; anamorsin homolog; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; glutaredoxin-related protein 5, mitochondrial; electron transfer flavoprotein subunit beta; mitochondrial cytochrome C; dihydrolipoyl dehydrogenase, mitochondrial; succinate dehydrogenase [ubiquinone] iron-sulfur subunit, mitochondrial-like; electron transfer flavoprotein subunit alpha, mitochondrial
GO: Molecular function GO:0005198 0.0268312 0.1145620 1.488230 550716 410030 725057 412083 structural molecule activity ln clathrin heavy chain; protein SEC13 homolog; coatomer subunit beta; coatomer subunit gamma
GO: Molecular function GO:0003924 0.0472047 0.1531553 1.289588 406098 411351 551731 409529 413943 550723 410241 410969 410906 551185 413034 411542 410414 413614 411472 409126 410157 GTPase activity ln translation initiation factor 2; elongation factor G, mitochondrial; rho GTPase-activating protein 190; ras-like protein 2; eukaryotic peptide chain release factor GTP-binding subunit ERF3A; ras-related protein Rab-39B; ras-related protein Rab-10; ras-related protein Rab-9A; guanine nucleotide-binding protein subunit alpha homolog; GTP-binding protein 1; rho-related BTB domain-containing protein 1; signal recognition particle receptor subunit alpha homolog; 116 kDa U5 small nuclear ribonucleoprotein component; ras-related protein Rab-14; dynamin-1-like protein; ras-related protein Rab-2; ras-related protein Rab-23
KEGG KEGG:01230 0.0002005 0.0219000 1.671990 411796 413867 552007 412876 550785 550804 550767 408859 Biosynthesis of amino acids ln serine hydroxymethyltransferase; transaldolase; pyruvate kinase; pyruvate carboxylase, mitochondrial; fructose-bisphosphate aldolase; transketolase; ribose 5-phosphate isomerase A; pyrroline-5-carboxylate reductase 2
KEGG KEGG:01200 0.0003000 0.0219000 1.597283 411796 551785 413867 552007 412876 409624 550785 550804 550767 550667 Carbon metabolism ln serine hydroxymethyltransferase; 6-phosphogluconolactonase; transaldolase; pyruvate kinase; pyruvate carboxylase, mitochondrial; acetyl-coenzyme A synthetase; fructose-bisphosphate aldolase; transketolase; ribose 5-phosphate isomerase A; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial
KEGG KEGG:00030 0.0012452 0.0605998 1.711683 551785 413867 550785 550804 550767 Pentose phosphate pathway ln 6-phosphogluconolactonase; transaldolase; fructose-bisphosphate aldolase; transketolase; ribose 5-phosphate isomerase A
KEGG KEGG:00260 0.0035281 0.0725780 1.638785 411796 406081 410432 Glycine, serine and threonine metabolism ln serine hydroxymethyltransferase; glucose oxidase; L-threonine 3-dehydrogenase, mitochondrial
KEGG KEGG:00040 0.0061873 0.0821217 1.612270 551968 409884 Pentose and glucuronate interconversions ln aldose reductase-like; xylulose kinase
KEGG KEGG:04140 0.0108011 0.0977523 1.393260 552756 413663 409529 413153 408501 409393 726637 552038 412687 100578537 409941 413668 413430 551198 552315 551668 551057 724873 409577 Autophagy - animal ln cathepsin L1; myotubularin-related protein 4; ras-like protein 2; uncharacterized LOC413153; serine/threonine-protein kinase/endoribonuclease IRE1; serine/threonine-protein kinase mTOR; ubiquitin-like modifier-activating enzyme atg7; synaptosomal-associated protein 29; beclin 1-associated autophagy-related key regulator; UV radiation resistance-associated gene protein; zinc finger FYVE domain-containing protein 1-like; run domain Beclin-1-interacting and cysteine-rich domain-containing protein; RAC serine/threonine-protein kinase; serine/threonine-protein kinase STK11; ubiquitin-like-conjugating enzyme ATG3; regulatory-associated protein of mTOR; autophagy protein 5; ras-related protein Rab-7a; 5’-AMP-activated protein kinase catalytic subunit alpha-2
KEGG KEGG:01100 0.0154985 0.1145620 1.156148 411796 551785 413867 550932 406081 552007 412876 551762 409624 409267 551968 413987 410980 412393 412541 413071 413663 550785 413233 411525 409884 409487 408470 551314 550804 550884 550767 551712 410096 408373 408868 726156 550667 725146 551721 725119 552755 408859 726310 411563 552421 409473 410798 409299 408930 551667 412273 727293 409329 552522 411188 551093 409515 408546 724361 552086 725623 551578 408461 413655 410627 410076 413340 551958 726747 406080 726239 724666 551447 551866 409270 552699 412362 408809 411959 413879 412632 552342 726095 409860 552496 408288 411692 552286 408441 408817 406114 413735 409155 412328 409250 411581 551182 412467 411897 409614 552533 551103 408969 409199 551964 409861 411698 551841 412426 100577378 413228 724239 413854 412245 727071 409846 409276 552180 724811 551102 727456 100577053 410059 726818 410105 551662 410396 552557 551593 412675 551837 412815 724436 406076 551775 408446 411447 100187709 412782 408991 411411 552023 Metabolic pathways ln serine hydroxymethyltransferase; 6-phosphogluconolactonase; transaldolase; arginine kinase; glucose oxidase; pyruvate kinase; pyruvate carboxylase, mitochondrial; adenosylhomocysteinase 2-like; acetyl-coenzyme A synthetase; glycogen phosphorylase; aldose reductase-like; polypeptide N-acetylgalactosaminyltransferase 5; polyphosphoinositide phosphatase; cytosolic non-specific dipeptidase; long-chain-fatty-acid–CoA ligase 6; eye-specific diacylglycerol kinase; myotubularin-related protein 4; fructose-bisphosphate aldolase; methylcrotonoyl-CoA carboxylase subunit alpha, mitochondrial; choline/ethanolamine kinase; xylulose kinase; probable glutamine-dependent NAD(+) synthetase; NAD kinase-like; heparan-alpha-glucosaminide N-acetyltransferase-like; transketolase; N-sulphoglucosamine sulphohydrolase; ribose 5-phosphate isomerase A; lipoyltransferase 1, mitochondrial; gamma-glutamyltranspeptidase 1-like; phosphatidylinositol 4-kinase beta; inositol monophosphatase 2-like; pantothenate kinase 3; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial; very-long-chain enoyl-CoA reductase; V-type proton ATPase subunit B; phospholipase D2; probable GDP-L-fucose synthase; pyrroline-5-carboxylate reductase 2; GPI ethanolamine phosphate transferase 1-like; myotubularin-related protein 2; glycogenin-1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; DNA methyltransferase 3; adenylosuccinate synthetase; tyrosine hydroxylase; bifunctional methylenetetrahydrofolate dehydrogenase/cyclohydrolase, mitochondrial; probable chitinase 3; guanine deaminase; mannose-1-phosphate guanyltransferase beta; alpha-(1,6)-fucosyltransferase; L-lactate dehydrogenase-like; V-type proton ATPase catalytic subunit A; long-chain-fatty-acid–CoA ligase 4; phosphatidylinositide phosphatase SAC2; GPI inositol-deacylase; aldose 1-epimerase; heparanase-like; protein O-mannosyl-transferase 2; uridine 5’-monophosphate synthase; 3-oxoacyl-[acyl-carrier-protein] synthase, mitochondrial; putative aminopeptidase W07G4.4; probable uridine-cytidine kinase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; uncharacterized LOC551958; cytochrome b-c1 complex subunit 8; polycomblike; putative lipoyltransferase 2, mitochondrial; 2-aminoethanethiol dioxygenase; mannose-6-phosphate isomerase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9, mitochondrial; glycerol-3-phosphate acyltransferase 4; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; glucose 1,6-bisphosphate synthase; diacylglycerol kinase theta; fatty acid synthase-like; CDP-diacylglycerol–glycerol-3-phosphate 3-phosphatidyltransferase, mitochondrial; adenylate kinase 1; lysophospholipid acyltransferase 2; galactoside 2-alpha-L-fucosyltransferase 2-like; GPI ethanolamine phosphate transferase 3; polypeptide N-acetylgalactosaminyltransferase 35A-like; isovaleryl-CoA dehydrogenase, mitochondrial; elongation of very long chain fatty acids protein 4-like; acetyl-CoA carboxylase; adenosine kinase 1; alanine–glyoxylate aminotransferase 2-like; alpha-amylase; glutamate–cysteine ligase regulatory subunit; dihydrolipoyllysine-residue succinyltransferase component of 2-oxoglutarate dehydrogenase complex, mitochondrial-like; NADH dehydrogenase [ubiquinone] iron-sulfur protein 6, mitochondrial; beta-ureidopropionase; phosphopantothenate–cysteine ligase; phosphatidylinositol 4-kinase alpha; bifunctional purine biosynthesis protein PURH; phosphoglucomutase; group XIIA secretory phospholipase A2; GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; aminoacylase-1-like; glycerol kinase; UDP-N-acetylhexosamine pyrophosphorylase; nucleoside diphosphate kinase; ethanolaminephosphotransferase 1-like; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; ubiquinone biosynthesis monooxygenase COQ6, mitochondrial; galactokinase-like; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; kynurenine/alpha-aminoadipate aminotransferase, mitochondrial-like; xylosyltransferase oxt; acidic mammalian chitinase; acylglycerol kinase, mitochondrial; GMP synthase [glutamine-hydrolyzing]; phosphatidylinositol 5-phosphate 4-kinase type-2 alpha; cob(I)yrinic acid a,c-diamide adenosyltransferase, mitochondrial-like; kynurenine–oxoglutarate transaminase 3-like; S-adenosylmethionine synthase; glucose-6-phosphate 1-epimerase; glycine dehydrogenase (decarboxylating), mitochondrial; probable citrate synthase 2, mitochondrial; beta-hexosaminidase subunit beta-like; alpha-1,3-mannosyl-glycoprotein 2-beta-N-acetylglucosaminyltransferase; beta-1,4-galactosyltransferase 7; isocitrate dehydrogenase [NAD] subunit gamma, mitochondrial; lipoamide acyltransferase component of branched-chain alpha-keto acid dehydrogenase complex, mitochondrial; sphingosine-1-phosphate lyase; aspartate aminotransferase, mitochondrial; long-chain-fatty-acid–CoA ligase ACSBG2; fatty acid synthase; phospholipase A2-like; vacuolar H+ ATP synthase 16 kDa proteolipid subunit; trifunctional enzyme subunit beta, mitochondrial; probable aconitate hydratase, mitochondrial; serine palmitoyltransferase 2; nicotinamide riboside kinase; nucleoside diphosphate kinase 7; glutaminase kidney isoform, mitochondrial; NADH dehydrogenase [ubiquinone] iron-sulfur protein 3, mitochondrial; guanylate kinase
KEGG KEGG:00051 0.0188415 0.1145620 1.519598 551968 550785 552755 409329 551447 Fructose and mannose metabolism ln aldose reductase-like; fructose-bisphosphate aldolase; probable GDP-L-fucose synthase; mannose-1-phosphate guanyltransferase beta; mannose-6-phosphate isomerase
KEGG KEGG:00630 0.0253139 0.1145620 1.455054 411796 409624 Glyoxylate and dicarboxylate metabolism ln serine hydroxymethyltransferase; acetyl-coenzyme A synthetase

GO and KEGG enrichment for transcriptional modules

Here, we use hypergeometric tests on each of the 9 modules, testing for enrichment of GO terms in each module.

# Find the names for the genes in a given module
genes.in.module <- function(module.number){
  colnames(OGGs[[1]])[network[[1]]$colors == paste("Module", module.number)] 
}

# Get the gene names, and sensitivity to pheromone, for genes in a certain module
inspect.module.genes <- function(module){
  gene.names <- tbl(my_db, "bee_names") %>% as.data.frame()
  gene.names <- gene.names[gene.names$gene %in% genes.in.module(module), ]
  gene.names$k <- colSums(as.matrix(TOM)[network[[1]]$colors == paste("Module", module), 
                                        network[[1]]$colors == paste("Module", module)])
  gene.names <- gene.names %>% arrange(-k)
  
  am <- tbl(my_db, "ebseq_gene_am") %>% as.data.frame()
  gene.names$am_fc <- am$PostFC[match(gene.names$gene, am$gene)]
  bt <- tbl(my_db, "ebseq_gene_bt") %>% rename(bt = gene) %>% 
    left_join(tbl(my_db, "bt2am")) %>% as.data.frame()
  gene.names$bt_fc <- bt$PostFC[match(gene.names$gene, bt$am)]
  lf <- tbl(my_db, "ebseq_gene_lf") %>% rename(lf = gene) %>% 
    left_join(tbl(my_db, "lf2am")) %>% as.data.frame()
  gene.names$lf_fc <- lf$PostFC[match(gene.names$gene, lf$am)]
  ln <- tbl(my_db, "ebseq_gene_ln") %>% rename(ln = gene) %>% 
    left_join(tbl(my_db, "ln2am")) %>% as.data.frame()
  gene.names$ln_fc <- ln$PostFC[match(gene.names$gene, ln$am)]
  row.names(gene.names) <- NULL
  gene.names
}


GO.and.KEGG.hypergeometric <- function(gene_set, gene_universe, apis.db, min.size = 5, keep.all = FALSE){
  
  p <- 0.05; if(keep.all) p <- 1
  neatness <- function(x) format(round(x, 4), nsmall = 4) # for rounding
  
  GO.enrichment <- function(gene_set, gene_universe, ontol){
    
    result <- enrichGO(gene_set, apis.db, ont = ontol, 
                       pvalueCutoff = p, universe = gene_universe, 
                       qvalueCutoff = 1, minGSSize = min.size, maxGSSize = 500) 
    
    if(is.null(result)) return(NULL)
    if(nrow(result@result) == 0) return(NULL)
    result <- gofilter(result, level = 4) # Filter to high-level GO only
    if(is.null(result)) return(NULL)
    if(nrow(result@result) == 0) return(NULL)
    
    result <- result@result 
    is_enriched <- sapply(result$GeneRatio, function(x) eval(parse(text=x))) > sapply(result$BgRatio, function(x) eval(parse(text=x)))
    result <- result[is_enriched, ] %>% mutate(p.adjust = p.adjust(pvalue, method = "BH"))
    
    Test_type <- "GO: Biological process"
    if(ontol == "MF") Test_type <- "GO: Molecular function"
    if(ontol == "CC") Test_type <- "GO: Cellular component"
    
    data.frame(Test_type = Test_type, result, stringsAsFactors = FALSE)
  }
  
  kegg.enrichment <- function(gene_set, gene_universe){
    
    
    result <-  enrichKEGG(gene_set, organism = "ame", keyType = "kegg", pvalueCutoff = p,
                          gene_universe, minGSSize = min.size, maxGSSize = 500,
                          qvalueCutoff = 1, use_internal_data = FALSE, pAdjustMethod = "BH")
    if(is.null(result)) return(NULL)
    
    result <- result@result
    is_enriched <- sapply(result$GeneRatio, function(x) eval(parse(text=x))) > sapply(result$BgRatio, function(x) eval(parse(text=x)))
    result <- result[is_enriched, ] %>% mutate(p.adjust = p.adjust(pvalue, method = "BH"))
    if(nrow(result %>% filter(pvalue < p)) == 0) return(NULL)
    data.frame(Test_type = "KEGG", result, stringsAsFactors = FALSE)
  }
  
  rbind(kegg.enrichment(gene_set, gene_universe), 
                  GO.enrichment(gene_set, gene_universe, "BP"),
                  GO.enrichment(gene_set, gene_universe, "MF"),
                  GO.enrichment(gene_set, gene_universe, "CC")) %>%
    mutate(ID = str_replace_all(ID, "ame", "KEGG:"),
           geneID = str_replace_all(geneID, "/", " "))
}


make_module_GO_table <- function(){
  
  add_name_col <- function(df){
    sapply(df$geneID, function(x){
      data.frame(gene = x, stringsAsFactors = FALSE) %>%
        left_join(tbl(my_db, "apis_entrez_names") %>% collect(), by = c("gene" = "entrez")) %>% .$name %>%
        paste0(collapse = "; ")
    }) -> df$gene_names
    df %>% mutate(geneID = map_chr(geneID, function(x) paste0(x, collapse = " ")))
  }
  
  hub <- AnnotationHub::AnnotationHub()
  select <- dplyr::select
  rename <- dplyr::rename
  filter <- dplyr::filter
  apis.db <- hub[["AH62534"]]
  gene.universe.modules <- entrez.tbl$entrez.id[entrez.tbl$gene %in% OGGs[[2]]$am] %>% as.character() 
  
  results <- lapply(1:9, function(i) { # or c(1,4,9)
    gene_set <- entrez.tbl$entrez.id[entrez.tbl$gene %in% genes.in.module(i)] %>% as.character()
  
    df <- GO.and.KEGG.hypergeometric(gene_set, gene.universe.modules, apis.db) 
    if(is.null(df) || nrow(df) == 0) return(NULL)
    # # enrichment ratio: proportion genes in sample / proportion in gene universe
    df$enrichment <- sapply(1:nrow(df), function(i) eval(parse(text = df$GeneRatio[i]))) /
      sapply(1:nrow(df), function(i) eval(parse(text = df$BgRatio[i])))
    df %>% mutate(Module = paste("Module", i)) %>% arrange(pvalue)
  }) %>% do.call("rbind", .) %>%
  mutate(Description = factor(Description, unique(Description))) %>% 
    filter(pvalue <= 0.05) # Only keep GO terms where the un-adjusted p is significant
  
  results$sig <- "no"  # Use a more strict classification, since the test has higher power
  results$sig[results$p.adjust <= 0.05] <- "yes" # note: ADJUSTED p
  results$sig <- relevel(factor(results$sig), ref = "yes")
  results <- select(results, Module, Test_type, ID, Description, GeneRatio, BgRatio, 
                    enrichment, pvalue, p.adjust, qvalue, Count, geneID, sig)
  
  results$geneID <- strsplit(results$geneID, split = " ")
  results %>% add_name_col()
}

module_enrichment_plot <- function(df, is.KEGG = FALSE){
  label <- "Name of GO term"
  if(is.KEGG) label <- "Name of KEGG term"
  df %>% arrange(Module, log2(enrichment)) %>% 
    mutate(Description = factor(Description, unique(Description)),
           Test_type = factor(Test_type, c("GO: Biological process", "GO: Molecular function", "GO: Cellular component", "KEGG"))) %>%
    ggplot(aes(Description, log2(enrichment))) + 
    geom_bar(aes(fill = sig), stat = "identity", colour = "grey10") + 
    facet_wrap(~Module) + 
    scale_fill_brewer(palette = "Accent", direction = -1) + 
    scale_x_discrete(labels = function(x) str_wrap(x, width = 60)) +
    theme_bw() +
    theme(legend.position = "none", strip.background = element_blank(), strip.text = element_text(size = 10)) + 
    ylab("Log2 fold enrichment") + xlab(label) + 
    coord_flip() 
}  

module_GO_table <- make_module_GO_table()

Figures of the module enrichment results

KEGG

module_KEGG <- module_GO_table %>% filter(Test_type == "KEGG", Module %in% c("Module 1", "Module 4", "Module 9")) %>% 
   module_enrichment_plot(is.KEGG = TRUE)
ggsave(module_KEGG, file = "figures/Figure 4 - module KEGG.pdf", height = 7, width = 8)
module_KEGG

Expand here to see past versions of unnamed-chunk-38-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure 4: Results of KEGG pathway enrichment analysis for the genes in each of the three significantly pheromone-sensitive transcriptional modules. The gene universe was defined as all genes for which we found an ortholog in all four species (i.e. the set that was used to discover these co-expressed modules). All KEGG terms shown in green were significantly enriched (p < 0.05), and those shown in purple remained significant after correction for multiple testing. Fold enrichment was calculated as the proportion of genes associated with the focal KEGG term in the module, divided by the equivalent proportion in the gene universe.

GO BP

fig_S6 <- module_GO_table %>% 
  filter(Test_type == "GO: Biological process", Module %in% c("Module 1", "Module 4", "Module 9")) %>% 
  module_enrichment_plot()  

saveRDS(fig_S6, file = "supplement/fig_S6.rds")
fig_S6

Expand here to see past versions of unnamed-chunk-39-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure S6: Comparable figure to Figure 4, showing the results of GO: Biological process enrichment analysis instead of KEGG pathways.

GO MF

fig_S7 <- module_GO_table %>% 
  filter(Test_type == "GO: Molecular function", Module %in% c("Module 1", "Module 4", "Module 9")) %>% 
  module_enrichment_plot()  

saveRDS(fig_S7, file = "supplement/fig_S7.rds")
fig_S7

Expand here to see past versions of unnamed-chunk-40-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure S7: Comparable figure to Figure 4, showing the results of GO: Molecular function enrichment analysis instead of KEGG pathways.

GO CC

fig_S8 <- module_GO_table %>% 
  filter(Test_type == "GO: Cellular component", Module %in% c("Module 1", "Module 4", "Module 9")) %>% 
  module_enrichment_plot()  

saveRDS(fig_S8, file = "supplement/fig_S8.rds")
fig_S8

Expand here to see past versions of unnamed-chunk-41-1.png:
Version Author Date
f260a62 Luke Holman 2019-03-07



Figure S8: Comparable figure to Figure 4, showing the results of GO: Cellular component enrichment analysis instead of KEGG pathways. Module 9 is missing because no GO:CC terms were significantly enriched.

Table of all module enrichment results

Table S24: List of every significant enrichment test result for each module, for all four ontologies. The latter two columns specify all the genes associated with the focal GO or KEGG term that are found in the module. The GeneRatio and BgRatio columns give the number of genes annotated with the focal term that are present in the focal module or the gene universe, respecitvely. These values were used to calculate the enrichment column, as the proportion of genes associated with the focal annotation term in the module, divided by the equivalent proportion in the gene universe.

tab_S24 <- module_GO_table %>% select(-sig, -Count) 
saveRDS(tab_S24 %>% 
          select(-geneID, -gene_names, -qvalue, -GeneRatio, -BgRatio) %>%
          mutate(Test_type = str_replace_all(Test_type, " Biological process", "BP"),
                 Test_type = str_replace_all(Test_type, " Molecular function", "MF"),
                 Test_type = str_replace_all(Test_type, " Cellular component", "CC")), file = "supplement/tab_S24.rds")
kable.table(tab_S24)
Module Test_type ID Description GeneRatio BgRatio enrichment pvalue p.adjust qvalue geneID gene_names
Module 1 GO: Cellular component GO:0044428 nuclear part 62/474 97/1126 1.518378 0.0000050 0.0001739 0.0003165 408606 408611 408615 408632 409049 409423 409544 409735 409810 409906 409994 410195 410200 410343 410395 410459 410855 410864 410907 411072 411265 411279 411433 411465 411619 411918 411985 412072 412077 412199 412268 412377 412589 413181 413351 413404 413499 413523 413548 413793 413963 550895 550924 551131 551383 551470 551620 551745 551974 552353 552449 552563 552601 552696 552703 552780 552794 724855 725905 726816 100576104 100578879 PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; paired amphipathic helix protein Sin3a; male-specific lethal 1 homolog; ruvB-like 1; transcription initiation factor TFIID subunit 6; anaphase-promoting complex subunit 4; transcription initiation factor TFIID subunit 2; INO80 complex subunit E; COP9 signalosome complex subunit 6; mRNA turnover protein 4 homolog; nuclear pore complex protein Nup93-like; chromobox protein homolog 1-like; cyclin-H; retinoblastoma-binding protein 5 homolog; nuclear pore complex protein Nup50; U4/U6 small nuclear ribonucleoprotein Prp31; cysteine-rich protein 2-binding protein-like; CXXC-type zinc finger protein 1-like; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; double-strand-break repair protein rad21 homolog; nuclear pore complex protein Nup205; histone-lysine N-methyltransferase SETD1; DNA replication complex GINS protein PSF1-like; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; transcriptional adapter 1-like; transcription initiation factor IIA subunit 1; parafibromin; BRCA1-A complex subunit BRE-like; mortality factor 4-like protein 1; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; cell division cycle protein 23 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; enhancer of polycomb homolog 1; splicing factor 3A subunit 3; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; protein max; protein MAK16 homolog A; general transcription factor IIF subunit 2; pre-mRNA-processing-splicing factor 8; integrator complex subunit 10; thioredoxin-like protein 4A; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; ribonuclease P/MRP protein subunit POP5; mediator of RNA polymerase II transcription subunit 14; BRISC and BRCA1-A complex member 1-like; pre-mRNA-splicing factor 18; ruvB-like 2; INO80 complex subunit B; protein CASC3
Module 1 GO: Molecular function GO:0003676 nucleic acid binding 174/626 319/1400 1.219866 0.0000397 0.0014682 0.0082704 406077 406084 406123 408295 408336 408352 408386 408580 408611 408615 408620 408710 408711 408724 408815 409028 409059 409098 409119 409251 409259 409340 409392 409493 409550 409557 409573 409696 409833 409839 409866 409883 409887 409915 410027 410203 410326 410328 410376 410410 410434 410571 410749 410757 410876 410918 411103 411126 411164 411265 411293 411351 411407 411450 411492 411538 411640 411649 411705 411780 411786 411833 411854 411985 412077 412190 412410 412491 412574 412750 413055 413087 413091 413139 413146 413176 413498 413558 413650 413690 413794 413815 413963 414004 550692 550858 550924 551083 551240 551242 551309 551398 551470 551538 551540 551586 551602 551616 551620 551739 551825 551840 551997 552022 552027 552056 552072 552112 552151 552172 552206 552247 552255 552303 552308 552336 552353 552450 552484 552509 552527 552539 552567 552768 552772 552787 552815 724150 724247 724296 724315 724363 724424 724810 724955 725012 725061 725189 725201 725220 725254 725268 725303 725330 725350 725441 725496 725515 725719 726058 726204 726385 726583 727087 727113 727284 727473 100576131 100576321 100576600 100576768 100576775 100576784 100577033 100577174 100577272 100577491 100578252 100578406 100578529 100578697 100578743 100578879 100578927 homeotic protein antennapedia; ecdysone receptor; pipsqueak; probable serine/threonine-protein kinase DDB_G0282963; exonuclease mut-7 homolog; elongation factor Ts, mitochondrial; eukaryotic translation initiation factor 3 subunit G; eukaryotic translation initiation factor 2D; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; RNA-binding protein 42; KH domain-containing, RNA-binding, signal transduction-associated protein 2-like; zinc finger matrin-type protein 5-like; uncharacterized LOC408724; probable DNA mismatch repair protein Msh6; probable ATP-dependent RNA helicase YTHDC2; rabenosyn-5; histone-lysine N-methyltransferase eggless; REST corepressor 3; BRCA1-associated protein; protein abrupt; UV excision repair protein RAD23 homolog B; ATPase WRNIP1-like; zinc finger protein 569-like; eukaryotic translation initiation factor 3 subunit D; protein maelstrom; zinc finger protein 2 homolog; splicing factor 45; hemK methyltransferase family member 1; regulator of nonsense transcripts 1; eukaryotic initiation factor 4A-III; splicing factor 3A subunit 1; transcription factor Dp-1; RNA-binding protein 26; survival of motor neuron-related-splicing factor 30; POU domain protein CF1A; Krueppel-like factor 10; zinc finger protein 341-like; peptidyl-tRNA hydrolase ICT1, mitochondrial; ATP-dependent DNA helicase PIF1; splicing factor 3B subunit 4; DNA topoisomerase 3-alpha; squamous cell carcinoma antigen recognized by T-cells 3; circadian locomoter output cycles protein kaput; THUMP domain-containing protein 3-like; protein tramtrack, beta isoform; putative 28S ribosomal protein S5, mitochondrial; broad-complex core protein isoforms 1/2/3/4/5; DNA-directed RNA polymerase III subunit RPC3; CXXC-type zinc finger protein 1-like; zinc finger protein 622; elongation factor G, mitochondrial; leucine-rich repeat-containing protein 47-like; probable ATP-dependent RNA helicase DDX43; ATP-dependent RNA helicase DHX36; pre-mRNA-splicing factor RBM22; DNA replication licensing factor Mcm2; alkylated DNA repair protein alkB homolog 8; synaptojanin-1; zinc finger protein 578-like; general transcription factor IIE subunit 1; la protein homolog; heat shock factor protein; histone-lysine N-methyltransferase SETD1; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; probable ATP-dependent RNA helicase DDX47; U3 small nucleolar RNA-associated protein 6 homolog; double-stranded RNA-specific editase 1-like; PR domain zinc finger protein 10-like; DNA topoisomerase 1; uncharacterized LOC413055; tRNA (uracil-5-)-methyltransferase homolog A-like; serrate RNA effector molecule homolog; probable phenylalanine–tRNA ligase, mitochondrial; regulator of nonsense transcripts 2; reticulocyte-binding protein 2 homolog a-like; F-box only protein 21-like; photoreceptor-specific nuclear receptor; nuclear RNA export factor 1-like; helicase SKI2W; translin; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; splicing factor 3A subunit 3; eukaryotic translation initiation factor 3 subunit A; TATA-box-binding protein; RNA-binding protein 40; cleavage stimulation factor subunit 2; probable tRNA pseudouridine synthase 2; uncharacterized LOC551240; eukaryotic translation initiation factor 3 subunit E; transcription initiation factor TFIID subunit 1; DNA polymerase delta catalytic subunit; general transcription factor IIF subunit 2; lysine–tRNA ligase; replication factor C subunit 2; programmed cell death protein 5; ras GTPase-activating protein-binding protein 2; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; pre-mRNA-processing-splicing factor 8; DNA primase large subunit; nuclear hormone receptor HR96; YTH domain-containing family protein 1; cleavage and polyadenylation specificity factor subunit 1; zinc finger CCCH-type with G patch domain-containing protein-like; heterogeneous nuclear ribonucleoprotein A1, A2/B1 homolog; eukaryotic translation initiation factor 3 subunit L; exosome complex component CSL4; RNA-binding protein 28; dnaJ homolog subfamily C member 1-like; G patch domain-containing protein 1 homolog; putative ATP-dependent RNA helicase me31b; nuclear factor NF-kappa-B p100 subunit; broad-complex; RNA-binding protein cabeza-like; zinc finger CCHC-type and RNA-binding motif-containing protein 1-like; UBX domain-containing protein 1; DNA-directed RNA polymerase III subunit RPC4; DNA repair protein RAD51 homolog A; uncharacterized LOC552484; MKI67 FHA domain-interacting nucleolar phosphoprotein-like; cell division cycle 5-like protein; density-regulated protein homolog; DEAD-box helicase Dbp80; phenylalanine–tRNA ligase alpha subunit; protein-lysine N-methyltransferase N6AMT2; DNA topoisomerase 3-beta-1; high mobility group protein 20A-like; B-cell lymphoma/leukemia 11B; rRNA methyltransferase 3, mitochondrial; DNA mismatch repair protein Mlh1; forkhead box protein D3-like; activator of basal transcription 1-like; sprT-like domain-containing protein Spartan; mucin-5AC; KH domain-containing protein akap-1; zinc finger protein 25-like; uncharacterized LOC725061; protein bric-a-brac 1-like; 39S ribosomal protein L21, mitochondrial; homeobox protein Nkx-6.1-like; endothelial zinc finger protein induced by tumor necrosis factor alpha; S1 RNA-binding domain-containing protein 1; histone H4 transcription factor; DNA polymerase delta small subunit; GATA-binding factor A; probable ATP-dependent RNA helicase DDX49; dimethyladenosine transferase 1, mitochondrial; zinc finger protein 543-like; DNA-directed RNA polymerase I subunit RPA2; FACT complex subunit Ssrp1; hairy/enhancer-of-split related with YRPW motif protein 1; GTPase Era, mitochondrial; DNA polymerase eta; serine/arginine-rich splicing factor 7; probable ATP-dependent RNA helicase spindle-E; transcription factor Sox-10-like; signal recognition particle 19 kDa protein; zinc finger protein 267-like; uncharacterized LOC100576321; zinc finger protein 345-like; nuclear cap-binding protein subunit 3-like; nucleolar MIF4G domain-containing protein 1 homolog; high mobility group B protein 6-like; zinc finger protein 33B; ras-responsive element-binding protein 1-like; uncharacterized LOC100577272; survival motor neuron protein; Ets at 97D ortholog; asparagine-rich zinc finger protein AZF1-like; zinc finger protein 701-like; THUMP domain-containing protein 1 homolog; zinc finger protein 431-like; protein CASC3; transcriptional repressor protein YY1-like
Module 1 GO: Cellular component GO:0043231 intracellular membrane-bounded organelle 178/474 351/1126 1.204683 0.0000556 0.0009725 0.0017696 406077 406084 408352 408493 408511 408548 408606 408611 408615 408632 408711 408808 408837 409049 409098 409119 409224 409331 409340 409423 409544 409586 409735 409765 409810 409887 409906 409994 410027 410195 410200 410203 410217 410298 410343 410387 410390 410395 410410 410459 410757 410855 410856 410864 410907 411044 411072 411265 411279 411304 411327 411351 411433 411465 411603 411619 411640 411654 411799 411833 411854 411865 411918 411985 412016 412072 412077 412199 412268 412278 412350 412377 412409 412506 412589 412710 412796 412984 413055 413078 413181 413271 413340 413351 413404 413490 413499 413523 413548 413558 413650 413666 413688 413793 413878 413940 413963 550716 550895 550924 551090 551131 551240 551383 551398 551427 551470 551620 551642 551692 551745 551781 551811 551825 551843 551961 551974 551997 552052 552167 552247 552253 552312 552353 552440 552449 552450 552484 552495 552522 552533 552563 552601 552696 552703 552763 552780 552794 552815 685996 724152 724205 724315 724559 724665 724855 724955 725012 725023 725061 725144 725220 725254 725515 725565 725719 725854 725905 726007 726058 726137 726204 726239 726617 726731 726816 727263 727284 100576104 100576131 100576600 100576667 100576784 100577491 100578252 100578450 100578879 100579040 homeotic protein antennapedia; ecdysone receptor; elongation factor Ts, mitochondrial; uncharacterized LOC408493; protein preli-like; MICOS complex subunit Mic60; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; zinc finger matrin-type protein 5-like; prosaposin; cytochrome c oxidase subunit 5A, mitochondrial; paired amphipathic helix protein Sin3a; histone-lysine N-methyltransferase eggless; REST corepressor 3; ubiquinone biosynthesis protein COQ7; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; male-specific lethal 1 homolog; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; transcription initiation factor TFIID subunit 6; actin-related protein 6; anaphase-promoting complex subunit 4; transcription factor Dp-1; transcription initiation factor TFIID subunit 2; INO80 complex subunit E; survival of motor neuron-related-splicing factor 30; COP9 signalosome complex subunit 6; mRNA turnover protein 4 homolog; POU domain protein CF1A; structural maintenance of chromosomes protein 3; conserved oligomeric Golgi complex subunit 6; nuclear pore complex protein Nup93-like; conserved oligomeric Golgi complex subunit 3; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; circadian locomoter output cycles protein kaput; retinoblastoma-binding protein 5 homolog; 28S ribosomal protein S29, mitochondrial; nuclear pore complex protein Nup50; U4/U6 small nuclear ribonucleoprotein Prp31; inhibitor of growth protein 1; cysteine-rich protein 2-binding protein-like; CXXC-type zinc finger protein 1-like; actin-related protein 8; reticulon-4-interacting protein 1, mitochondrial-like; G1/S-specific cyclin-E1; elongation factor G, mitochondrial; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; digestive organ expansion factor homolog; double-strand-break repair protein rad21 homolog; DNA replication licensing factor Mcm2; probable tRNA N6-adenosine threonylcarbamoyltransferase; N-acetylgalactosaminyltransferase 7; la protein homolog; heat shock factor protein; exportin-2; nuclear pore complex protein Nup205; histone-lysine N-methyltransferase SETD1; transforming growth factor beta regulator 1; DNA replication complex GINS protein PSF1-like; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; transcriptional adapter 1-like; transcription initiation factor IIA subunit 1; tuberin; histone deacetylase 3; parafibromin; mitochondrial import inner membrane translocase subunit TIM44; general vesicular transport factor p115; BRCA1-A complex subunit BRE-like; trafficking protein particle complex subunit 3; 3-hydroxyisobutyryl-CoA hydrolase, mitochondrial; 28S ribosomal protein S30, mitochondrial; uncharacterized LOC413055; very-long-chain (3R)-3-hydroxyacyl-CoA dehydratase; mortality factor 4-like protein 1; galactosylgalactosylxylosylprotein 3-beta-glucuronosyltransferase I; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; clavesin-2-like; cell division cycle protein 23 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; nuclear RNA export factor 1-like; peroxisome biogenesis factor 1; DNA-directed RNA polymerase III subunit RPC5; enhancer of polycomb homolog 1; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; importin-9; splicing factor 3A subunit 3; clathrin heavy chain; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; conserved oligomeric Golgi complex subunit 8; protein max; uncharacterized LOC551240; protein MAK16 homolog A; DNA polymerase delta catalytic subunit; erlin-1-like; general transcription factor IIF subunit 2; pre-mRNA-processing-splicing factor 8; GPI mannosyltransferase 4; protein FAM50 homolog; integrator complex subunit 10; pre-rRNA-processing protein TSR1 homolog; graves disease carrier protein homolog; nuclear hormone receptor HR96; LETM1 and EF-hand domain-containing protein anon-60Da, mitochondrial; V-type proton ATPase subunit G; thioredoxin-like protein 4A; cleavage and polyadenylation specificity factor subunit 1; zinc finger protein 330 homolog; IWS1-like protein; nuclear factor NF-kappa-B p100 subunit; mitochondrial chaperone BCS1; RAD50-interacting protein 1; DNA-directed RNA polymerase III subunit RPC4; histone chaperone asf1; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; uncharacterized LOC552484; ATP-binding cassette sub-family D member 3; alpha-(1,6)-fucosyltransferase; GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; cell division control protein 6 homolog; ribonuclease P/MRP protein subunit POP5; mediator of RNA polymerase II transcription subunit 14; high mobility group protein 20A-like; suppressor of variegation 3-9; uncharacterized LOC724152; protein AF-9; forkhead box protein D3-like; cell cycle checkpoint protein RAD17; protein SET; BRISC and BRCA1-A complex member 1-like; KH domain-containing protein akap-1; zinc finger protein 25-like; mediator of RNA polymerase II transcription subunit 26; uncharacterized LOC725061; uncharacterized LOC725144; homeobox protein Nkx-6.1-like; endothelial zinc finger protein induced by tumor necrosis factor alpha; zinc finger protein 543-like; nitric oxide synthase-interacting protein homolog; DNA-directed RNA polymerase I subunit RPA2; 39S ribosomal protein L37, mitochondrial; pre-mRNA-splicing factor 18; polycomb protein Scm; FACT complex subunit Ssrp1; male-specific lethal 3 homolog; hairy/enhancer-of-split related with YRPW motif protein 1; putative lipoyltransferase 2, mitochondrial; 39S ribosomal protein L48, mitochondrial; probable 28S ribosomal protein S26, mitochondrial; ruvB-like 2; chromobox protein homolog 5; transcription factor Sox-10-like; INO80 complex subunit B; zinc finger protein 267-like; zinc finger protein 345-like; E3 ubiquitin-protein ligase synoviolin A; high mobility group B protein 6-like; survival motor neuron protein; Ets at 97D ortholog; histone-lysine N-methyltransferase SETD2; protein CASC3; chondroitin sulfate synthase 2
Module 1 KEGG KEGG:03440 Homologous recombination 13/497 14/1081 2.019690 0.0003052 0.0125127 0.0305187 409447 410571 412589 551398 552450 552601 552787 552851 724855 725330 725418 725934 726642 DNA repair and recombination protein RAD54-like; DNA topoisomerase 3-alpha; BRCA1-A complex subunit BRE-like; DNA polymerase delta catalytic subunit; DNA repair protein RAD51 homolog A; lys-63-specific deubiquitinase BRCC36-like; DNA topoisomerase 3-beta-1; crossover junction endonuclease EME1; BRISC and BRCA1-A complex member 1-like; DNA polymerase delta small subunit; replication protein A 32 kDa subunit; replication protein A 70 kDa DNA-binding subunit; DNA repair protein RAD50
Module 1 GO: Biological process GO:0043170 macromolecule metabolic process 226/463 414/960 1.131875 0.0003744 0.0228373 0.0298192 406084 406112 408346 408386 408501 408527 408606 408611 408615 408632 408675 408687 408724 408815 408924 408980 409049 409140 409191 409198 409279 409331 409340 409347 409387 409389 409392 409394 409423 409479 409544 409550 409557 409637 409653 409696 409723 409735 409810 409839 409860 409883 409887 409891 409915 410027 410093 410162 410195 410203 410390 410395 410410 410459 410571 410749 410757 410806 410907 410941 410958 411044 411103 411164 411167 411218 411273 411279 411351 411362 411433 411465 411572 411640 411649 411654 411719 411786 411799 411833 411981 411985 412072 412159 412200 412219 412268 412350 412377 412410 412484 412580 412644 412676 412727 412750 412868 412984 413087 413139 413181 413271 413351 413404 413523 413548 413558 413643 413650 413688 413690 413718 413738 413793 413794 413813 413815 413821 413878 413963 414001 414004 550692 550698 550895 550924 551083 551150 551158 551240 551242 551256 551321 551343 551358 551386 551398 551427 551470 551497 551538 551540 551578 551616 551620 551745 551771 551812 551825 551855 551972 551974 552056 552172 552178 552186 552303 552324 552353 552449 552450 552458 552484 552522 552529 552554 552563 552593 552601 552660 552676 552696 552733 552763 552768 552780 552787 724152 724186 724205 724244 724247 724296 724338 724424 724467 724496 724559 724596 724635 724708 724855 724879 725054 725158 725201 725220 725330 725592 725633 725719 725813 725854 725859 725905 725948 726007 726058 726086 726137 726151 726204 726239 726449 726583 726816 727192 100576667 100576866 100577386 100577491 100578201 100578266 100578450 100578852 100578879 ecdysone receptor; period circadian protein; UPF0396 protein CG6066; eukaryotic translation initiation factor 3 subunit G; serine/threonine-protein kinase/endoribonuclease IRE1; pre-mRNA-splicing factor SPF27; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; probable 39S ribosomal protein L24, mitochondrial; putative tRNA (cytidine(32)/guanosine(34)-2’-O)-methyltransferase; uncharacterized LOC408724; probable DNA mismatch repair protein Msh6; peptidoglycan-recognition protein LC; DNA oxidative demethylase ALKBH1; paired amphipathic helix protein Sin3a; transcription elongation factor B polypeptide 1; SUMO-activating enzyme subunit 2; 26S protease regulatory subunit 6A-B; cullin-4A; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; U4/U6.U5 tri-snRNP-associated protein 1; ubiquitin carboxyl-terminal hydrolase; ubiquitin specific protease-like; ATPase WRNIP1-like; NEDD8-activating enzyme E1 catalytic subunit; male-specific lethal 1 homolog; 60S ribosomal protein L6; ruvB-like 1; eukaryotic translation initiation factor 3 subunit D; protein maelstrom; 60S ribosomal protein L23a; tRNA-splicing ligase RtcB homolog; splicing factor 45; 40S ribosomal protein S12, mitochondrial; transcription initiation factor TFIID subunit 6; anaphase-promoting complex subunit 4; regulator of nonsense transcripts 1; GPI ethanolamine phosphate transferase 3; splicing factor 3A subunit 1; transcription factor Dp-1; cell division cycle and apoptosis regulator protein 1; RNA-binding protein 26; survival of motor neuron-related-splicing factor 30; geminin; ataxin-3-like; COP9 signalosome complex subunit 6; POU domain protein CF1A; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; DNA topoisomerase 3-alpha; squamous cell carcinoma antigen recognized by T-cells 3; circadian locomoter output cycles protein kaput; histidine–tRNA ligase, cytoplasmic; U4/U6 small nuclear ribonucleoprotein Prp31; protein MTO1 homolog, mitochondrial; ubiquitin-like modifier-activating enzyme 1; inhibitor of growth protein 1; putative 28S ribosomal protein S5, mitochondrial; DNA-directed RNA polymerase III subunit RPC3; cysteine–tRNA ligase, cytoplasmic; WW domain-binding protein 11; uncharacterized protein DDB_G0287625-like; actin-related protein 8; elongation factor G, mitochondrial; ubiquitin carboxyl-terminal hydrolase 8-like; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; ubiquitin carboxyl-terminal hydrolase 14; DNA replication licensing factor Mcm2; alkylated DNA repair protein alkB homolog 8; probable tRNA N6-adenosine threonylcarbamoyltransferase; probable queuine tRNA-ribosyltransferase; general transcription factor IIE subunit 1; N-acetylgalactosaminyltransferase 7; la protein homolog; probable ubiquitin carboxyl-terminal hydrolase FAF-X; histone-lysine N-methyltransferase SETD1; DNA replication complex GINS protein PSF1-like; pre-mRNA-splicing factor SYF1; threonine–tRNA ligase, cytoplasmic; ubiquitin conjugation factor E4 B; transcription initiation factor IIA subunit 1; histone deacetylase 3; parafibromin; U3 small nucleolar RNA-associated protein 6 homolog; peptidoglycan recognition protein S2; protein arginine N-methyltransferase 3; josephin-2; protein mahjong; cytosolic carboxypeptidase-like protein 5; DNA topoisomerase 1; ubiquitin fusion degradation protein 1 homolog; 28S ribosomal protein S30, mitochondrial; tRNA (uracil-5-)-methyltransferase homolog A-like; probable phenylalanine–tRNA ligase, mitochondrial; mortality factor 4-like protein 1; galactosylgalactosylxylosylprotein 3-beta-glucuronosyltransferase I; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; N-acetylglucosaminyl-phosphatidylinositol biosynthetic protein; nuclear RNA export factor 1-like; DNA-directed RNA polymerase III subunit RPC5; helicase SKI2W; probable glutamine–tRNA ligase; uncharacterized LOC413738; enhancer of polycomb homolog 1; translin; ubiquitin carboxyl-terminal hydrolase isozyme L5; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; histone deacetylase complex subunit SAP130-A-like; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; splicing factor 3A subunit 3; mRNA-capping enzyme; eukaryotic translation initiation factor 3 subunit A; TATA-box-binding protein; cyclin-Y; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; probable tRNA pseudouridine synthase 2; BRCA2-interacting transcriptional repressor EMSY; 28S ribosomal protein S17, mitochondrial; uncharacterized LOC551240; eukaryotic translation initiation factor 3 subunit E; protein CNPPD1; 39S ribosomal protein L44, mitochondrial; 26S protease regulatory subunit 7; dehydrodolichyl diphosphate syntase complex subunit DHDDS; 26S protease regulatory subunit 10B; DNA polymerase delta catalytic subunit; erlin-1-like; general transcription factor IIF subunit 2; lariat debranching enzyme; lysine–tRNA ligase; replication factor C subunit 2; protein O-mannosyl-transferase 2; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; pre-mRNA-processing-splicing factor 8; integrator complex subunit 10; methionine aminopeptidase 2; mitochondrial tRNA-specific 2-thiouridylase 1; nuclear hormone receptor HR96; exosome complex component rrp45-like; alpha-1,3/1,6-mannosyltransferase ALG2; thioredoxin-like protein 4A; eukaryotic translation initiation factor 3 subunit L; G patch domain-containing protein 1 homolog; nicastrin; cell division cycle protein 20 homolog; RNA-binding protein cabeza-like; ubiquitin carboxyl-terminal hydrolase 5; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; DNA-directed RNA polymerase II subunit RPB3; uncharacterized LOC552484; alpha-(1,6)-fucosyltransferase; U6 snRNA-associated Sm-like protein LSm4; RNA 3’-terminal phosphate cyclase-like; transcription initiation factor TFIID subunit 7; 39S ribosomal protein L19, mitochondrial; lys-63-specific deubiquitinase BRCC36-like; ubiquitin carboxyl-terminal hydrolase 46; 39S ribosomal protein L3, mitochondrial; histone acetyltransferase KAT8; aurora kinase B; cell division control protein 6 homolog; phenylalanine–tRNA ligase alpha subunit; ribonuclease P/MRP protein subunit POP5; DNA topoisomerase 3-beta-1; uncharacterized LOC724152; 60S ribosomal protein L19; protein AF-9; structural maintenance of chromosomes protein 5; rRNA methyltransferase 3, mitochondrial; DNA mismatch repair protein Mlh1; OTU domain-containing protein 5-B; sprT-like domain-containing protein Spartan; iron-sulfur cluster assembly 2 homolog, mitochondrial-like; adenylyltransferase and sulfurtransferase MOCS3; cell cycle checkpoint protein RAD17; transducin beta-like protein 3; tRNA:m(4)X modification enzyme TRM13 homolog; 39S ribosomal protein L23, mitochondrial; BRISC and BRCA1-A complex member 1-like; methionine aminopeptidase 1D, mitochondrial; nuclear envelope phosphatase-regulatory subunit 1; peptidoglycan-recognition protein 1; 39S ribosomal protein L21, mitochondrial; homeobox protein Nkx-6.1-like; DNA polymerase delta small subunit; protein prenyltransferase alpha subunit repeat-containing protein 1; probable DNA-directed RNA polymerases I and III subunit RPAC2; DNA-directed RNA polymerase I subunit RPA2; uncharacterized LOC725813; 39S ribosomal protein L37, mitochondrial; cell division cycle-associated protein 7-like; pre-mRNA-splicing factor 18; H/ACA ribonucleoprotein complex non-core subunit NAF1; polycomb protein Scm; FACT complex subunit Ssrp1; gem-associated protein 8-like; male-specific lethal 3 homolog; probable 39S ribosomal protein L49, mitochondrial; hairy/enhancer-of-split related with YRPW motif protein 1; putative lipoyltransferase 2, mitochondrial; homologous-pairing protein 2 homolog; DNA polymerase eta; ruvB-like 2; structural maintenance of chromosomes protein 6; E3 ubiquitin-protein ligase synoviolin A; probable elongator complex protein 3; ankyrin repeat and LEM domain-containing protein 2; survival motor neuron protein; uncharacterized LOC100578201; probable deoxyhypusine synthase; histone-lysine N-methyltransferase SETD2; ribonucleases P/MRP protein subunit POP1; protein CASC3
Module 1 GO: Cellular component GO:0043229 intracellular organelle 215/474 447/1126 1.142591 0.0005873 0.0057046 0.0118626 406077 406084 408352 408493 408511 408548 408606 408611 408615 408632 408675 408711 408808 408837 408846 409049 409098 409119 409224 409313 409331 409340 409423 409479 409544 409586 409637 409723 409735 409765 409810 409867 409887 409906 409994 410027 410195 410200 410203 410217 410298 410343 410348 410387 410390 410395 410410 410459 410571 410757 410855 410856 410864 410907 410960 411044 411072 411103 411265 411279 411304 411327 411351 411433 411465 411603 411619 411640 411654 411799 411816 411833 411854 411865 411918 411985 412016 412072 412076 412077 412199 412267 412268 412278 412350 412377 412381 412409 412506 412589 412710 412750 412796 412827 412984 413055 413078 413181 413271 413340 413351 413404 413490 413499 413523 413548 413558 413650 413666 413688 413793 413878 413940 413963 550716 550895 550924 551090 551131 551158 551240 551383 551398 551427 551438 551470 551620 551642 551692 551745 551781 551784 551811 551825 551843 551961 551974 551997 552052 552167 552247 552253 552312 552353 552440 552449 552450 552484 552495 552522 552533 552563 552593 552601 552676 552696 552703 552733 552763 552780 552794 552815 685996 724152 724186 724205 724244 724315 724365 724559 724665 724708 724720 724855 724955 725012 725013 725023 725061 725144 725201 725220 725254 725515 725565 725719 725854 725905 726002 726007 726058 726137 726151 726204 726239 726422 726617 726731 726816 727192 727263 727284 100576104 100576131 100576600 100576667 100576784 100577491 100577816 100578040 100578252 100578450 100578704 100578879 100579040 homeotic protein antennapedia; ecdysone receptor; elongation factor Ts, mitochondrial; uncharacterized LOC408493; protein preli-like; MICOS complex subunit Mic60; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; probable 39S ribosomal protein L24, mitochondrial; zinc finger matrin-type protein 5-like; prosaposin; cytochrome c oxidase subunit 5A, mitochondrial; tyrosine-protein phosphatase non-receptor type 14; paired amphipathic helix protein Sin3a; histone-lysine N-methyltransferase eggless; REST corepressor 3; ubiquinone biosynthesis protein COQ7; actin-related protein 2; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; male-specific lethal 1 homolog; 60S ribosomal protein L6; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; 60S ribosomal protein L23a; 40S ribosomal protein S12, mitochondrial; transcription initiation factor TFIID subunit 6; actin-related protein 6; anaphase-promoting complex subunit 4; FERM domain-containing protein 8; transcription factor Dp-1; transcription initiation factor TFIID subunit 2; INO80 complex subunit E; survival of motor neuron-related-splicing factor 30; COP9 signalosome complex subunit 6; mRNA turnover protein 4 homolog; POU domain protein CF1A; structural maintenance of chromosomes protein 3; conserved oligomeric Golgi complex subunit 6; nuclear pore complex protein Nup93-like; katanin p80 WD40 repeat-containing subunit B1; conserved oligomeric Golgi complex subunit 3; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; DNA topoisomerase 3-alpha; circadian locomoter output cycles protein kaput; retinoblastoma-binding protein 5 homolog; 28S ribosomal protein S29, mitochondrial; nuclear pore complex protein Nup50; U4/U6 small nuclear ribonucleoprotein Prp31; myosin-IB; inhibitor of growth protein 1; cysteine-rich protein 2-binding protein-like; putative 28S ribosomal protein S5, mitochondrial; CXXC-type zinc finger protein 1-like; actin-related protein 8; reticulon-4-interacting protein 1, mitochondrial-like; G1/S-specific cyclin-E1; elongation factor G, mitochondrial; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; digestive organ expansion factor homolog; double-strand-break repair protein rad21 homolog; DNA replication licensing factor Mcm2; probable tRNA N6-adenosine threonylcarbamoyltransferase; N-acetylgalactosaminyltransferase 7; cytoplasmic dynein 1 light intermediate chain 1; la protein homolog; heat shock factor protein; exportin-2; nuclear pore complex protein Nup205; histone-lysine N-methyltransferase SETD1; transforming growth factor beta regulator 1; DNA replication complex GINS protein PSF1-like; vacuolar protein-sorting-associated protein 36; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; transcriptional adapter 1-like; dynactin subunit 2; transcription initiation factor IIA subunit 1; tuberin; histone deacetylase 3; parafibromin; vacuolar protein-sorting-associated protein 25; mitochondrial import inner membrane translocase subunit TIM44; general vesicular transport factor p115; BRCA1-A complex subunit BRE-like; trafficking protein particle complex subunit 3; DNA topoisomerase 1; 3-hydroxyisobutyryl-CoA hydrolase, mitochondrial; Bardet-Biedl syndrome 2 protein homolog; 28S ribosomal protein S30, mitochondrial; uncharacterized LOC413055; very-long-chain (3R)-3-hydroxyacyl-CoA dehydratase; mortality factor 4-like protein 1; galactosylgalactosylxylosylprotein 3-beta-glucuronosyltransferase I; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; clavesin-2-like; cell division cycle protein 23 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; nuclear RNA export factor 1-like; peroxisome biogenesis factor 1; DNA-directed RNA polymerase III subunit RPC5; enhancer of polycomb homolog 1; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; importin-9; splicing factor 3A subunit 3; clathrin heavy chain; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; conserved oligomeric Golgi complex subunit 8; protein max; 28S ribosomal protein S17, mitochondrial; uncharacterized LOC551240; protein MAK16 homolog A; DNA polymerase delta catalytic subunit; erlin-1-like; actin-related protein 1; general transcription factor IIF subunit 2; pre-mRNA-processing-splicing factor 8; GPI mannosyltransferase 4; protein FAM50 homolog; integrator complex subunit 10; pre-rRNA-processing protein TSR1 homolog; probable actin-related protein 2/3 complex subunit 2; graves disease carrier protein homolog; nuclear hormone receptor HR96; LETM1 and EF-hand domain-containing protein anon-60Da, mitochondrial; V-type proton ATPase subunit G; thioredoxin-like protein 4A; cleavage and polyadenylation specificity factor subunit 1; zinc finger protein 330 homolog; IWS1-like protein; nuclear factor NF-kappa-B p100 subunit; mitochondrial chaperone BCS1; RAD50-interacting protein 1; DNA-directed RNA polymerase III subunit RPC4; histone chaperone asf1; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; uncharacterized LOC552484; ATP-binding cassette sub-family D member 3; alpha-(1,6)-fucosyltransferase; GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase; transcription initiation factor TFIID subunit 7; 39S ribosomal protein L19, mitochondrial; lys-63-specific deubiquitinase BRCC36-like; 39S ribosomal protein L3, mitochondrial; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; aurora kinase B; cell division control protein 6 homolog; ribonuclease P/MRP protein subunit POP5; mediator of RNA polymerase II transcription subunit 14; high mobility group protein 20A-like; suppressor of variegation 3-9; uncharacterized LOC724152; 60S ribosomal protein L19; protein AF-9; structural maintenance of chromosomes protein 5; forkhead box protein D3-like; ragulator complex protein LAMTOR4 homolog; cell cycle checkpoint protein RAD17; protein SET; 39S ribosomal protein L23, mitochondrial; vacuolar protein sorting-associated protein 37B; BRISC and BRCA1-A complex member 1-like; KH domain-containing protein akap-1; zinc finger protein 25-like; sister chromatid cohesion protein DCC1; mediator of RNA polymerase II transcription subunit 26; uncharacterized LOC725061; uncharacterized LOC725144; 39S ribosomal protein L21, mitochondrial; homeobox protein Nkx-6.1-like; endothelial zinc finger protein induced by tumor necrosis factor alpha; zinc finger protein 543-like; nitric oxide synthase-interacting protein homolog; DNA-directed RNA polymerase I subunit RPA2; 39S ribosomal protein L37, mitochondrial; pre-mRNA-splicing factor 18; tyrosine-protein kinase hopscotch; polycomb protein Scm; FACT complex subunit Ssrp1; male-specific lethal 3 homolog; probable 39S ribosomal protein L49, mitochondrial; hairy/enhancer-of-split related with YRPW motif protein 1; putative lipoyltransferase 2, mitochondrial; vacuolar protein sorting-associated protein 37A; 39S ribosomal protein L48, mitochondrial; probable 28S ribosomal protein S26, mitochondrial; ruvB-like 2; structural maintenance of chromosomes protein 6; chromobox protein homolog 5; transcription factor Sox-10-like; INO80 complex subunit B; zinc finger protein 267-like; zinc finger protein 345-like; E3 ubiquitin-protein ligase synoviolin A; high mobility group B protein 6-like; survival motor neuron protein; gamma-tubulin complex component 6; rotatin; Ets at 97D ortholog; histone-lysine N-methyltransferase SETD2; tubulin delta chain-like; protein CASC3; chondroitin sulfate synthase 2
Module 1 GO: Cellular component GO:1990234 transferase complex 31/474 47/1126 1.566837 0.0006520 0.0057046 0.0118626 408577 409279 409423 409544 409735 409810 409906 410459 410855 411072 411265 411985 412199 412219 412268 412377 413181 413351 413499 413793 551131 551470 551745 552353 552563 552696 552703 724244 726816 727192 100576667 uncharacterized LOC408577; cullin-4A; male-specific lethal 1 homolog; ruvB-like 1; transcription initiation factor TFIID subunit 6; anaphase-promoting complex subunit 4; transcription initiation factor TFIID subunit 2; cyclin-H; retinoblastoma-binding protein 5 homolog; cysteine-rich protein 2-binding protein-like; CXXC-type zinc finger protein 1-like; histone-lysine N-methyltransferase SETD1; transcriptional adapter 1-like; ubiquitin conjugation factor E4 B; transcription initiation factor IIA subunit 1; parafibromin; mortality factor 4-like protein 1; integrator complex subunit 7; cell division cycle protein 23 homolog; enhancer of polycomb homolog 1; protein max; general transcription factor IIF subunit 2; integrator complex subunit 10; DNA-directed RNA polymerase III subunit RPC4; transcription initiation factor TFIID subunit 7; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; structural maintenance of chromosomes protein 5; ruvB-like 2; structural maintenance of chromosomes protein 6; E3 ubiquitin-protein ligase synoviolin A
Module 1 GO: Biological process GO:0006139 nucleobase-containing compound metabolic process 160/463 285/960 1.164033 0.0009101 0.0265200 0.0621362 406084 406112 408346 408363 408441 408474 408501 408527 408606 408611 408615 408632 408687 408815 408980 409049 409331 409340 409347 409392 409544 409586 409653 409696 409735 409839 409883 409887 409891 409915 410027 410076 410093 410203 410390 410395 410410 410459 410571 410749 410757 410806 410907 410941 411164 411167 411218 411279 411433 411465 411640 411649 411654 411719 411786 411833 412069 412072 412159 412200 412268 412350 412377 412410 412467 412750 413087 413139 413181 413340 413351 413404 413523 413548 413558 413688 413690 413718 413793 413794 413815 413821 413878 413963 414001 550673 550692 550885 550895 550924 551083 551093 551150 551240 551321 551398 551470 551497 551538 551540 551616 551620 551721 551745 551812 551825 551835 551855 551974 551986 552172 552303 552353 552449 552450 552458 552484 552529 552554 552563 552601 552696 552755 552763 552768 552780 552787 724205 724244 724247 724296 724424 724496 724559 724596 724635 724855 725220 725268 725330 725633 725719 725859 725905 725948 726007 726058 726086 726137 726204 726449 726583 726816 727192 100576866 100577491 100578201 100578450 100578852 100578879 ecdysone receptor; period circadian protein; UPF0396 protein CG6066; adenylate cyclase 3; adenosine kinase 1; apyrase; serine/threonine-protein kinase/endoribonuclease IRE1; pre-mRNA-splicing factor SPF27; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; putative tRNA (cytidine(32)/guanosine(34)-2’-O)-methyltransferase; probable DNA mismatch repair protein Msh6; DNA oxidative demethylase ALKBH1; paired amphipathic helix protein Sin3a; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; U4/U6.U5 tri-snRNP-associated protein 1; ATPase WRNIP1-like; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; tRNA-splicing ligase RtcB homolog; splicing factor 45; transcription initiation factor TFIID subunit 6; regulator of nonsense transcripts 1; splicing factor 3A subunit 1; transcription factor Dp-1; cell division cycle and apoptosis regulator protein 1; RNA-binding protein 26; survival of motor neuron-related-splicing factor 30; probable uridine-cytidine kinase; geminin; POU domain protein CF1A; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; DNA topoisomerase 3-alpha; squamous cell carcinoma antigen recognized by T-cells 3; circadian locomoter output cycles protein kaput; histidine–tRNA ligase, cytoplasmic; U4/U6 small nuclear ribonucleoprotein Prp31; protein MTO1 homolog, mitochondrial; DNA-directed RNA polymerase III subunit RPC3; cysteine–tRNA ligase, cytoplasmic; WW domain-binding protein 11; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; DNA replication licensing factor Mcm2; alkylated DNA repair protein alkB homolog 8; probable tRNA N6-adenosine threonylcarbamoyltransferase; probable queuine tRNA-ribosyltransferase; general transcription factor IIE subunit 1; la protein homolog; UTP–glucose-1-phosphate uridylyltransferase; DNA replication complex GINS protein PSF1-like; pre-mRNA-splicing factor SYF1; threonine–tRNA ligase, cytoplasmic; transcription initiation factor IIA subunit 1; histone deacetylase 3; parafibromin; U3 small nucleolar RNA-associated protein 6 homolog; bifunctional purine biosynthesis protein PURH; DNA topoisomerase 1; tRNA (uracil-5-)-methyltransferase homolog A-like; probable phenylalanine–tRNA ligase, mitochondrial; mortality factor 4-like protein 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; DNA-directed RNA polymerase III subunit RPC5; helicase SKI2W; probable glutamine–tRNA ligase; enhancer of polycomb homolog 1; translin; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; histone deacetylase complex subunit SAP130-A-like; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; splicing factor 3A subunit 3; mRNA-capping enzyme; inosine-5’-monophosphate dehydrogenase 1b; TATA-box-binding protein; nicotinate phosphoribosyltransferase; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; probable tRNA pseudouridine synthase 2; V-type proton ATPase catalytic subunit A; BRCA2-interacting transcriptional repressor EMSY; uncharacterized LOC551240; 39S ribosomal protein L44, mitochondrial; DNA polymerase delta catalytic subunit; general transcription factor IIF subunit 2; lariat debranching enzyme; lysine–tRNA ligase; replication factor C subunit 2; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; pre-mRNA-processing-splicing factor 8; V-type proton ATPase subunit B; integrator complex subunit 10; mitochondrial tRNA-specific 2-thiouridylase 1; nuclear hormone receptor HR96; CTP synthase; exosome complex component rrp45-like; thioredoxin-like protein 4A; deoxyribose-phosphate aldolase; G patch domain-containing protein 1 homolog; RNA-binding protein cabeza-like; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; DNA-directed RNA polymerase II subunit RPB3; uncharacterized LOC552484; U6 snRNA-associated Sm-like protein LSm4; RNA 3’-terminal phosphate cyclase-like; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; histone acetyltransferase KAT8; probable GDP-L-fucose synthase; cell division control protein 6 homolog; phenylalanine–tRNA ligase alpha subunit; ribonuclease P/MRP protein subunit POP5; DNA topoisomerase 3-beta-1; protein AF-9; structural maintenance of chromosomes protein 5; rRNA methyltransferase 3, mitochondrial; DNA mismatch repair protein Mlh1; sprT-like domain-containing protein Spartan; adenylyltransferase and sulfurtransferase MOCS3; cell cycle checkpoint protein RAD17; transducin beta-like protein 3; tRNA:m(4)X modification enzyme TRM13 homolog; BRISC and BRCA1-A complex member 1-like; homeobox protein Nkx-6.1-like; S1 RNA-binding domain-containing protein 1; DNA polymerase delta small subunit; probable DNA-directed RNA polymerases I and III subunit RPAC2; DNA-directed RNA polymerase I subunit RPA2; cell division cycle-associated protein 7-like; pre-mRNA-splicing factor 18; H/ACA ribonucleoprotein complex non-core subunit NAF1; polycomb protein Scm; FACT complex subunit Ssrp1; gem-associated protein 8-like; male-specific lethal 3 homolog; hairy/enhancer-of-split related with YRPW motif protein 1; homologous-pairing protein 2 homolog; DNA polymerase eta; ruvB-like 2; structural maintenance of chromosomes protein 6; probable elongator complex protein 3; survival motor neuron protein; uncharacterized LOC100578201; histone-lysine N-methyltransferase SETD2; ribonucleases P/MRP protein subunit POP1; protein CASC3
Module 1 GO: Cellular component GO:0005681 spliceosomal complex 8/474 8/1126 2.375527 0.0009527 0.0066688 0.0143521 408611 408632 413523 413548 413963 551620 551974 725905 Sip1/TFIP11 interacting protein; spliceosome-associated protein CWC15 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; splicing factor 3A subunit 3; pre-mRNA-processing-splicing factor 8; thioredoxin-like protein 4A; pre-mRNA-splicing factor 18
Module 1 KEGG KEGG:03460 Fanconi anemia pathway 11/497 12/1081 1.993796 0.0012792 0.0262233 0.0639592 409389 410571 411121 552450 552787 552851 724296 725418 725934 726583 726862 ubiquitin specific protease-like; DNA topoisomerase 3-alpha; WD repeat-containing protein 48; DNA repair protein RAD51 homolog A; DNA topoisomerase 3-beta-1; crossover junction endonuclease EME1; DNA mismatch repair protein Mlh1; replication protein A 32 kDa subunit; replication protein A 70 kDa DNA-binding subunit; DNA polymerase eta; DNA repair protein REV1
Module 1 GO: Biological process GO:0046483 heterocycle metabolic process 164/463 295/960 1.152689 0.0014783 0.0265200 0.0883095 406084 406112 408346 408363 408441 408474 408501 408527 408606 408611 408615 408632 408687 408815 408859 408980 409049 409331 409340 409347 409392 409544 409586 409653 409696 409735 409839 409883 409887 409891 409915 410027 410076 410093 410203 410390 410395 410410 410459 410571 410749 410757 410806 410907 410941 411164 411167 411218 411279 411433 411465 411640 411649 411654 411719 411786 411833 412069 412072 412159 412200 412268 412350 412377 412410 412467 412750 413087 413139 413181 413340 413351 413404 413523 413548 413558 413688 413690 413718 413793 413794 413815 413821 413878 413963 414001 494506 550673 550692 550885 550895 550924 551083 551093 551150 551240 551321 551398 551470 551497 551538 551540 551616 551620 551721 551745 551812 551825 551835 551855 551974 551986 552172 552303 552353 552449 552450 552458 552484 552529 552554 552563 552601 552663 552696 552755 552763 552768 552780 552787 724205 724244 724247 724296 724424 724496 724559 724596 724635 724855 725220 725268 725330 725633 725719 725859 725905 725948 726007 726058 726086 726137 726204 726449 726583 726754 726816 727192 100576866 100577491 100578201 100578450 100578852 100578879 ecdysone receptor; period circadian protein; UPF0396 protein CG6066; adenylate cyclase 3; adenosine kinase 1; apyrase; serine/threonine-protein kinase/endoribonuclease IRE1; pre-mRNA-splicing factor SPF27; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; putative tRNA (cytidine(32)/guanosine(34)-2’-O)-methyltransferase; probable DNA mismatch repair protein Msh6; pyrroline-5-carboxylate reductase 2; DNA oxidative demethylase ALKBH1; paired amphipathic helix protein Sin3a; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; U4/U6.U5 tri-snRNP-associated protein 1; ATPase WRNIP1-like; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; tRNA-splicing ligase RtcB homolog; splicing factor 45; transcription initiation factor TFIID subunit 6; regulator of nonsense transcripts 1; splicing factor 3A subunit 1; transcription factor Dp-1; cell division cycle and apoptosis regulator protein 1; RNA-binding protein 26; survival of motor neuron-related-splicing factor 30; probable uridine-cytidine kinase; geminin; POU domain protein CF1A; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; DNA topoisomerase 3-alpha; squamous cell carcinoma antigen recognized by T-cells 3; circadian locomoter output cycles protein kaput; histidine–tRNA ligase, cytoplasmic; U4/U6 small nuclear ribonucleoprotein Prp31; protein MTO1 homolog, mitochondrial; DNA-directed RNA polymerase III subunit RPC3; cysteine–tRNA ligase, cytoplasmic; WW domain-binding protein 11; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; DNA replication licensing factor Mcm2; alkylated DNA repair protein alkB homolog 8; probable tRNA N6-adenosine threonylcarbamoyltransferase; probable queuine tRNA-ribosyltransferase; general transcription factor IIE subunit 1; la protein homolog; UTP–glucose-1-phosphate uridylyltransferase; DNA replication complex GINS protein PSF1-like; pre-mRNA-splicing factor SYF1; threonine–tRNA ligase, cytoplasmic; transcription initiation factor IIA subunit 1; histone deacetylase 3; parafibromin; U3 small nucleolar RNA-associated protein 6 homolog; bifunctional purine biosynthesis protein PURH; DNA topoisomerase 1; tRNA (uracil-5-)-methyltransferase homolog A-like; probable phenylalanine–tRNA ligase, mitochondrial; mortality factor 4-like protein 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; DNA-directed RNA polymerase III subunit RPC5; helicase SKI2W; probable glutamine–tRNA ligase; enhancer of polycomb homolog 1; translin; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; histone deacetylase complex subunit SAP130-A-like; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; splicing factor 3A subunit 3; mRNA-capping enzyme; heme oxygenase; inosine-5’-monophosphate dehydrogenase 1b; TATA-box-binding protein; nicotinate phosphoribosyltransferase; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; probable tRNA pseudouridine synthase 2; V-type proton ATPase catalytic subunit A; BRCA2-interacting transcriptional repressor EMSY; uncharacterized LOC551240; 39S ribosomal protein L44, mitochondrial; DNA polymerase delta catalytic subunit; general transcription factor IIF subunit 2; lariat debranching enzyme; lysine–tRNA ligase; replication factor C subunit 2; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; pre-mRNA-processing-splicing factor 8; V-type proton ATPase subunit B; integrator complex subunit 10; mitochondrial tRNA-specific 2-thiouridylase 1; nuclear hormone receptor HR96; CTP synthase; exosome complex component rrp45-like; thioredoxin-like protein 4A; deoxyribose-phosphate aldolase; G patch domain-containing protein 1 homolog; RNA-binding protein cabeza-like; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; DNA-directed RNA polymerase II subunit RPB3; uncharacterized LOC552484; U6 snRNA-associated Sm-like protein LSm4; RNA 3’-terminal phosphate cyclase-like; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; pyridoxal kinase; histone acetyltransferase KAT8; probable GDP-L-fucose synthase; cell division control protein 6 homolog; phenylalanine–tRNA ligase alpha subunit; ribonuclease P/MRP protein subunit POP5; DNA topoisomerase 3-beta-1; protein AF-9; structural maintenance of chromosomes protein 5; rRNA methyltransferase 3, mitochondrial; DNA mismatch repair protein Mlh1; sprT-like domain-containing protein Spartan; adenylyltransferase and sulfurtransferase MOCS3; cell cycle checkpoint protein RAD17; transducin beta-like protein 3; tRNA:m(4)X modification enzyme TRM13 homolog; BRISC and BRCA1-A complex member 1-like; homeobox protein Nkx-6.1-like; S1 RNA-binding domain-containing protein 1; DNA polymerase delta small subunit; probable DNA-directed RNA polymerases I and III subunit RPAC2; DNA-directed RNA polymerase I subunit RPA2; cell division cycle-associated protein 7-like; pre-mRNA-splicing factor 18; H/ACA ribonucleoprotein complex non-core subunit NAF1; polycomb protein Scm; FACT complex subunit Ssrp1; gem-associated protein 8-like; male-specific lethal 3 homolog; hairy/enhancer-of-split related with YRPW motif protein 1; homologous-pairing protein 2 homolog; DNA polymerase eta; kynurenine formamidase; ruvB-like 2; structural maintenance of chromosomes protein 6; probable elongator complex protein 3; survival motor neuron protein; uncharacterized LOC100578201; histone-lysine N-methyltransferase SETD2; ribonucleases P/MRP protein subunit POP1; protein CASC3
Module 1 GO: Biological process GO:1901360 organic cyclic compound metabolic process 166/463 300/960 1.147300 0.0018598 0.0265200 0.0987528 406084 406112 408346 408363 408441 408474 408501 408527 408606 408611 408615 408622 408632 408687 408815 408859 408980 409049 409331 409340 409347 409392 409544 409586 409653 409696 409735 409839 409883 409887 409891 409915 410027 410076 410093 410203 410390 410395 410410 410459 410571 410749 410757 410806 410907 410941 411164 411167 411218 411279 411433 411465 411640 411649 411654 411719 411786 411833 412069 412072 412159 412200 412268 412350 412377 412410 412467 412750 413087 413139 413181 413340 413351 413404 413523 413548 413558 413688 413690 413718 413793 413794 413815 413821 413878 413963 414001 494506 550673 550692 550885 550895 550924 551083 551093 551150 551240 551321 551398 551470 551497 551538 551540 551616 551620 551721 551745 551812 551825 551835 551855 551974 551986 552172 552303 552353 552449 552450 552458 552484 552529 552554 552563 552601 552663 552696 552755 552763 552768 552780 552787 724205 724244 724247 724296 724424 724496 724559 724596 724635 724855 725018 725220 725268 725330 725633 725719 725859 725905 725948 726007 726058 726086 726137 726204 726449 726583 726754 726816 727192 100576866 100577491 100578201 100578450 100578852 100578879 ecdysone receptor; period circadian protein; UPF0396 protein CG6066; adenylate cyclase 3; adenosine kinase 1; apyrase; serine/threonine-protein kinase/endoribonuclease IRE1; pre-mRNA-splicing factor SPF27; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; protein henna; spliceosome-associated protein CWC15 homolog; putative tRNA (cytidine(32)/guanosine(34)-2’-O)-methyltransferase; probable DNA mismatch repair protein Msh6; pyrroline-5-carboxylate reductase 2; DNA oxidative demethylase ALKBH1; paired amphipathic helix protein Sin3a; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; U4/U6.U5 tri-snRNP-associated protein 1; ATPase WRNIP1-like; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; tRNA-splicing ligase RtcB homolog; splicing factor 45; transcription initiation factor TFIID subunit 6; regulator of nonsense transcripts 1; splicing factor 3A subunit 1; transcription factor Dp-1; cell division cycle and apoptosis regulator protein 1; RNA-binding protein 26; survival of motor neuron-related-splicing factor 30; probable uridine-cytidine kinase; geminin; POU domain protein CF1A; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; DNA topoisomerase 3-alpha; squamous cell carcinoma antigen recognized by T-cells 3; circadian locomoter output cycles protein kaput; histidine–tRNA ligase, cytoplasmic; U4/U6 small nuclear ribonucleoprotein Prp31; protein MTO1 homolog, mitochondrial; DNA-directed RNA polymerase III subunit RPC3; cysteine–tRNA ligase, cytoplasmic; WW domain-binding protein 11; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; DNA replication licensing factor Mcm2; alkylated DNA repair protein alkB homolog 8; probable tRNA N6-adenosine threonylcarbamoyltransferase; probable queuine tRNA-ribosyltransferase; general transcription factor IIE subunit 1; la protein homolog; UTP–glucose-1-phosphate uridylyltransferase; DNA replication complex GINS protein PSF1-like; pre-mRNA-splicing factor SYF1; threonine–tRNA ligase, cytoplasmic; transcription initiation factor IIA subunit 1; histone deacetylase 3; parafibromin; U3 small nucleolar RNA-associated protein 6 homolog; bifunctional purine biosynthesis protein PURH; DNA topoisomerase 1; tRNA (uracil-5-)-methyltransferase homolog A-like; probable phenylalanine–tRNA ligase, mitochondrial; mortality factor 4-like protein 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; DNA-directed RNA polymerase III subunit RPC5; helicase SKI2W; probable glutamine–tRNA ligase; enhancer of polycomb homolog 1; translin; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; histone deacetylase complex subunit SAP130-A-like; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; splicing factor 3A subunit 3; mRNA-capping enzyme; heme oxygenase; inosine-5’-monophosphate dehydrogenase 1b; TATA-box-binding protein; nicotinate phosphoribosyltransferase; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; probable tRNA pseudouridine synthase 2; V-type proton ATPase catalytic subunit A; BRCA2-interacting transcriptional repressor EMSY; uncharacterized LOC551240; 39S ribosomal protein L44, mitochondrial; DNA polymerase delta catalytic subunit; general transcription factor IIF subunit 2; lariat debranching enzyme; lysine–tRNA ligase; replication factor C subunit 2; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; pre-mRNA-processing-splicing factor 8; V-type proton ATPase subunit B; integrator complex subunit 10; mitochondrial tRNA-specific 2-thiouridylase 1; nuclear hormone receptor HR96; CTP synthase; exosome complex component rrp45-like; thioredoxin-like protein 4A; deoxyribose-phosphate aldolase; G patch domain-containing protein 1 homolog; RNA-binding protein cabeza-like; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; DNA-directed RNA polymerase II subunit RPB3; uncharacterized LOC552484; U6 snRNA-associated Sm-like protein LSm4; RNA 3’-terminal phosphate cyclase-like; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; pyridoxal kinase; histone acetyltransferase KAT8; probable GDP-L-fucose synthase; cell division control protein 6 homolog; phenylalanine–tRNA ligase alpha subunit; ribonuclease P/MRP protein subunit POP5; DNA topoisomerase 3-beta-1; protein AF-9; structural maintenance of chromosomes protein 5; rRNA methyltransferase 3, mitochondrial; DNA mismatch repair protein Mlh1; sprT-like domain-containing protein Spartan; adenylyltransferase and sulfurtransferase MOCS3; cell cycle checkpoint protein RAD17; transducin beta-like protein 3; tRNA:m(4)X modification enzyme TRM13 homolog; BRISC and BRCA1-A complex member 1-like; phosphomevalonate kinase; homeobox protein Nkx-6.1-like; S1 RNA-binding domain-containing protein 1; DNA polymerase delta small subunit; probable DNA-directed RNA polymerases I and III subunit RPAC2; DNA-directed RNA polymerase I subunit RPA2; cell division cycle-associated protein 7-like; pre-mRNA-splicing factor 18; H/ACA ribonucleoprotein complex non-core subunit NAF1; polycomb protein Scm; FACT complex subunit Ssrp1; gem-associated protein 8-like; male-specific lethal 3 homolog; hairy/enhancer-of-split related with YRPW motif protein 1; homologous-pairing protein 2 homolog; DNA polymerase eta; kynurenine formamidase; ruvB-like 2; structural maintenance of chromosomes protein 6; probable elongator complex protein 3; survival motor neuron protein; uncharacterized LOC100578201; histone-lysine N-methyltransferase SETD2; ribonucleases P/MRP protein subunit POP1; protein CASC3
Module 1 GO: Biological process GO:0006725 cellular aromatic compound metabolic process 164/463 297/960 1.144927 0.0023156 0.0265200 0.1038832 406084 406112 408346 408363 408441 408474 408501 408527 408606 408611 408615 408622 408632 408687 408815 408980 409049 409331 409340 409347 409392 409544 409586 409653 409696 409735 409839 409883 409887 409891 409915 410027 410076 410093 410203 410390 410395 410410 410459 410571 410749 410757 410806 410907 410941 411164 411167 411218 411279 411433 411465 411640 411649 411654 411719 411786 411833 412069 412072 412159 412200 412268 412350 412377 412410 412467 412750 413087 413139 413181 413340 413351 413404 413523 413548 413558 413688 413690 413718 413793 413794 413815 413821 413878 413963 414001 494506 550673 550692 550885 550895 550924 551083 551093 551150 551240 551321 551398 551470 551497 551538 551540 551616 551620 551721 551745 551812 551825 551835 551855 551974 551986 552172 552303 552353 552449 552450 552458 552484 552529 552554 552563 552601 552663 552696 552755 552763 552768 552780 552787 724205 724244 724247 724296 724424 724496 724559 724596 724635 724855 725220 725268 725330 725633 725719 725859 725905 725948 726007 726058 726086 726137 726204 726449 726583 726754 726816 727192 100576866 100577491 100578201 100578450 100578852 100578879 ecdysone receptor; period circadian protein; UPF0396 protein CG6066; adenylate cyclase 3; adenosine kinase 1; apyrase; serine/threonine-protein kinase/endoribonuclease IRE1; pre-mRNA-splicing factor SPF27; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; protein henna; spliceosome-associated protein CWC15 homolog; putative tRNA (cytidine(32)/guanosine(34)-2’-O)-methyltransferase; probable DNA mismatch repair protein Msh6; DNA oxidative demethylase ALKBH1; paired amphipathic helix protein Sin3a; YEATS domain-containing protein 2; UV excision repair protein RAD23 homolog B; U4/U6.U5 tri-snRNP-associated protein 1; ATPase WRNIP1-like; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; tRNA-splicing ligase RtcB homolog; splicing factor 45; transcription initiation factor TFIID subunit 6; regulator of nonsense transcripts 1; splicing factor 3A subunit 1; transcription factor Dp-1; cell division cycle and apoptosis regulator protein 1; RNA-binding protein 26; survival of motor neuron-related-splicing factor 30; probable uridine-cytidine kinase; geminin; POU domain protein CF1A; protein suppressor of forked; chromobox protein homolog 1-like; ATP-dependent DNA helicase PIF1; cyclin-H; DNA topoisomerase 3-alpha; squamous cell carcinoma antigen recognized by T-cells 3; circadian locomoter output cycles protein kaput; histidine–tRNA ligase, cytoplasmic; U4/U6 small nuclear ribonucleoprotein Prp31; protein MTO1 homolog, mitochondrial; DNA-directed RNA polymerase III subunit RPC3; cysteine–tRNA ligase, cytoplasmic; WW domain-binding protein 11; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; DNA replication licensing factor Mcm2; alkylated DNA repair protein alkB homolog 8; probable tRNA N6-adenosine threonylcarbamoyltransferase; probable queuine tRNA-ribosyltransferase; general transcription factor IIE subunit 1; la protein homolog; UTP–glucose-1-phosphate uridylyltransferase; DNA replication complex GINS protein PSF1-like; pre-mRNA-splicing factor SYF1; threonine–tRNA ligase, cytoplasmic; transcription initiation factor IIA subunit 1; histone deacetylase 3; parafibromin; U3 small nucleolar RNA-associated protein 6 homolog; bifunctional purine biosynthesis protein PURH; DNA topoisomerase 1; tRNA (uracil-5-)-methyltransferase homolog A-like; probable phenylalanine–tRNA ligase, mitochondrial; mortality factor 4-like protein 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; photoreceptor-specific nuclear receptor; DNA-directed RNA polymerase III subunit RPC5; helicase SKI2W; probable glutamine–tRNA ligase; enhancer of polycomb homolog 1; translin; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; histone deacetylase complex subunit SAP130-A-like; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; splicing factor 3A subunit 3; mRNA-capping enzyme; heme oxygenase; inosine-5’-monophosphate dehydrogenase 1b; TATA-box-binding protein; nicotinate phosphoribosyltransferase; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; probable tRNA pseudouridine synthase 2; V-type proton ATPase catalytic subunit A; BRCA2-interacting transcriptional repressor EMSY; uncharacterized LOC551240; 39S ribosomal protein L44, mitochondrial; DNA polymerase delta catalytic subunit; general transcription factor IIF subunit 2; lariat debranching enzyme; lysine–tRNA ligase; replication factor C subunit 2; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; pre-mRNA-processing-splicing factor 8; V-type proton ATPase subunit B; integrator complex subunit 10; mitochondrial tRNA-specific 2-thiouridylase 1; nuclear hormone receptor HR96; CTP synthase; exosome complex component rrp45-like; thioredoxin-like protein 4A; deoxyribose-phosphate aldolase; G patch domain-containing protein 1 homolog; RNA-binding protein cabeza-like; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; DNA repair protein RAD51 homolog A; DNA-directed RNA polymerase II subunit RPB3; uncharacterized LOC552484; U6 snRNA-associated Sm-like protein LSm4; RNA 3’-terminal phosphate cyclase-like; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; pyridoxal kinase; histone acetyltransferase KAT8; probable GDP-L-fucose synthase; cell division control protein 6 homolog; phenylalanine–tRNA ligase alpha subunit; ribonuclease P/MRP protein subunit POP5; DNA topoisomerase 3-beta-1; protein AF-9; structural maintenance of chromosomes protein 5; rRNA methyltransferase 3, mitochondrial; DNA mismatch repair protein Mlh1; sprT-like domain-containing protein Spartan; adenylyltransferase and sulfurtransferase MOCS3; cell cycle checkpoint protein RAD17; transducin beta-like protein 3; tRNA:m(4)X modification enzyme TRM13 homolog; BRISC and BRCA1-A complex member 1-like; homeobox protein Nkx-6.1-like; S1 RNA-binding domain-containing protein 1; DNA polymerase delta small subunit; probable DNA-directed RNA polymerases I and III subunit RPAC2; DNA-directed RNA polymerase I subunit RPA2; cell division cycle-associated protein 7-like; pre-mRNA-splicing factor 18; H/ACA ribonucleoprotein complex non-core subunit NAF1; polycomb protein Scm; FACT complex subunit Ssrp1; gem-associated protein 8-like; male-specific lethal 3 homolog; hairy/enhancer-of-split related with YRPW motif protein 1; homologous-pairing protein 2 homolog; DNA polymerase eta; kynurenine formamidase; ruvB-like 2; structural maintenance of chromosomes protein 6; probable elongator complex protein 3; survival motor neuron protein; uncharacterized LOC100578201; histone-lysine N-methyltransferase SETD2; ribonucleases P/MRP protein subunit POP1; protein CASC3
Module 1 GO: Biological process GO:0033554 cellular response to stress 23/463 31/960 1.538354 0.0026085 0.0265200 0.1038832 408815 408980 409340 409544 409696 410410 411279 550895 551427 551616 552450 552601 724152 724244 724296 724424 724559 724855 726058 726583 726816 727192 100576667 probable DNA mismatch repair protein Msh6; DNA oxidative demethylase ALKBH1; UV excision repair protein RAD23 homolog B; ruvB-like 1; splicing factor 45; ATP-dependent DNA helicase PIF1; actin-related protein 8; general transcription factor IIH subunit 1; erlin-1-like; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; DNA repair protein RAD51 homolog A; lys-63-specific deubiquitinase BRCC36-like; uncharacterized LOC724152; structural maintenance of chromosomes protein 5; DNA mismatch repair protein Mlh1; sprT-like domain-containing protein Spartan; cell cycle checkpoint protein RAD17; BRISC and BRCA1-A complex member 1-like; FACT complex subunit Ssrp1; DNA polymerase eta; ruvB-like 2; structural maintenance of chromosomes protein 6; E3 ubiquitin-protein ligase synoviolin A
Module 1 GO: Cellular component GO:0043233 organelle lumen 45/474 78/1126 1.370497 0.0029394 0.0146972 0.0236060 408511 409049 409423 409544 409735 409906 409994 410200 410395 410459 410855 410856 411072 411265 411279 411433 411465 411619 411985 412072 412077 412199 412268 412377 413181 413340 413351 413404 413793 550924 551131 551383 551470 551745 552353 552449 552563 552696 552703 552780 552794 726617 726731 726816 100576104 protein preli-like; paired amphipathic helix protein Sin3a; male-specific lethal 1 homolog; ruvB-like 1; transcription initiation factor TFIID subunit 6; transcription initiation factor TFIID subunit 2; INO80 complex subunit E; mRNA turnover protein 4 homolog; chromobox protein homolog 1-like; cyclin-H; retinoblastoma-binding protein 5 homolog; 28S ribosomal protein S29, mitochondrial; cysteine-rich protein 2-binding protein-like; CXXC-type zinc finger protein 1-like; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; double-strand-break repair protein rad21 homolog; histone-lysine N-methyltransferase SETD1; DNA replication complex GINS protein PSF1-like; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; transcriptional adapter 1-like; transcription initiation factor IIA subunit 1; parafibromin; mortality factor 4-like protein 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; enhancer of polycomb homolog 1; cleavage stimulation factor subunit 2; protein max; protein MAK16 homolog A; general transcription factor IIF subunit 2; integrator complex subunit 10; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; transcription initiation factor TFIID subunit 7; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; ribonuclease P/MRP protein subunit POP5; mediator of RNA polymerase II transcription subunit 14; 39S ribosomal protein L48, mitochondrial; probable 28S ribosomal protein S26, mitochondrial; ruvB-like 2; INO80 complex subunit B
Module 1 GO: Cellular component GO:0070013 intracellular organelle lumen 45/474 78/1126 1.370497 0.0029394 0.0146972 0.0236060 408511 409049 409423 409544 409735 409906 409994 410200 410395 410459 410855 410856 411072 411265 411279 411433 411465 411619 411985 412072 412077 412199 412268 412377 413181 413340 413351 413404 413793 550924 551131 551383 551470 551745 552353 552449 552563 552696 552703 552780 552794 726617 726731 726816 100576104 protein preli-like; paired amphipathic helix protein Sin3a; male-specific lethal 1 homolog; ruvB-like 1; transcription initiation factor TFIID subunit 6; transcription initiation factor TFIID subunit 2; INO80 complex subunit E; mRNA turnover protein 4 homolog; chromobox protein homolog 1-like; cyclin-H; retinoblastoma-binding protein 5 homolog; 28S ribosomal protein S29, mitochondrial; cysteine-rich protein 2-binding protein-like; CXXC-type zinc finger protein 1-like; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; double-strand-break repair protein rad21 homolog; histone-lysine N-methyltransferase SETD1; DNA replication complex GINS protein PSF1-like; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; transcriptional adapter 1-like; transcription initiation factor IIA subunit 1; parafibromin; mortality factor 4-like protein 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; enhancer of polycomb homolog 1; cleavage stimulation factor subunit 2; protein max; protein MAK16 homolog A; general transcription factor IIF subunit 2; integrator complex subunit 10; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; transcription initiation factor TFIID subunit 7; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; ribonuclease P/MRP protein subunit POP5; mediator of RNA polymerase II transcription subunit 14; 39S ribosomal protein L48, mitochondrial; probable 28S ribosomal protein S26, mitochondrial; ruvB-like 2; INO80 complex subunit B
Module 1 KEGG KEGG:03420 Nucleotide excision repair 11/497 13/1081 1.840427 0.0048673 0.0665198 0.1622435 409279 409340 410459 412240 412593 550895 551398 551540 725330 725418 725934 cullin-4A; UV excision repair protein RAD23 homolog B; cyclin-H; DNA repair protein complementing XP-A cells homolog; DNA damage-binding protein 1; general transcription factor IIH subunit 1; DNA polymerase delta catalytic subunit; replication factor C subunit 2; DNA polymerase delta small subunit; replication protein A 32 kDa subunit; replication protein A 70 kDa DNA-binding subunit
Module 1 GO: Biological process GO:0006325 chromatin organization 17/463 22/960 1.602199 0.0049039 0.0427343 0.1662997 409423 409544 409765 409994 411044 411279 411985 412077 412377 412746 413181 552440 552733 724665 726137 726816 100576104 male-specific lethal 1 homolog; ruvB-like 1; actin-related protein 6; INO80 complex subunit E; inhibitor of growth protein 1; actin-related protein 8; histone-lysine N-methyltransferase SETD1; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; parafibromin; calcineurin-binding protein cabin-1-like; mortality factor 4-like protein 1; histone chaperone asf1; aurora kinase B; protein SET; male-specific lethal 3 homolog; ruvB-like 2; INO80 complex subunit B
Module 1 GO: Molecular function GO:0101005 ubiquitinyl hydrolase activity 12/626 15/1400 1.789137 0.0057184 0.0729528 0.1369810 409387 409389 410162 411362 411572 411981 412644 413813 552324 552601 552660 724338 ubiquitin carboxyl-terminal hydrolase; ubiquitin specific protease-like; ataxin-3-like; ubiquitin carboxyl-terminal hydrolase 8-like; ubiquitin carboxyl-terminal hydrolase 14; probable ubiquitin carboxyl-terminal hydrolase FAF-X; josephin-2; ubiquitin carboxyl-terminal hydrolase isozyme L5; ubiquitin carboxyl-terminal hydrolase 5; lys-63-specific deubiquitinase BRCC36-like; ubiquitin carboxyl-terminal hydrolase 46; OTU domain-containing protein 5-B
Module 1 GO: Molecular function GO:0019899 enzyme binding 19/626 27/1400 1.573778 0.0059210 0.0729528 0.1369810 409255 409279 409370 411245 411865 412708 412817 413208 413677 413735 413738 413940 550698 551256 551427 551741 724332 100577386 100578506 active breakpoint cluster region-related protein; cullin-4A; brefeldin A-inhibited guanine nucleotide-exchange protein 1; dedicator of cytokinesis protein 7; exportin-2; calcyclin-binding protein; importin-4-like; rab11 family-interacting protein 2; rho guanine nucleotide exchange factor 10; glutamate–cysteine ligase regulatory subunit; uncharacterized LOC413738; importin-9; cyclin-Y; protein CNPPD1; erlin-1-like; rac guanine nucleotide exchange factor JJ; rho guanine nucleotide exchange factor 3-like; ankyrin repeat and LEM domain-containing protein 2; Rho-associated, coiled-coil containing protein kinase 2
Module 1 GO: Molecular function GO:0008276 protein methyltransferase activity 6/626 6/1400 2.236422 0.0078868 0.0729528 0.1369810 409098 409833 411985 552772 685996 100578450 histone-lysine N-methyltransferase eggless; hemK methyltransferase family member 1; histone-lysine N-methyltransferase SETD1; protein-lysine N-methyltransferase N6AMT2; suppressor of variegation 3-9; histone-lysine N-methyltransferase SETD2
Module 1 KEGG KEGG:03040 Spliceosome 29/497 45/1081 1.401699 0.0084708 0.0868256 0.2117698 408527 408606 408632 409347 409647 409696 409866 409883 410027 410434 410907 411218 411538 412064 412159 413523 413548 413963 550656 551331 551620 551974 552027 552198 552444 552527 552529 725905 727087 pre-mRNA-splicing factor SPF27; PRP3 pre-mRNA processing factor 3 homolog; spliceosome-associated protein CWC15 homolog; U4/U6.U5 tri-snRNP-associated protein 1; THO complex subunit 1; splicing factor 45; eukaryotic initiation factor 4A-III; splicing factor 3A subunit 1; survival of motor neuron-related-splicing factor 30; splicing factor 3B subunit 4; U4/U6 small nuclear ribonucleoprotein Prp31; WW domain-binding protein 11; pre-mRNA-splicing factor RBM22; probable U2 small nuclear ribonucleoprotein A’; pre-mRNA-splicing factor SYF1; pre-mRNA-processing factor 17; intron-binding protein aquarius; splicing factor 3A subunit 3; splicing factor U2AF 50 kDa subunit; splicing factor 3B subunit 1; pre-mRNA-processing-splicing factor 8; thioredoxin-like protein 4A; heterogeneous nuclear ribonucleoprotein A1, A2/B1 homolog; pleiotropic regulator 1; polyglutamine-binding protein 1; cell division cycle 5-like protein; U6 snRNA-associated Sm-like protein LSm4; pre-mRNA-splicing factor 18; serine/arginine-rich splicing factor 7
Module 1 GO: Molecular function GO:0005524 ATP binding 105/626 200/1400 1.174121 0.0104471 0.0773082 0.1674913 406092 408501 408512 408533 408708 408815 408866 409028 409125 409178 409191 409198 409276 409296 409313 409392 409394 409408 409447 409498 409544 409577 409653 409756 409839 409866 410076 410190 410217 410273 410289 410410 410575 410806 410958 410960 411003 411068 411080 411167 411279 411450 411492 411582 411640 411758 411858 412190 412200 412446 412608 412610 412741 412747 413052 413126 413139 413152 413252 413493 413666 413690 413718 413759 413878 550694 550968 551093 551343 551386 551438 551470 551538 551540 551608 551616 551659 551721 551773 551835 552206 552253 552450 552469 552495 552554 552567 552733 552763 552768 552806 724193 724296 724440 724496 725018 725441 725720 726002 726742 726816 727113 100577120 100577699 100578506 cGMP-dependent protein kinase foraging; serine/threonine-protein kinase/endoribonuclease IRE1; origin recognition complex subunit 1; mitogen-activated protein kinase kinase kinase 15; ubiquitin-conjugating enzyme E2 S; probable DNA mismatch repair protein Msh6; uncharacterized aarF domain-containing protein kinase 1; probable ATP-dependent RNA helicase YTHDC2; mitogen-activated protein kinase kinase kinase 4; ATP-dependent zinc metalloprotease YME1 homolog; SUMO-activating enzyme subunit 2; 26S protease regulatory subunit 6A-B; phosphatidylinositol 5-phosphate 4-kinase type-2 alpha; T-complex protein 1 subunit gamma; actin-related protein 2; ATPase WRNIP1-like; NEDD8-activating enzyme E1 catalytic subunit; nuclear valosin-containing protein-like; DNA repair and recombination protein RAD54-like; kinase suppressor of Ras 2; ruvB-like 1; 5’-AMP-activated protein kinase catalytic subunit alpha-2; tRNA-splicing ligase RtcB homolog; vacuolar protein sorting-associated protein 4B; regulator of nonsense transcripts 1; eukaryotic initiation factor 4A-III; probable uridine-cytidine kinase; tyrosine-protein kinase Dnt; structural maintenance of chromosomes protein 3; transcription termination factor 2; paraplegin; ATP-dependent DNA helicase PIF1; dual specificity mitogen-activated protein kinase kinase 4; histidine–tRNA ligase, cytoplasmic; ubiquitin-like modifier-activating enzyme 1; myosin-IB; spermatogenesis-associated protein 5; kinesin 4A; serine/threonine-protein kinase greatwall; cysteine–tRNA ligase, cytoplasmic; actin-related protein 8; probable ATP-dependent RNA helicase DDX43; ATP-dependent RNA helicase DHX36; tyrosine-protein kinase Fer; DNA replication licensing factor Mcm2; N-terminal kinase-like protein; ATPase family AAA domain-containing protein 1-B; probable ATP-dependent RNA helicase DDX47; threonine–tRNA ligase, cytoplasmic; SCY1-like protein 2; serine/threonine-protein kinase D3; glutathione synthetase; manganese-transporting ATPase 13A1; receptor interacting protein kinase 5; uncharacterized LOC413052; serine/threonine-protein kinase TAO1; probable phenylalanine–tRNA ligase, mitochondrial; LIM domain kinase 1; ATP-binding cassette sub-family F member 2; inhibitor of nuclear factor kappa-B kinase subunit epsilon; peroxisome biogenesis factor 1; helicase SKI2W; probable glutamine–tRNA ligase; SCY1-like protein 2; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; T-complex protein 1 subunit eta; heat shock protein 75 kDa, mitochondrial; V-type proton ATPase catalytic subunit A; 26S protease regulatory subunit 7; 26S protease regulatory subunit 10B; actin-related protein 1; general transcription factor IIF subunit 2; lysine–tRNA ligase; replication factor C subunit 2; serine/threonine-protein kinase pelle; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1; serine/threonine-protein kinase STE20; V-type proton ATPase subunit B; serine/threonine-protein kinase VRK1-like; CTP synthase; putative ATP-dependent RNA helicase me31b; mitochondrial chaperone BCS1; DNA repair protein RAD51 homolog A; cyclin-dependent kinase 20-like; ATP-binding cassette sub-family D member 3; RNA 3’-terminal phosphate cyclase-like; DEAD-box helicase Dbp80; aurora kinase B; cell division control protein 6 homolog; phenylalanine–tRNA ligase alpha subunit; fidgetin-like protein 1; kinesin 8; DNA mismatch repair protein Mlh1; calcium-transporting ATPase type 2C member 1; adenylyltransferase and sulfurtransferase MOCS3; phosphomevalonate kinase; probable ATP-dependent RNA helicase DDX49; muscle, skeletal receptor tyrosine protein kinase-like; tyrosine-protein kinase hopscotch; chromosome transmission fidelity protein 18 homolog; ruvB-like 2; probable ATP-dependent RNA helicase spindle-E; dual specificity protein kinase TTK; 5-formyltetrahydrofolate cyclo-ligase; Rho-associated, coiled-coil containing protein kinase 2
Module 1 GO: Cellular component GO:0005667 transcription factor complex 10/474 13/1126 1.827329 0.0114707 0.0457043 0.0622908 408615 409735 409887 409906 410459 410757 412268 551131 551470 552563 nuclear transcription factor Y subunit gamma; transcription initiation factor TFIID subunit 6; transcription factor Dp-1; transcription initiation factor TFIID subunit 2; cyclin-H; circadian locomoter output cycles protein kaput; transcription initiation factor IIA subunit 1; protein max; general transcription factor IIF subunit 2; transcription initiation factor TFIID subunit 7
Module 1 GO: Biological process GO:0022402 cell cycle process 12/463 15/960 1.658747 0.0119068 0.0907896 0.2860218 409810 411194 413499 552450 552733 724244 724819 725013 725144 726449 100577120 100577386 anaphase-promoting complex subunit 4; MAU2 chromatid cohesion factor homolog; cell division cycle protein 23 homolog; DNA repair protein RAD51 homolog A; aurora kinase B; structural maintenance of chromosomes protein 5; mitotic spindle assembly checkpoint protein MAD1; sister chromatid cohesion protein DCC1; uncharacterized LOC725144; homologous-pairing protein 2 homolog; dual specificity protein kinase TTK; ankyrin repeat and LEM domain-containing protein 2
Module 1 GO: Cellular component GO:0033202 DNA helicase complex 5/474 5/1126 2.375527 0.0130578 0.0457043 0.0622908 409544 409994 411279 726816 100576104 ruvB-like 1; INO80 complex subunit E; actin-related protein 8; ruvB-like 2; INO80 complex subunit B
Module 1 GO: Cellular component GO:0044446 intracellular organelle part 110/474 225/1126 1.161369 0.0130584 0.0457043 0.0622908 408511 408548 408606 408611 408615 408632 408837 409049 409224 409313 409423 409544 409586 409723 409735 409810 409906 409994 410195 410200 410298 410343 410348 410387 410395 410459 410855 410856 410864 410907 410960 411072 411265 411279 411433 411465 411619 411799 411816 411918 411985 412072 412076 412077 412199 412267 412268 412377 412381 412409 412506 412589 413078 413181 413271 413340 413351 413404 413490 413499 413523 413548 413666 413793 413963 550716 550895 550924 551090 551131 551383 551438 551470 551620 551642 551745 551784 551811 551961 551974 552353 552449 552522 552533 552563 552601 552696 552703 552733 552780 552794 724186 724244 724365 724720 724855 725013 725905 726422 726617 726731 726816 727192 100576104 100576667 100577816 100578040 100578704 100578879 100579040 protein preli-like; MICOS complex subunit Mic60; PRP3 pre-mRNA processing factor 3 homolog; Sip1/TFIP11 interacting protein; nuclear transcription factor Y subunit gamma; spliceosome-associated protein CWC15 homolog; cytochrome c oxidase subunit 5A, mitochondrial; paired amphipathic helix protein Sin3a; ubiquinone biosynthesis protein COQ7; actin-related protein 2; male-specific lethal 1 homolog; ruvB-like 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9; 40S ribosomal protein S12, mitochondrial; transcription initiation factor TFIID subunit 6; anaphase-promoting complex subunit 4; transcription initiation factor TFIID subunit 2; INO80 complex subunit E; COP9 signalosome complex subunit 6; mRNA turnover protein 4 homolog; conserved oligomeric Golgi complex subunit 6; nuclear pore complex protein Nup93-like; katanin p80 WD40 repeat-containing subunit B1; conserved oligomeric Golgi complex subunit 3; chromobox protein homolog 1-like; cyclin-H; retinoblastoma-binding protein 5 homolog; 28S ribosomal protein S29, mitochondrial; nuclear pore complex protein Nup50; U4/U6 small nuclear ribonucleoprotein Prp31; myosin-IB; cysteine-rich protein 2-binding protein-like; CXXC-type zinc finger protein 1-like; actin-related protein 8; ell-associated factor Eaf; probable cleavage and polyadenylation specificity factor subunit 2; double-strand-break repair protein rad21 homolog; N-acetylgalactosaminyltransferase 7; cytoplasmic dynein 1 light intermediate chain 1; nuclear pore complex protein Nup205; histone-lysine N-methyltransferase SETD1; DNA replication complex GINS protein PSF1-like; vacuolar protein-sorting-associated protein 36; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; transcriptional adapter 1-like; dynactin subunit 2; transcription initiation factor IIA subunit 1; parafibromin; vacuolar protein-sorting-associated protein 25; mitochondrial import inner membrane translocase subunit TIM44; general vesicular transport factor p115; BRCA1-A complex subunit BRE-like; very-long-chain (3R)-3-hydroxyacyl-CoA dehydratase; mortality factor 4-like protein 1; galactosylgalactosylxylosylprotein 3-beta-glucuronosyltransferase I; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial; integrator complex subunit 7; ribosome biogenesis protein WDR12 homolog; clavesin-2-like; cell division cycle protein 23 homolog; pre-mRNA-processing factor 17; intron-binding protein aquarius; peroxisome biogenesis factor 1; enhancer of polycomb homolog 1; splicing factor 3A subunit 3; clathrin heavy chain; general transcription factor IIH subunit 1; cleavage stimulation factor subunit 2; conserved oligomeric Golgi complex subunit 8; protein max; protein MAK16 homolog A; actin-related protein 1; general transcription factor IIF subunit 2; pre-mRNA-processing-splicing factor 8; GPI mannosyltransferase 4; integrator complex subunit 10; probable actin-related protein 2/3 complex subunit 2; graves disease carrier protein homolog; V-type proton ATPase subunit G; thioredoxin-like protein 4A; DNA-directed RNA polymerase III subunit RPC4; mediator of RNA polymerase II transcription subunit 6; alpha-(1,6)-fucosyltransferase; GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase; transcription initiation factor TFIID subunit 7; lys-63-specific deubiquitinase BRCC36-like; histone acetyltransferase KAT8; KAT8 regulatory NSL complex subunit 2; aurora kinase B; ribonuclease P/MRP protein subunit POP5; mediator of RNA polymerase II transcription subunit 14; 60S ribosomal protein L19; structural maintenance of chromosomes protein 5; ragulator complex protein LAMTOR4 homolog; vacuolar protein sorting-associated protein 37B; BRISC and BRCA1-A complex member 1-like; sister chromatid cohesion protein DCC1; pre-mRNA-splicing factor 18; vacuolar protein sorting-associated protein 37A; 39S ribosomal protein L48, mitochondrial; probable 28S ribosomal protein S26, mitochondrial; ruvB-like 2; structural maintenance of chromosomes protein 6; INO80 complex subunit B; E3 ubiquitin-protein ligase synoviolin A; gamma-tubulin complex component 6; rotatin; tubulin delta chain-like; protein CASC3; chondroitin sulfate synthase 2
Module 1 KEGG KEGG:03430 Mismatch repair 7/497 8/1081 1.903169 0.0203963 0.1672496 0.4079260 408815 551398 551540 724296 725330 725418 725934 probable DNA mismatch repair protein Msh6; DNA polymerase delta catalytic subunit; replication factor C subunit 2; DNA mismatch repair protein Mlh1; DNA polymerase delta small subunit; replication protein A 32 kDa subunit; replication protein A 70 kDa DNA-binding subunit
Module 1 GO: Molecular function GO:0060589 nucleoside-triphosphatase regulator activity 11/626 15/1400 1.640043 0.0235601 0.1452871 0.2134963 409230 409255 411909 412130 412278 550748 551546 724383 726432 727108 727370 arf-GAP with coiled-coil, ANK repeat and PH domain-containing protein 2; active breakpoint cluster region-related protein; ran GTPase-activating protein 1; ral GTPase-activating protein subunit beta; tuberin; stromal membrane-associated protein 1; BAG family molecular chaperone regulator 2; centaurin-gamma-1A; rab GTPase-binding effector protein 1; rho GTPase-activating protein 26; uncharacterized LOC727370
Module 1 GO: Molecular function GO:0005543 phospholipid binding 12/626 17/1400 1.578651 0.0277456 0.1466554 0.2266136 408945 409154 410052 410297 411145 412076 413129 413460 413490 413831 414028 727370 sorting nexin-27; sorting nexin-30-like; synaptotagmin 20; sorting nexin-16; nischarin; vacuolar protein-sorting-associated protein 36; sorting nexin-29; sorting nexin-13-like; clavesin-2-like; sorting nexin lst-4; sorting nexin-4-like; uncharacterized LOC727370
Module 1 GO: Cellular component GO:0044427 chromosomal part 13/474 20/1126 1.544093 0.0318258 0.1012640 0.1307615 409049 409544 409994 410395 411279 412072 412077 413181 724244 725013 726816 727192 100576104 paired amphipathic helix protein Sin3a; ruvB-like 1; INO80 complex subunit E; chromobox protein homolog 1-like; actin-related protein 8; DNA replication complex GINS protein PSF1-like; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; mortality factor 4-like protein 1; structural maintenance of chromosomes protein 5; sister chromatid cohesion protein DCC1; ruvB-like 2; structural maintenance of chromosomes protein 6; INO80 complex subunit B
Module 1 GO: Molecular function GO:0016772 transferase activity, transferring phosphorus-containing groups 56/626 104/1400 1.204227 0.0328882 0.1521079 0.2373289 406092 408441 408501 408533 408866 409125 409199 409255 409276 409498 409577 409860 410076 410190 410575 411080 411164 411582 411698 411758 411974 412069 412446 412608 412747 413052 413126 413152 413493 413688 413759 413815 413879 414001 551041 551240 551398 551500 551608 551659 551739 551773 552353 552458 552469 552663 552733 724496 725018 725330 725719 725720 726002 727071 100577120 100578506 cGMP-dependent protein kinase foraging; adenosine kinase 1; serine/threonine-protein kinase/endoribonuclease IRE1; mitogen-activated protein kinase kinase kinase 15; uncharacterized aarF domain-containing protein kinase 1; mitogen-activated protein kinase kinase kinase 4; glycerol kinase; active breakpoint cluster region-related protein; phosphatidylinositol 5-phosphate 4-kinase type-2 alpha; kinase suppressor of Ras 2; 5’-AMP-activated protein kinase catalytic subunit alpha-2; GPI ethanolamine phosphate transferase 3; probable uridine-cytidine kinase; tyrosine-protein kinase Dnt; dual specificity mitogen-activated protein kinase kinase 4; serine/threonine-protein kinase greatwall; DNA-directed RNA polymerase III subunit RPC3; tyrosine-protein kinase Fer; ethanolaminephosphotransferase 1-like; N-terminal kinase-like protein; translation initiation factor eIF-2B subunit gamma; UTP–glucose-1-phosphate uridylyltransferase; SCY1-like protein 2; serine/threonine-protein kinase D3; receptor interacting protein kinase 5; uncharacterized LOC413052; serine/threonine-protein kinase TAO1; LIM domain kinase 1; inhibitor of nuclear factor kappa-B kinase subunit epsilon; DNA-directed RNA polymerase III subunit RPC5; SCY1-like protein 2; CCA tRNA nucleotidyltransferase 1, mitochondrial-like; CDP-diacylglycerol–glycerol-3-phosphate 3-phosphatidyltransferase, mitochondrial; mRNA-capping enzyme; glycerol kinase; uncharacterized LOC551240; DNA polymerase delta catalytic subunit; phosphatidylinositol 4,5-bisphosphate 3-kinase catalytic subunit delta isoform; serine/threonine-protein kinase pelle; serine/threonine-protein kinase STE20; DNA primase large subunit; serine/threonine-protein kinase VRK1-like; DNA-directed RNA polymerase III subunit RPC4; DNA-directed RNA polymerase II subunit RPB3; cyclin-dependent kinase 20-like; pyridoxal kinase; aurora kinase B; adenylyltransferase and sulfurtransferase MOCS3; phosphomevalonate kinase; DNA polymerase delta small subunit; DNA-directed RNA polymerase I subunit RPA2; muscle, skeletal receptor tyrosine protein kinase-like; tyrosine-protein kinase hopscotch; acylglycerol kinase, mitochondrial; dual specificity protein kinase TTK; Rho-associated, coiled-coil containing protein kinase 2
Module 1 GO: Biological process GO:0006996 organelle organization 48/463 82/960 1.213718 0.0329815 0.2079691 0.5618279 409313 409423 409544 409755 409765 409810 409994 410200 410217 410348 410410 410571 411044 411194 411279 411472 411985 412077 412377 412409 412506 412746 412750 412827 413181 413196 413490 413499 413666 551784 552026 552253 552288 552440 552714 552733 552787 724244 724665 724819 725013 726137 726449 726816 100576104 100577386 100577816 100578040 actin-related protein 2; male-specific lethal 1 homolog; ruvB-like 1; beta-parvin; actin-related protein 6; anaphase-promoting complex subunit 4; INO80 complex subunit E; mRNA turnover protein 4 homolog; structural maintenance of chromosomes protein 3; katanin p80 WD40 repeat-containing subunit B1; ATP-dependent DNA helicase PIF1; DNA topoisomerase 3-alpha; inhibitor of growth protein 1; MAU2 chromatid cohesion factor homolog; actin-related protein 8; dynamin-1-like protein; histone-lysine N-methyltransferase SETD1; SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1; parafibromin; mitochondrial import inner membrane translocase subunit TIM44; general vesicular transport factor p115; calcineurin-binding protein cabin-1-like; DNA topoisomerase 1; Bardet-Biedl syndrome 2 protein homolog; mortality factor 4-like protein 1; ribosome maturation protein SBDS; clavesin-2-like; cell division cycle protein 23 homolog; peroxisome biogenesis factor 1; probable actin-related protein 2/3 complex subunit 2; F-actin-uncapping protein LRRC16A; mitochondrial chaperone BCS1; golgin-45; histone chaperone asf1; conserved oligomeric Golgi complex subunit 2; aurora kinase B; DNA topoisomerase 3-beta-1; structural maintenance of chromosomes protein 5; protein SET; mitotic spindle assembly checkpoint protein MAD1; sister chromatid cohesion protein DCC1; male-specific lethal 3 homolog; homologous-pairing protein 2 homolog; ruvB-like 2; INO80 complex subunit B; ankyrin repeat and LEM domain-containing protein 2; gamma-tubulin complex component 6; rotatin
Module 1 GO: Biological process GO:0000278 mitotic cell cycle 10/463 13/960 1.594949 0.0340933 0.2079691 0.5618279 409810 409887 411194 413499 552450 552733 724819 725013 100577120 100577386 anaphase-promoting complex subunit 4; transcription factor Dp-1; MAU2 chromatid cohesion factor homolog; cell division cycle protein 23 homolog; DNA repair protein RAD51 homolog A; aurora kinase B; mitotic spindle assembly checkpoint protein MAD1; sister chromatid cohesion protein DCC1; dual specificity protein kinase TTK; ankyrin repeat and LEM domain-containing protein 2
Module 1 GO: Cellular component GO:0044798 nuclear transcription factor complex 8/474 11/1126 1.727656 0.0396861 0.1157513 0.1579613 408615 409735 409906 410459 412268 551131 551470 552563 nuclear transcription factor Y subunit gamma; transcription initiation factor TFIID subunit 6; transcription initiation factor TFIID subunit 2; cyclin-H; transcription initiation factor IIA subunit 1; protein max; general transcription factor IIF subunit 2; transcription initiation factor TFIID subunit 7
Module 1 GO: Molecular function GO:0016810 hydrolase activity, acting on carbon-nitrogen (but not peptide) bonds 10/626 14/1400 1.597444 0.0399149 0.1640946 0.2595882 408924 408969 409532 412350 412467 412484 413631 413878 725158 726754 peptidoglycan-recognition protein LC; aminoacylase-1-like; NAD-dependent protein deacetylase Sirt2; histone deacetylase 3; bifunctional purine biosynthesis protein PURH; peptidoglycan recognition protein S2; vanin-like protein 1; glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial; peptidoglycan-recognition protein 1; kynurenine formamidase
Module 1 GO: Biological process GO:1903047 mitotic cell cycle process 8/463 10/960 1.658747 0.0424858 0.2356032 0.6344923 409810 411194 413499 552450 724819 725013 100577120 100577386 anaphase-promoting complex subunit 4; MAU2 chromatid cohesion factor homolog; cell division cycle protein 23 homolog; DNA repair protein RAD51 homolog A; mitotic spindle assembly checkpoint protein MAD1; sister chromatid cohesion protein DCC1; dual specificity protein kinase TTK; ankyrin repeat and LEM domain-containing protein 2
Module 1 GO: Molecular function GO:0008047 enzyme activator activity 11/626 16/1400 1.537540 0.0453823 0.1679144 0.2627395 409230 409255 411909 412130 412278 550748 724383 725550 726432 727108 727370 arf-GAP with coiled-coil, ANK repeat and PH domain-containing protein 2; active breakpoint cluster region-related protein; ran GTPase-activating protein 1; ral GTPase-activating protein subunit beta; tuberin; stromal membrane-associated protein 1; centaurin-gamma-1A; proteasome activator complex subunit 4A-like; rab GTPase-binding effector protein 1; rho GTPase-activating protein 26; uncharacterized LOC727370
Module 1 GO: Cellular component GO:0030880 RNA polymerase complex 10/474 15/1126 1.583685 0.0475700 0.1275787 0.1666615 409735 409906 410459 412268 412377 413351 551470 551745 552353 552563 transcription initiation factor TFIID subunit 6; transcription initiation factor TFIID subunit 2; cyclin-H; transcription initiation factor IIA subunit 1; parafibromin; integrator complex subunit 7; general transcription factor IIF subunit 2; integrator complex subunit 10; DNA-directed RNA polymerase III subunit RPC4; transcription initiation factor TFIID subunit 7
Module 1 KEGG KEGG:00310 Lysine degradation 10/497 14/1081 1.553607 0.0487202 0.3329215 0.8120037 409098 410254 411070 411140 411985 552130 725458 726218 100578450 100578909 histone-lysine N-methyltransferase eggless; glutaryl-CoA dehydrogenase, mitochondrial; histone-lysine N-methyltransferase, H3 lysine-79 specific; putative aldehyde dehydrogenase family 7 member A1 homolog; histone-lysine N-methyltransferase SETD1; alpha-aminoadipic semialdehyde synthase, mitochondrial; hydroxylysine kinase; acetyl-CoA acetyltransferase, mitochondrial; histone-lysine N-methyltransferase SETD2; procollagen-lysine,2-oxoglutarate 5-dioxygenase 3
Module 2 KEGG KEGG:03010 Ribosome 41/221 55/1081 3.646318 0.0000000 0.0000000 0.0000000 406120 406126 408526 408799 409294 409326 409552 410188 411380 413137 413296 413875 550651 550711 551107 551125 551330 551418 551644 551867 551870 552097 552106 552241 552266 552272 552318 552445 552517 552564 552632 552774 724142 724233 724868 725647 725884 726013 726439 726789 727128 ribosomal protein LP1; ribosomal protein S8; 60S ribosomal protein L4; 40S ribosomal protein S24; 60S ribosomal protein L23; 40S ribosomal protein S2; 40S ribosomal protein S10-like; 60S ribosomal protein L8; 60S ribosomal protein L30; 60S ribosomal protein L15; 40S ribosomal protein S3a; 60S ribosomal protein L31; 40S ribosomal protein S4; 60S acidic ribosomal protein P0; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; 40S ribosomal protein S13; 60S ribosomal protein L36; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S12; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L3; 60S ribosomal protein L13; 40S ribosomal protein S7; 60S ribosomal protein L22; 60S ribosomal protein L28; 60S ribosomal protein L24; 40S ribosomal protein S17; 40S ribosomal protein S11; 40S ribosomal protein S6; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34
Module 2 GO: Cellular component GO:0005840 ribosome 39/210 57/1126 3.668672 0.0000000 0.0000000 0.0000000 406120 406126 408526 408799 409294 409326 410024 410188 411380 413137 413296 413875 413884 550651 550711 551107 551125 551330 551418 551644 551867 551870 552097 552106 552241 552272 552318 552517 552564 552632 552774 724233 724868 725647 725884 726013 726439 726789 727128 ribosomal protein LP1; ribosomal protein S8; 60S ribosomal protein L4; 40S ribosomal protein S24; 60S ribosomal protein L23; 40S ribosomal protein S2; 40S ribosomal protein S19-like; 60S ribosomal protein L8; 60S ribosomal protein L30; 60S ribosomal protein L15; 40S ribosomal protein S3a; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; 40S ribosomal protein S4; 60S acidic ribosomal protein P0; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; 40S ribosomal protein S13; 60S ribosomal protein L36; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 40S ribosomal protein S7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; 40S ribosomal protein S11; 40S ribosomal protein S6; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34
Module 2 GO: Cellular component GO:0005737 cytoplasm 95/210 309/1126 1.648482 0.0000000 0.0000000 0.0000000 406120 406126 406152 408284 408353 408418 408424 408526 408650 408782 408799 408901 408986 408987 409023 409079 409258 409294 409326 409397 409802 409809 409825 409842 409978 410024 410026 410030 410092 410188 410627 411147 411380 411520 411765 411778 412083 412289 412308 412511 412554 412842 412913 412975 413137 413145 413296 413762 413875 413884 413889 544670 550651 550667 550711 551107 551125 551275 551330 551418 551644 551841 551867 551870 551960 552001 552097 552106 552118 552241 552272 552318 552517 552531 552564 552632 552774 552776 724233 724516 724868 725057 725105 725583 725647 725789 725884 726013 726205 726301 726439 726789 727128 100577081 100578006 ribosomal protein LP1; ribosomal protein S8; juvenile hormone epoxide hydrolase 1; mitochondrial import receptor subunit TOM40 homolog 1-like; proteasome subunit beta type-7; AP-2 complex subunit mu; COP9 signalosome complex subunit 8; 60S ribosomal protein L4; inositol oxygenase; tubulin beta-1; 40S ribosomal protein S24; actin-related protein 2/3 complex subunit 1A; proteasome subunit alpha type-3; sortilin-related receptor; methylthioribose-1-phosphate isomerase; eukaryotic translation initiation factor 4E type 3-A-like; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; signal peptidase complex catalytic subunit SEC11A; proteasome subunit alpha type-2; T-complex protein 1 subunit beta; T-complex protein 1 subunit epsilon; eukaryotic translation initiation factor 3 subunit M; proteasome subunit beta type-2-like; 40S ribosomal protein S19-like; 26S proteasome regulatory complex subunit p48A; protein SEC13 homolog; dual oxidase maturation factor 1; 60S ribosomal protein L8; putative aminopeptidase W07G4.4; AP-2 complex subunit alpha; 60S ribosomal protein L30; proteasome subunit beta type-4; rab GDP dissociation inhibitor beta; RNA-binding protein 8A; coatomer subunit gamma; cytosolic Fe-S cluster assembly factor NUBP1 homolog; flap endonuclease 1; importin subunit alpha-3; transmembrane emp24 domain-containing protein eca; sorting nexin-8-like; Golgi SNAP receptor complex member 2; E3 ubiquitin-protein ligase parkin; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; 40S ribosomal protein S3a; complement component 1 Q subcomponent-binding protein, mitochondrial; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; cytoplasmic tRNA 2-thiolation protein 1; elongation factor 1-alpha F2; 40S ribosomal protein S4; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial; 60S acidic ribosomal protein P0; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; T-complex protein 1 subunit delta; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; UDP-galactose translocator; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; pyrimidodiazepine synthase; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 10 kDa heat shock protein, mitochondrial; 40S ribosomal protein S7; 60S ribosomal protein L22; 60S ribosomal protein L28; signal recognition particle subunit SRP68; 40S ribosomal protein S17; 39S ribosomal protein L50, mitochondrial-like; 40S ribosomal protein S11; coatomer subunit beta; UDP-sugar transporter UST74c-like; bridging integrator 3-like; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; inosine triphosphate pyrophosphatase; actin-related protein 2/3 complex subunit 4; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34; dihydroorotate dehydrogenase (quinone), mitochondrial; inorganic pyrophosphatase
Module 2 GO: Biological process GO:0019538 protein metabolic process 68/199 188/960 1.744895 0.0000000 0.0000011 0.0000015 406120 406126 408293 408353 408424 408526 408799 408986 409234 409258 409294 409326 409397 409560 409770 409802 409842 409978 410024 410026 410188 410385 410664 410763 411090 411380 411458 411520 411695 412557 413137 413145 413213 413296 413875 413884 413889 550651 550901 551029 551107 551125 551330 551418 551644 551841 551867 551870 551960 552097 552106 552241 552272 552318 552517 552564 552632 552774 724233 724868 725647 725789 725884 726013 726439 726782 726789 727128 ribosomal protein LP1; ribosomal protein S8; exostosin-1; proteasome subunit beta type-7; COP9 signalosome complex subunit 8; 60S ribosomal protein L4; 40S ribosomal protein S24; proteasome subunit alpha type-3; S-phase kinase-associated protein 1; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; signal peptidase complex catalytic subunit SEC11A; eukaryotic translation initiation factor 4B; probable tubulin polyglutamylase TTLL1; proteasome subunit alpha type-2; eukaryotic translation initiation factor 3 subunit M; proteasome subunit beta type-2-like; 40S ribosomal protein S19-like; 26S proteasome regulatory complex subunit p48A; 60S ribosomal protein L8; methionine aminopeptidase 1; protein arginine N-methyltransferase 5; deoxyhypusine hydroxylase; tubulin–tyrosine ligase-like protein 12; 60S ribosomal protein L30; histone-arginine methyltransferase CARMER; proteasome subunit beta type-4; proteasome subunit beta type-1; diphthine methyl ester synthase; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; tubulin polyglutamylase TTLL4-like; 40S ribosomal protein S3a; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; cytoplasmic tRNA 2-thiolation protein 1; 40S ribosomal protein S4; protein phosphatase methylesterase 1; inhibitor of growth protein 5; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 40S ribosomal protein S7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; 40S ribosomal protein S11; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; 40S ribosomal protein S16; PEST proteolytic signal-containing nuclear protein-like; 40S ribosomal protein S26; 60S ribosomal protein L34
Module 2 GO: Cellular component GO:0043232 intracellular non-membrane-bounded organelle 48/210 125/1126 2.058971 0.0000000 0.0000003 0.0000006 406120 406126 408526 408585 408782 408799 408901 409294 409326 410024 410188 411380 412308 413137 413296 413686 413875 413884 550651 550711 551107 551125 551330 551418 551644 551867 551870 552097 552106 552241 552272 552318 552517 552564 552582 552632 552774 724233 724432 724868 725647 725884 726013 726301 726439 726789 727128 727247 ribosomal protein LP1; ribosomal protein S8; 60S ribosomal protein L4; dynactin subunit 6; tubulin beta-1; 40S ribosomal protein S24; actin-related protein 2/3 complex subunit 1A; 60S ribosomal protein L23; 40S ribosomal protein S2; 40S ribosomal protein S19-like; 60S ribosomal protein L8; 60S ribosomal protein L30; flap endonuclease 1; 60S ribosomal protein L15; 40S ribosomal protein S3a; H/ACA ribonucleoprotein complex subunit 1; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; 40S ribosomal protein S4; 60S acidic ribosomal protein P0; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; 40S ribosomal protein S13; 60S ribosomal protein L36; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 40S ribosomal protein S7; brahma-associated protein of 60 kDa; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; ribosomal RNA processing protein 36 homolog; 40S ribosomal protein S11; 40S ribosomal protein S6; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; actin-related protein 2/3 complex subunit 4; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34; non-structural maintenance of chromosomes element 1 homolog
Module 2 GO: Cellular component GO:0044444 cytoplasmic part 67/210 214/1126 1.678727 0.0000004 0.0000033 0.0000071 406120 406126 406152 408284 408418 408526 408799 408987 409258 409294 409326 409397 409842 410024 410030 410092 410188 411147 411380 412083 412308 412554 412842 412913 412975 413137 413145 413296 413762 413875 413884 550651 550667 550711 551107 551125 551330 551418 551644 551841 551867 551870 551960 552001 552097 552106 552241 552272 552318 552517 552564 552632 552774 552776 724233 724516 724868 725057 725105 725647 725789 725884 726013 726439 726789 727128 100577081 ribosomal protein LP1; ribosomal protein S8; juvenile hormone epoxide hydrolase 1; mitochondrial import receptor subunit TOM40 homolog 1-like; AP-2 complex subunit mu; 60S ribosomal protein L4; 40S ribosomal protein S24; sortilin-related receptor; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; signal peptidase complex catalytic subunit SEC11A; eukaryotic translation initiation factor 3 subunit M; 40S ribosomal protein S19-like; protein SEC13 homolog; dual oxidase maturation factor 1; 60S ribosomal protein L8; AP-2 complex subunit alpha; 60S ribosomal protein L30; coatomer subunit gamma; flap endonuclease 1; transmembrane emp24 domain-containing protein eca; sorting nexin-8-like; Golgi SNAP receptor complex member 2; E3 ubiquitin-protein ligase parkin; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; 40S ribosomal protein S3a; complement component 1 Q subcomponent-binding protein, mitochondrial; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; 40S ribosomal protein S4; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial; 60S acidic ribosomal protein P0; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; UDP-galactose translocator; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 40S ribosomal protein S7; 60S ribosomal protein L22; 60S ribosomal protein L28; signal recognition particle subunit SRP68; 40S ribosomal protein S17; 39S ribosomal protein L50, mitochondrial-like; 40S ribosomal protein S11; coatomer subunit beta; UDP-sugar transporter UST74c-like; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34; dihydroorotate dehydrogenase (quinone), mitochondrial
Module 2 GO: Biological process GO:1901564 organonitrogen compound metabolic process 84/199 271/960 1.495299 0.0000012 0.0000287 0.0000589 406120 406126 408293 408353 408368 408424 408526 408799 408986 409023 409234 409258 409294 409326 409397 409487 409560 409770 409802 409842 409978 410024 410026 410122 410188 410385 410664 410763 411090 411307 411380 411458 411520 411695 412015 412557 413137 413145 413213 413296 413481 413854 413875 413884 413889 550651 550767 550901 551029 551107 551125 551330 551418 551644 551785 551841 551867 551870 551948 551960 551966 551983 552097 552106 552241 552272 552318 552517 552556 552564 552632 552774 724233 724868 725647 725789 725884 726013 726439 726782 726789 727128 727293 100577081 ribosomal protein LP1; ribosomal protein S8; exostosin-1; proteasome subunit beta type-7; adenosylhomocysteinase; COP9 signalosome complex subunit 8; 60S ribosomal protein L4; 40S ribosomal protein S24; proteasome subunit alpha type-3; methylthioribose-1-phosphate isomerase; S-phase kinase-associated protein 1; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; signal peptidase complex catalytic subunit SEC11A; probable glutamine-dependent NAD(+) synthetase; eukaryotic translation initiation factor 4B; probable tubulin polyglutamylase TTLL1; proteasome subunit alpha type-2; eukaryotic translation initiation factor 3 subunit M; proteasome subunit beta type-2-like; 40S ribosomal protein S19-like; 26S proteasome regulatory complex subunit p48A; glyceraldehyde-3-phosphate dehydrogenase 2; 60S ribosomal protein L8; methionine aminopeptidase 1; protein arginine N-methyltransferase 5; deoxyhypusine hydroxylase; tubulin–tyrosine ligase-like protein 12; mitochondrial enolase superfamily member 1-like; 60S ribosomal protein L30; histone-arginine methyltransferase CARMER; proteasome subunit beta type-4; proteasome subunit beta type-1; 6-pyruvoyl tetrahydrobiopterin synthase; diphthine methyl ester synthase; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; tubulin polyglutamylase TTLL4-like; 40S ribosomal protein S3a; probable chitinase 3; xylosyltransferase oxt; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; cytoplasmic tRNA 2-thiolation protein 1; 40S ribosomal protein S4; ribose 5-phosphate isomerase A; protein phosphatase methylesterase 1; inhibitor of growth protein 5; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; 6-phosphogluconolactonase; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; uracil phosphoribosyltransferase homolog; eukaryotic translation initiation factor 3 subunit K; multifunctional protein ADE2; thymidylate synthase; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; arginase-1; 40S ribosomal protein S7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; 40S ribosomal protein S11; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; 40S ribosomal protein S16; PEST proteolytic signal-containing nuclear protein-like; 40S ribosomal protein S26; 60S ribosomal protein L34; guanine deaminase; dihydroorotate dehydrogenase (quinone), mitochondrial
Module 2 GO: Cellular component GO:0044391 ribosomal subunit 9/210 14/1126 3.446939 0.0001965 0.0013363 0.0027409 409326 410188 413296 551330 551418 551644 552272 552318 726013 40S ribosomal protein S2; 60S ribosomal protein L8; 40S ribosomal protein S3a; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; 40S ribosomal protein S23; 60S ribosomal protein L27a; 40S ribosomal protein S20
Module 2 GO: Biological process GO:0044260 cellular macromolecule metabolic process 86/199 314/960 1.321256 0.0003197 0.0049016 0.0113287 406120 406126 408293 408353 408424 408526 408728 408799 408986 409234 409258 409294 409326 409397 409472 409560 409770 409802 409822 409842 409978 409979 410024 410174 410188 410385 410494 410664 410753 410763 411090 411380 411458 411520 411695 412308 412388 412557 413137 413145 413213 413296 413520 413875 413884 413889 550651 550901 551029 551107 551125 551212 551330 551418 551644 551734 551841 551867 551870 551960 552097 552106 552241 552272 552318 552517 552564 552599 552632 552774 724233 724412 724868 725352 725647 725789 725884 726013 726184 726359 726439 726782 726789 727128 727247 100578801 ribosomal protein LP1; ribosomal protein S8; exostosin-1; proteasome subunit beta type-7; COP9 signalosome complex subunit 8; 60S ribosomal protein L4; mediator of RNA polymerase II transcription subunit 18; 40S ribosomal protein S24; proteasome subunit alpha type-3; S-phase kinase-associated protein 1; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; signal peptidase complex catalytic subunit SEC11A; protein Smaug homolog 1; eukaryotic translation initiation factor 4B; probable tubulin polyglutamylase TTLL1; proteasome subunit alpha type-2; enhancer of split m7 protein-like; eukaryotic translation initiation factor 3 subunit M; proteasome subunit beta type-2-like; DNA replication licensing factor Mcm7; 40S ribosomal protein S19-like; cyclin-T; 60S ribosomal protein L8; methionine aminopeptidase 1; DNA-directed RNA polymerases I, II, and III subunit RPABC2; protein arginine N-methyltransferase 5; TATA-box-binding protein-like; deoxyhypusine hydroxylase; tubulin–tyrosine ligase-like protein 12; 60S ribosomal protein L30; histone-arginine methyltransferase CARMER; proteasome subunit beta type-4; proteasome subunit beta type-1; flap endonuclease 1; cell differentiation protein RCD1 homolog; diphthine methyl ester synthase; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; tubulin polyglutamylase TTLL4-like; 40S ribosomal protein S3a; mediator of RNA polymerase II transcription subunit 4; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; cytoplasmic tRNA 2-thiolation protein 1; 40S ribosomal protein S4; protein phosphatase methylesterase 1; inhibitor of growth protein 5; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; mediator of RNA polymerase II transcription subunit 16; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; DNA excision repair protein haywire; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 40S ribosomal protein S7; DNA-directed RNA polymerase II subunit RPB7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; muscle segmentation homeobox; 40S ribosomal protein S11; U6 snRNA-associated Sm-like protein LSm7; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; uncharacterized LOC726184; protein SMG8; 40S ribosomal protein S16; PEST proteolytic signal-containing nuclear protein-like; 40S ribosomal protein S26; 60S ribosomal protein L34; non-structural maintenance of chromosomes element 1 homolog; uncharacterized LOC100578801
Module 2 GO: Cellular component GO:0005839 proteasome core complex 6/210 9/1126 3.574603 0.0020066 0.0113707 0.0223894 408353 408986 409802 409978 411520 411695 proteasome subunit beta type-7; proteasome subunit alpha type-3; proteasome subunit alpha type-2; proteasome subunit beta type-2-like; proteasome subunit beta type-4; proteasome subunit beta type-1
Module 2 GO: Cellular component GO:1905368 peptidase complex 8/210 17/1126 2.523249 0.0066764 0.0324282 0.0677223 408353 408702 408986 409397 409802 409978 411520 411695 proteasome subunit beta type-7; SAGA-associated factor 29; proteasome subunit alpha type-3; signal peptidase complex catalytic subunit SEC11A; proteasome subunit alpha type-2; proteasome subunit beta type-2-like; proteasome subunit beta type-4; proteasome subunit beta type-1
Module 2 KEGG KEGG:00590 Arachidonic acid metabolism 4/221 5/1081 3.913122 0.0071690 0.1173348 0.2530455 409614 494523 551072 552304 group XIIA secretory phospholipase A2; glutathione peroxidase-like 1; carbonyl reductase [NADPH] 1-like; glutathione S-transferase S1
Module 2 GO: Cellular component GO:0000502 proteasome complex 6/210 11/1126 2.924675 0.0078927 0.0335440 0.0677431 408353 408986 409802 409978 411520 411695 proteasome subunit beta type-7; proteasome subunit alpha type-3; proteasome subunit alpha type-2; proteasome subunit beta type-2-like; proteasome subunit beta type-4; proteasome subunit beta type-1
Module 2 KEGG KEGG:03050 Proteasome 11/221 26/1081 2.069440 0.0085855 0.1173348 0.2530455 408353 408397 408986 409802 409978 410026 410072 411520 411695 551411 552319 proteasome subunit beta type-7; 26S proteasome non-ATPase regulatory subunit 11; proteasome subunit alpha type-3; proteasome subunit alpha type-2; proteasome subunit beta type-2-like; 26S proteasome regulatory complex subunit p48A; 26S proteasome non-ATPase regulatory subunit 14; proteasome subunit beta type-4; proteasome subunit beta type-1; proteasome maturation protein; 26S proteasome non-ATPase regulatory subunit 6
Module 2 GO: Biological process GO:1901576 organic substance biosynthetic process 73/199 286/960 1.231332 0.0114452 0.1111003 0.2445490 406120 406126 408293 408526 408728 408799 409023 409258 409294 409326 409472 409487 409560 409822 409842 409979 410024 410122 410174 410188 410494 410753 411380 412015 412308 412557 413137 413145 413296 413520 413655 413854 413875 413884 550651 551107 551125 551212 551330 551418 551644 551734 551841 551867 551870 551960 551966 551983 552097 552106 552241 552272 552318 552517 552556 552564 552599 552632 552774 724233 724412 724868 725105 725647 725884 726013 726184 726205 726439 726789 727128 100577081 100578801 ribosomal protein LP1; ribosomal protein S8; exostosin-1; 60S ribosomal protein L4; mediator of RNA polymerase II transcription subunit 18; 40S ribosomal protein S24; methylthioribose-1-phosphate isomerase; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; protein Smaug homolog 1; probable glutamine-dependent NAD(+) synthetase; eukaryotic translation initiation factor 4B; enhancer of split m7 protein-like; eukaryotic translation initiation factor 3 subunit M; DNA replication licensing factor Mcm7; 40S ribosomal protein S19-like; glyceraldehyde-3-phosphate dehydrogenase 2; cyclin-T; 60S ribosomal protein L8; DNA-directed RNA polymerases I, II, and III subunit RPABC2; TATA-box-binding protein-like; 60S ribosomal protein L30; 6-pyruvoyl tetrahydrobiopterin synthase; flap endonuclease 1; diphthine methyl ester synthase; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; 40S ribosomal protein S3a; mediator of RNA polymerase II transcription subunit 4; 3-oxoacyl-[acyl-carrier-protein] synthase, mitochondrial; xylosyltransferase oxt; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; 40S ribosomal protein S4; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; mediator of RNA polymerase II transcription subunit 16; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; DNA excision repair protein haywire; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; multifunctional protein ADE2; thymidylate synthase; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; arginase-1; 40S ribosomal protein S7; DNA-directed RNA polymerase II subunit RPB7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; muscle segmentation homeobox; 40S ribosomal protein S11; UDP-sugar transporter UST74c-like; 40S ribosomal protein S6; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; uncharacterized LOC726184; inosine triphosphate pyrophosphatase; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34; dihydroorotate dehydrogenase (quinone), mitochondrial; uncharacterized LOC100578801
Module 2 GO: Biological process GO:0044249 cellular biosynthetic process 72/199 282/960 1.231690 0.0120761 0.1111003 0.2445490 406120 406126 408293 408526 408728 408799 409023 409258 409294 409326 409472 409487 409560 409822 409842 409979 410024 410122 410174 410188 410494 410753 411380 412015 412308 412557 413137 413145 413296 413520 413655 413875 413884 550651 551107 551125 551212 551330 551418 551644 551734 551841 551867 551870 551960 551966 551983 552097 552106 552241 552272 552318 552517 552556 552564 552599 552632 552774 724233 724412 724868 725105 725647 725884 726013 726184 726205 726439 726789 727128 100577081 100578801 ribosomal protein LP1; ribosomal protein S8; exostosin-1; 60S ribosomal protein L4; mediator of RNA polymerase II transcription subunit 18; 40S ribosomal protein S24; methylthioribose-1-phosphate isomerase; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; protein Smaug homolog 1; probable glutamine-dependent NAD(+) synthetase; eukaryotic translation initiation factor 4B; enhancer of split m7 protein-like; eukaryotic translation initiation factor 3 subunit M; DNA replication licensing factor Mcm7; 40S ribosomal protein S19-like; glyceraldehyde-3-phosphate dehydrogenase 2; cyclin-T; 60S ribosomal protein L8; DNA-directed RNA polymerases I, II, and III subunit RPABC2; TATA-box-binding protein-like; 60S ribosomal protein L30; 6-pyruvoyl tetrahydrobiopterin synthase; flap endonuclease 1; diphthine methyl ester synthase; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; 40S ribosomal protein S3a; mediator of RNA polymerase II transcription subunit 4; 3-oxoacyl-[acyl-carrier-protein] synthase, mitochondrial; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; 40S ribosomal protein S4; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; mediator of RNA polymerase II transcription subunit 16; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; DNA excision repair protein haywire; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; multifunctional protein ADE2; thymidylate synthase; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; arginase-1; 40S ribosomal protein S7; DNA-directed RNA polymerase II subunit RPB7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; muscle segmentation homeobox; 40S ribosomal protein S11; UDP-sugar transporter UST74c-like; 40S ribosomal protein S6; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; uncharacterized LOC726184; inosine triphosphate pyrophosphatase; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34; dihydroorotate dehydrogenase (quinone), mitochondrial; uncharacterized LOC100578801
Module 2 GO: Molecular function GO:0051082 unfolded protein binding 6/263 12/1400 2.661597 0.0139451 0.1673416 0.3824950 408928 409809 409825 411071 411936 551275 heat shock protein 90; T-complex protein 1 subunit beta; T-complex protein 1 subunit epsilon; dnaJ protein homolog 1; prefoldin subunit 5; T-complex protein 1 subunit delta
Module 2 KEGG KEGG:00051 Fructose and mannose metabolism 4/221 6/1081 3.260935 0.0180656 0.1851723 0.3993447 409329 411307 411696 551968 mannose-1-phosphate guanyltransferase beta; mitochondrial enolase superfamily member 1-like; GDP-mannose 4,6 dehydratase; aldose reductase-like
Module 2 GO: Cellular component GO:0043229 intracellular organelle 96/210 447/1126 1.151550 0.0293678 0.1109449 0.2128523 406120 406126 406152 408284 408353 408424 408526 408585 408702 408728 408782 408799 408901 408986 408987 409023 409294 409326 409356 409397 409802 409822 409978 409979 410024 410030 410092 410188 410494 410505 410636 410989 411380 411385 411520 411778 412083 412308 412511 412554 412913 412975 413137 413209 413296 413520 413686 413762 413842 413875 413884 550651 550667 550711 551029 551107 551125 551212 551330 551418 551607 551644 551841 551867 551870 552001 552097 552106 552241 552272 552318 552517 552564 552582 552632 552774 724233 724412 724432 724516 724868 725057 725102 725105 725647 725789 725884 726013 726301 726439 726789 727128 727247 100577081 100578801 100578888 ribosomal protein LP1; ribosomal protein S8; juvenile hormone epoxide hydrolase 1; mitochondrial import receptor subunit TOM40 homolog 1-like; proteasome subunit beta type-7; COP9 signalosome complex subunit 8; 60S ribosomal protein L4; dynactin subunit 6; SAGA-associated factor 29; mediator of RNA polymerase II transcription subunit 18; tubulin beta-1; 40S ribosomal protein S24; actin-related protein 2/3 complex subunit 1A; proteasome subunit alpha type-3; sortilin-related receptor; methylthioribose-1-phosphate isomerase; 60S ribosomal protein L23; 40S ribosomal protein S2; small ribonucleoprotein particle protein B; signal peptidase complex catalytic subunit SEC11A; proteasome subunit alpha type-2; enhancer of split m7 protein-like; proteasome subunit beta type-2-like; DNA replication licensing factor Mcm7; 40S ribosomal protein S19-like; protein SEC13 homolog; dual oxidase maturation factor 1; 60S ribosomal protein L8; DNA-directed RNA polymerases I, II, and III subunit RPABC2; E3 ubiquitin-protein ligase RING1; CDGSH iron-sulfur domain-containing protein 2 homolog; menin; 60S ribosomal protein L30; ester hydrolase C11orf54 homolog; proteasome subunit beta type-4; RNA-binding protein 8A; coatomer subunit gamma; flap endonuclease 1; importin subunit alpha-3; transmembrane emp24 domain-containing protein eca; Golgi SNAP receptor complex member 2; E3 ubiquitin-protein ligase parkin; 60S ribosomal protein L15; dnaJ homolog subfamily C member 2; 40S ribosomal protein S3a; mediator of RNA polymerase II transcription subunit 4; H/ACA ribonucleoprotein complex subunit 1; complement component 1 Q subcomponent-binding protein, mitochondrial; splicing factor U2af 38 kDa subunit; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; 40S ribosomal protein S4; succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial; 60S acidic ribosomal protein P0; inhibitor of growth protein 5; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; mediator of RNA polymerase II transcription subunit 16; 40S ribosomal protein S3; 60S ribosomal protein L13a; DNA-directed RNA polymerase II subunit RPB11; 40S ribosomal protein S15; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; UDP-galactose translocator; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; 40S ribosomal protein S7; brahma-associated protein of 60 kDa; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; muscle segmentation homeobox; ribosomal RNA processing protein 36 homolog; 39S ribosomal protein L50, mitochondrial-like; 40S ribosomal protein S11; coatomer subunit beta; protein dpy-30 homolog; UDP-sugar transporter UST74c-like; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; actin-related protein 2/3 complex subunit 4; 40S ribosomal protein S16; 40S ribosomal protein S26; 60S ribosomal protein L34; non-structural maintenance of chromosomes element 1 homolog; dihydroorotate dehydrogenase (quinone), mitochondrial; uncharacterized LOC100578801; zinc finger protein 62 homolog
Module 2 KEGG KEGG:04150 mTOR signaling pathway 12/221 34/1081 1.726377 0.0299287 0.2454151 0.5292650 409050 409393 409560 409725 410030 411295 551198 552381 552720 725647 725789 725855 segment polarity protein dishevelled homolog DVL-3; serine/threonine-protein kinase mTOR; eukaryotic translation initiation factor 4B; target of rapamycin complex subunit lst8; protein SEC13 homolog; V-type proton ATPase subunit D 1; serine/threonine-protein kinase STK11; neutral and basic amino acid transport protein rBAT; V-type proton ATPase subunit E; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; ragulator complex protein LAMTOR3-A
Module 2 GO: Biological process GO:0043170 macromolecule metabolic process 98/199 414/960 1.141942 0.0304780 0.2098314 0.5029268 406120 406126 408293 408353 408424 408526 408728 408799 408986 409169 409234 409258 409294 409326 409397 409472 409560 409770 409802 409822 409842 409978 409979 410024 410026 410174 410188 410385 410494 410664 410753 410763 411076 411090 411380 411458 411520 411695 411778 412308 412388 412427 412557 413137 413145 413213 413296 413481 413520 413686 413842 413854 413875 413884 413889 550651 550901 551029 551107 551125 551212 551330 551418 551644 551734 551841 551867 551870 551960 551992 552097 552106 552241 552272 552318 552517 552559 552564 552599 552632 552774 724233 724412 724432 724868 725352 725647 725789 725884 726013 726184 726359 726439 726782 726789 727128 727247 100578801 ribosomal protein LP1; ribosomal protein S8; exostosin-1; proteasome subunit beta type-7; COP9 signalosome complex subunit 8; 60S ribosomal protein L4; mediator of RNA polymerase II transcription subunit 18; 40S ribosomal protein S24; proteasome subunit alpha type-3; mRNA export factor; S-phase kinase-associated protein 1; eukaryotic translation initiation factor 3 subunit I; 60S ribosomal protein L23; 40S ribosomal protein S2; signal peptidase complex catalytic subunit SEC11A; protein Smaug homolog 1; eukaryotic translation initiation factor 4B; probable tubulin polyglutamylase TTLL1; proteasome subunit alpha type-2; enhancer of split m7 protein-like; eukaryotic translation initiation factor 3 subunit M; proteasome subunit beta type-2-like; DNA replication licensing factor Mcm7; 40S ribosomal protein S19-like; 26S proteasome regulatory complex subunit p48A; cyclin-T; 60S ribosomal protein L8; methionine aminopeptidase 1; DNA-directed RNA polymerases I, II, and III subunit RPABC2; protein arginine N-methyltransferase 5; TATA-box-binding protein-like; deoxyhypusine hydroxylase; UPF0553 protein C9orf64 homolog; tubulin–tyrosine ligase-like protein 12; 60S ribosomal protein L30; histone-arginine methyltransferase CARMER; proteasome subunit beta type-4; proteasome subunit beta type-1; RNA-binding protein 8A; flap endonuclease 1; cell differentiation protein RCD1 homolog; aubergine; diphthine methyl ester synthase; 60S ribosomal protein L15; eukaryotic translation initiation factor 3 subunit F; tubulin polyglutamylase TTLL4-like; 40S ribosomal protein S3a; probable chitinase 3; mediator of RNA polymerase II transcription subunit 4; H/ACA ribonucleoprotein complex subunit 1; splicing factor U2af 38 kDa subunit; xylosyltransferase oxt; 60S ribosomal protein L31; ubiquitin-40S ribosomal protein S27a; cytoplasmic tRNA 2-thiolation protein 1; 40S ribosomal protein S4; protein phosphatase methylesterase 1; inhibitor of growth protein 5; 60S ribosomal protein L9; 40S ribosomal protein S15Aa; mediator of RNA polymerase II transcription subunit 16; 40S ribosomal protein S3; 60S ribosomal protein L13a; 40S ribosomal protein S15; DNA excision repair protein haywire; probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase; 40S ribosomal protein S13; 60S ribosomal protein L36; eukaryotic translation initiation factor 3 subunit K; rRNA 2’-O-methyltransferase fibrillarin; 39S ribosomal protein L14, mitochondrial; uncharacterized LOC552106; 60S ribosomal protein L5; 40S ribosomal protein S23; 60S ribosomal protein L27a; 60S ribosomal protein L13; probable small nuclear ribonucleoprotein Sm D1; 40S ribosomal protein S7; DNA-directed RNA polymerase II subunit RPB7; 60S ribosomal protein L22; 60S ribosomal protein L28; 40S ribosomal protein S17; muscle segmentation homeobox; ribosomal RNA processing protein 36 homolog; 40S ribosomal protein S11; U6 snRNA-associated Sm-like protein LSm7; 40S ribosomal protein S6; ragulator complex protein LAMTOR1; 60S acidic ribosomal protein P2; 40S ribosomal protein S20; uncharacterized LOC726184; protein SMG8; 40S ribosomal protein S16; PEST proteolytic signal-containing nuclear protein-like; 40S ribosomal protein S26; 60S ribosomal protein L34; non-structural maintenance of chromosomes element 1 homolog; uncharacterized LOC100578801
Module 2 GO: Biological process GO:0044248 cellular catabolic process 20/199 65/960 1.484345 0.0319309 0.2098314 0.5029268 406152 408353 408368 408650 408834 408986 409234 409472 409802 409978 410122 411307 411520 411695 412308 412388 725352 726205 726359 727293 juvenile hormone epoxide hydrolase 1; proteasome subunit beta type-7; adenosylhomocysteinase; inositol oxygenase; beclin-1-like protein; proteasome subunit alpha type-3; S-phase kinase-associated protein 1; protein Smaug homolog 1; proteasome subunit alpha type-2; proteasome subunit beta type-2-like; glyceraldehyde-3-phosphate dehydrogenase 2; mitochondrial enolase superfamily member 1-like; proteasome subunit beta type-4; proteasome subunit beta type-1; flap endonuclease 1; cell differentiation protein RCD1 homolog; U6 snRNA-associated Sm-like protein LSm7; inosine triphosphate pyrophosphatase; protein SMG8; guanine deaminase
Module 2 GO: Cellular component GO:0030117 membrane coat 5/210 11/1126 2.437229 0.0376445 0.1158209 0.2128523 408418 410030 411147 412083 725057 AP-2 complex subunit mu; protein SEC13 homolog; AP-2 complex subunit alpha; coatomer subunit gamma; coatomer subunit beta
Module 2 GO: Cellular component GO:0005615 extracellular space 4/210 8/1126 2.680952 0.0441243 0.1158209 0.2128523 406078 408937 413749 100577408 transferrin 1; SPARC; ovalbumin-related protein X; leukocyte elastase inhibitor-like
Module 2 GO: Cellular component GO:0012506 vesicle membrane 3/210 5/1126 3.217143 0.0476910 0.1158209 0.2128523 410030 412083 725057 protein SEC13 homolog; coatomer subunit gamma; coatomer subunit beta
Module 2 GO: Cellular component GO:0030660 Golgi-associated vesicle membrane 3/210 5/1126 3.217143 0.0476910 0.1158209 0.2128523 410030 412083 725057 protein SEC13 homolog; coatomer subunit gamma; coatomer subunit beta
Module 2 GO: Cellular component GO:0030662 coated vesicle membrane 3/210 5/1126 3.217143 0.0476910 0.1158209 0.2128523 410030 412083 725057 protein SEC13 homolog; coatomer subunit gamma; coatomer subunit beta
Module 3 GO: Molecular function GO:0038023 signaling receptor activity 18/117 43/1400 5.008945 0.0000000 0.0000000 0.0000001 406079 406082 406127 406153 408729 409042 409227 410478 410788 411212 411323 411738 412299 412740 413040 551848 552552 100576449 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; ultraviolet-sensitive opsin; nicotinic acetylcholine receptor alpha2 subunit; uncharacterized LOC408729; corazonin receptor; ultraspiracle; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; discoidin domain-containing receptor 2-like; serotonin receptor; lutropin-choriogonadotropic hormone receptor; muscarinic acetylcholine receptor DM1; ligand-gated chloride channel homolog 3; probable G-protein coupled receptor 52; protocadherin-like wing polarity protein stan; uncharacterized LOC552552; protein patched
Module 3 GO: Molecular function GO:0022803 passive transmembrane transporter activity 12/117 19/1400 7.557355 0.0000000 0.0000000 0.0000001 406079 406082 406153 410478 410788 411732 412740 413020 413259 552552 725219 726724 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; trimeric intracellular cation channel type B; ligand-gated chloride channel homolog 3; two pore potassium channel protein sup-9; neurogenic protein big brain; uncharacterized LOC552552; TWiK family of potassium channels protein 7-like; transient receptor potential channel pyrexia
Module 3 GO: Cellular component GO:0098794 postsynapse 6/111 6/1126 10.144144 0.0000008 0.0000154 0.0000199 406079 406082 406153 410478 410788 552552 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; uncharacterized LOC552552
Module 3 GO: Cellular component GO:0071944 cell periphery 13/111 31/1126 4.253996 0.0000019 0.0000180 0.0000349 406079 406082 406153 410368 410478 410788 411212 411744 412299 412740 413524 551848 552552 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; cadherin-23; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; discoidin domain-containing receptor 2-like; spectrin beta chain; muscarinic acetylcholine receptor DM1; ligand-gated chloride channel homolog 3; exocyst complex component 1; protocadherin-like wing polarity protein stan; uncharacterized LOC552552
Module 3 GO: Cellular component GO:0005886 plasma membrane 11/111 25/1126 4.463423 0.0000072 0.0000301 0.0000902 406079 406082 406153 410368 410478 410788 411212 412299 412740 551848 552552 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; cadherin-23; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; discoidin domain-containing receptor 2-like; muscarinic acetylcholine receptor DM1; ligand-gated chloride channel homolog 3; protocadherin-like wing polarity protein stan; uncharacterized LOC552552
Module 3 GO: Cellular component GO:0045211 postsynaptic membrane 5/111 5/1126 10.144144 0.0000086 0.0000301 0.0000902 406079 406082 406153 410478 410788 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like
Module 3 GO: Cellular component GO:0097060 synaptic membrane 5/111 5/1126 10.144144 0.0000086 0.0000301 0.0000902 406079 406082 406153 410478 410788 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like
Module 3 GO: Cellular component GO:0016021 integral component of membrane 67/111 461/1126 1.474312 0.0000111 0.0000301 0.0000909 406079 406082 406127 406153 408329 408500 408613 408729 408908 409042 409056 409087 409089 409139 409164 409511 409640 409691 409931 409957 410368 410478 410485 410613 410788 410902 411199 411212 411323 411732 411738 411750 412299 412465 412740 412965 413020 413030 413040 413133 413259 413689 413916 550899 551375 551765 551848 552139 552194 552477 552552 552612 552721 552735 724220 724552 724679 724761 725011 725219 726095 726322 726724 726941 100576355 100576449 100577325 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; ultraviolet-sensitive opsin; nicotinic acetylcholine receptor alpha2 subunit; uncharacterized LOC408329; endothelin-converting enzyme 1; synaptotagmin 1; uncharacterized LOC408729; anoctamin-8; corazonin receptor; sodium-dependent phosphate transporter 2; D-beta-hydroxybutyrate dehydrogenase, mitochondrial; vesicular inhibitory amino acid transporter; uncharacterized LOC409139; uncharacterized LOC409164; tetraspanin-1; proton-coupled amino acid transporter 1-like; signal peptide peptidase-like 3; protein FAM69C; synaptotagmin 4; cadherin-23; nicotinic acetylcholine receptor beta1 subunit; transmembrane and TPR repeat-containing protein CG4050-like; major facilitator superfamily domain-containing protein 6; glutamate receptor ionotropic, kainate 2-like; 18-wheeler; sodium-dependent neutral amino acid transporter B(0)AT3; discoidin domain-containing receptor 2-like; serotonin receptor; trimeric intracellular cation channel type B; lutropin-choriogonadotropic hormone receptor; probable E3 ubiquitin-protein ligase HERC4; muscarinic acetylcholine receptor DM1; tetraspanin-7; ligand-gated chloride channel homolog 3; synaptotagmin-14; two pore potassium channel protein sup-9; transmembrane protein 189; probable G-protein coupled receptor 52; heparan sulfate glucosamine 3-O-sulfotransferase 6; neurogenic protein big brain; solute carrier family 12 member 8; transmembrane protein 64; UPF0769 protein C21orf59 homolog; receptor-type tyrosine-protein phosphatase N2; uncharacterized LOC551765; protocadherin-like wing polarity protein stan; 1-acyl-sn-glycerol-3-phosphate acyltransferase alpha-like; transmembrane protein 181; dipeptidyl aminopeptidase-like protein 6; uncharacterized LOC552552; uncharacterized LOC552612; CD63 antigen; uncharacterized LOC552735; synaptotagmin-10; elongation of very long chain fatty acids protein AAEL008004-like; uncharacterized LOC724679; uncharacterized LOC724761; mitochondrial inner membrane protein COX18; TWiK family of potassium channels protein 7-like; galactoside 2-alpha-L-fucosyltransferase 2-like; uncharacterized LOC726322; transient receptor potential channel pyrexia; ATP-binding cassette sub-family A member 2-like; uncharacterized LOC100576355; protein patched; uncharacterized LOC100577325
Module 3 GO: Cellular component GO:0031224 intrinsic component of membrane 67/111 461/1126 1.474312 0.0000111 0.0000301 0.0000909 406079 406082 406127 406153 408329 408500 408613 408729 408908 409042 409056 409087 409089 409139 409164 409511 409640 409691 409931 409957 410368 410478 410485 410613 410788 410902 411199 411212 411323 411732 411738 411750 412299 412465 412740 412965 413020 413030 413040 413133 413259 413689 413916 550899 551375 551765 551848 552139 552194 552477 552552 552612 552721 552735 724220 724552 724679 724761 725011 725219 726095 726322 726724 726941 100576355 100576449 100577325 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; ultraviolet-sensitive opsin; nicotinic acetylcholine receptor alpha2 subunit; uncharacterized LOC408329; endothelin-converting enzyme 1; synaptotagmin 1; uncharacterized LOC408729; anoctamin-8; corazonin receptor; sodium-dependent phosphate transporter 2; D-beta-hydroxybutyrate dehydrogenase, mitochondrial; vesicular inhibitory amino acid transporter; uncharacterized LOC409139; uncharacterized LOC409164; tetraspanin-1; proton-coupled amino acid transporter 1-like; signal peptide peptidase-like 3; protein FAM69C; synaptotagmin 4; cadherin-23; nicotinic acetylcholine receptor beta1 subunit; transmembrane and TPR repeat-containing protein CG4050-like; major facilitator superfamily domain-containing protein 6; glutamate receptor ionotropic, kainate 2-like; 18-wheeler; sodium-dependent neutral amino acid transporter B(0)AT3; discoidin domain-containing receptor 2-like; serotonin receptor; trimeric intracellular cation channel type B; lutropin-choriogonadotropic hormone receptor; probable E3 ubiquitin-protein ligase HERC4; muscarinic acetylcholine receptor DM1; tetraspanin-7; ligand-gated chloride channel homolog 3; synaptotagmin-14; two pore potassium channel protein sup-9; transmembrane protein 189; probable G-protein coupled receptor 52; heparan sulfate glucosamine 3-O-sulfotransferase 6; neurogenic protein big brain; solute carrier family 12 member 8; transmembrane protein 64; UPF0769 protein C21orf59 homolog; receptor-type tyrosine-protein phosphatase N2; uncharacterized LOC551765; protocadherin-like wing polarity protein stan; 1-acyl-sn-glycerol-3-phosphate acyltransferase alpha-like; transmembrane protein 181; dipeptidyl aminopeptidase-like protein 6; uncharacterized LOC552552; uncharacterized LOC552612; CD63 antigen; uncharacterized LOC552735; synaptotagmin-10; elongation of very long chain fatty acids protein AAEL008004-like; uncharacterized LOC724679; uncharacterized LOC724761; mitochondrial inner membrane protein COX18; TWiK family of potassium channels protein 7-like; galactoside 2-alpha-L-fucosyltransferase 2-like; uncharacterized LOC726322; transient receptor potential channel pyrexia; ATP-binding cassette sub-family A member 2-like; uncharacterized LOC100576355; protein patched; uncharacterized LOC100577325
Module 3 GO: Biological process GO:0007165 signal transduction 18/60 106/960 2.716981 0.0000269 0.0012388 0.0023151 406083 406127 408500 408809 408830 408880 409113 409903 410206 410332 410630 410887 410902 413473 551848 724880 100126690 100576924 tachykinin; ultraviolet-sensitive opsin; endothelin-converting enzyme 1; diacylglycerol kinase theta; muscle M-line assembly protein unc-89; guanylate cyclase, soluble, beta 1; guanine nucleotide-binding protein subunit beta-5; GTP-binding protein RAD-like; differentially expressed in FDCP 8 homolog; breast cancer anti-estrogen resistance protein 3; cGMP-specific 3’,5’-cyclic phosphodiesterase; myotubularin-related protein 13; 18-wheeler; GTPase-activating Rap/Ran-GAP domain-like protein 3; protocadherin-like wing polarity protein stan; allatostatin A; pheromone biosynthesis-activating neuropeptide; ankyrin repeat and death domain-containing protein 1A-like
Module 3 GO: Cellular component GO:0044459 plasma membrane part 7/111 12/1126 5.917417 0.0000394 0.0000936 0.0002904 406079 406082 406153 410478 410788 411212 412299 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; discoidin domain-containing receptor 2-like; muscarinic acetylcholine receptor DM1
Module 3 KEGG KEGG:04080 Neuroactive ligand-receptor interaction 6/58 14/1081 7.987685 0.0000396 0.0017440 0.0019610 406079 409042 411323 412299 412740 552552 NMDA receptor 1; corazonin receptor; serotonin receptor; muscarinic acetylcholine receptor DM1; ligand-gated chloride channel homolog 3; uncharacterized LOC552552
Module 3 GO: Cellular component GO:0098590 plasma membrane region 5/111 6/1126 8.453454 0.0000474 0.0001000 0.0002910 406079 406082 406153 410478 410788 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like
Module 3 GO: Molecular function GO:0015318 inorganic molecular entity transmembrane transporter activity 13/117 46/1400 3.381642 0.0000478 0.0004943 0.0003843 406079 406082 406153 409056 410478 410788 411199 411732 412740 413020 552552 725219 726724 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; sodium-dependent phosphate transporter 2; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; sodium-dependent neutral amino acid transporter B(0)AT3; trimeric intracellular cation channel type B; ligand-gated chloride channel homolog 3; two pore potassium channel protein sup-9; uncharacterized LOC552552; TWiK family of potassium channels protein 7-like; transient receptor potential channel pyrexia
Module 3 GO: Biological process GO:0007186 G-protein coupled receptor signaling pathway 5/60 9/960 8.888889 0.0000841 0.0019338 0.0054207 406083 408500 408809 724880 100126690 tachykinin; endothelin-converting enzyme 1; diacylglycerol kinase theta; allatostatin A; pheromone biosynthesis-activating neuropeptide
Module 3 GO: Biological process GO:0050794 regulation of cellular process 27/60 228/960 1.894737 0.0001505 0.0023074 0.0077617 406083 406086 406127 408500 408809 408830 408880 409113 409903 410206 410332 410468 410630 410887 410902 411744 413473 551848 552145 724220 724301 724551 724880 726648 100126690 100576333 100576924 tachykinin; dorsal; ultraviolet-sensitive opsin; endothelin-converting enzyme 1; diacylglycerol kinase theta; muscle M-line assembly protein unc-89; guanylate cyclase, soluble, beta 1; guanine nucleotide-binding protein subunit beta-5; GTP-binding protein RAD-like; differentially expressed in FDCP 8 homolog; breast cancer anti-estrogen resistance protein 3; protein hairy; cGMP-specific 3’,5’-cyclic phosphodiesterase; myotubularin-related protein 13; 18-wheeler; spectrin beta chain; GTPase-activating Rap/Ran-GAP domain-like protein 3; protocadherin-like wing polarity protein stan; repressor of RNA polymerase III transcription MAF1 homolog; synaptotagmin-10; paired mesoderm homeobox protein 2-like; BRCA1-associated RING domain protein 1-like; allatostatin A; fas apoptotic inhibitory molecule 1; pheromone biosynthesis-activating neuropeptide; nucleoredoxin-like; ankyrin repeat and death domain-containing protein 1A-like
Module 3 GO: Molecular function GO:0015075 ion transmembrane transporter activity 12/117 47/1400 3.055101 0.0002796 0.0021670 0.0020322 406079 406082 406153 410478 410788 411199 411732 412740 413020 552552 725219 726724 NMDA receptor 1; nicotinic acetylcholine receptor alpha8 subunit; nicotinic acetylcholine receptor alpha2 subunit; nicotinic acetylcholine receptor beta1 subunit; glutamate receptor ionotropic, kainate 2-like; sodium-dependent neutral amino acid transporter B(0)AT3; trimeric intracellular cation channel type B; ligand-gated chloride channel homolog 3; two pore potassium channel protein sup-9; uncharacterized LOC552552; TWiK family of potassium channels protein 7-like; transient receptor potential channel pyrexia
Module 3 GO: Biological process GO:0012501 programmed cell death 3/60 5/960 9.600000 0.0021249 0.0244358 0.0456657 724551 724743 726648 BRCA1-associated RING domain protein 1-like; PRKC apoptosis WT1 regulator protein-like; fas apoptotic inhibitory molecule 1
Module 3 KEGG KEGG:04214 Apoptosis - fly 5/58 19/1081 4.904719 0.0024358 0.0535875 0.0602538 408758 409227 409523 413809 100576402 ecdysteroid-regulated gene E74; ultraspiracle; mitogen-activated protein kinase 1; mitogen-activated protein kinase kinase kinase 7; serine/threonine-protein kinase atr-like
Module 3 KEGG KEGG:00020 Citrate cycle (TCA cycle) 4/58 17/1081 4.385395 0.0105173 0.1542536 0.1734431 408446 409155 410396 551958 probable aconitate hydratase, mitochondrial; dihydrolipoyllysine-residue succinyltransferase component of 2-oxoglutarate dehydrogenase complex, mitochondrial-like; isocitrate dehydrogenase [NAD] subunit gamma, mitochondrial; uncharacterized LOC551958
Module 3 KEGG KEGG:01200 Carbon metabolism 6/58 40/1081 2.795690 0.0169304 0.1862344 0.2094023 408446 409155 409682 410396 550785 551958 probable aconitate hydratase, mitochondrial; dihydrolipoyllysine-residue succinyltransferase component of 2-oxoglutarate dehydrogenase complex, mitochondrial-like; NADP-dependent malic enzyme; isocitrate dehydrogenase [NAD] subunit gamma, mitochondrial; fructose-bisphosphate aldolase; uncharacterized LOC551958
Module 3 GO: Biological process GO:0006099 tricarboxylic acid cycle 3/60 10/960 4.800000 0.0203347 0.1870790 0.3277629 408446 409155 410396 probable aconitate hydratase, mitochondrial; dihydrolipoyllysine-residue succinyltransferase component of 2-oxoglutarate dehydrogenase complex, mitochondrial-like; isocitrate dehydrogenase [NAD] subunit gamma, mitochondrial
Module 3 KEGG KEGG:04310 Wnt signaling pathway 4/58 21/1081 3.550082 0.0225143 0.1981256 0.2227728 411738 413809 551313 724997 lutropin-choriogonadotropic hormone receptor; mitogen-activated protein kinase kinase kinase 7; calcineurin subunit B type 2; protein naked cuticle homolog 2-like
Module 3 GO: Biological process GO:0006887 exocytosis 3/60 11/960 4.363636 0.0267324 0.2049482 0.3447069 412965 413524 724220 synaptotagmin-14; exocyst complex component 1; synaptotagmin-10
Module 3 KEGG KEGG:00350 Tyrosine metabolism 2/58 6/1081 6.212644 0.0369259 0.2707900 0.3044768 725400 751102 4-hydroxyphenylpyruvate dioxygenase; tyramine beta hydroxylase
Module 3 GO: Biological process GO:0035556 intracellular signal transduction 7/60 54/960 2.074074 0.0450967 0.2963496 0.4845915 408809 408830 408880 410206 410332 410887 413473 diacylglycerol kinase theta; muscle M-line assembly protein unc-89; guanylate cyclase, soluble, beta 1; differentially expressed in FDCP 8 homolog; breast cancer anti-estrogen resistance protein 3; myotubularin-related protein 13; GTPase-activating Rap/Ran-GAP domain-like protein 3
Module 4 KEGG KEGG:04141 Protein processing in endoplasmic reticulum 22/132 58/1081 3.106322 0.0000002 0.0000113 0.0000127 408557 408706 409377 409587 409613 409911 409968 412045 412141 412505 412526 413441 413976 551559 551853 552295 552378 552747 724587 725571 726087 727262 thioredoxin domain-containing protein 5; heat shock protein 70Cb ortholog; transitional endoplasmic reticulum ATPase TER94; heat shock 70 kDa protein cognate 3; GTP-binding protein SAR1; protein disulfide-isomerase A3; protein transport protein Sec31A; dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit 2; tumor suppressor candidate 3; translocation protein SEC63 homolog; protein disulfide-isomerase A6; dnaJ homolog subfamily C member 3; derlin-2; translocon-associated protein subunit beta; STT3, subunit of the oligosaccharyltransferase complex, homolog B; translocon-associated protein subunit gamma-like; membrane-associated ring finger (C3HC4) 6; glucosidase 2 subunit beta; nucleotide exchange factor SIL1; protein transport protein Sec61 subunit alpha; ribophorin I; derlin-1-like
Module 4 GO: Biological process GO:0006082 organic acid metabolic process 20/92 64/960 3.260870 0.0000004 0.0000196 0.0000178 409945 410422 411796 411923 412166 412670 412674 412675 412876 412948 550686 550828 551088 551103 551154 552014 552417 552712 724712 725031 aspartate–tRNA ligase, cytoplasmic; dihydrofolate reductase; serine hydroxymethyltransferase; alanine–tRNA ligase, cytoplasmic; acyl-CoA Delta(11) desaturase; probable phosphoserine aminotransferase; phosphoserine phosphatase; aspartate aminotransferase, mitochondrial; pyruvate carboxylase, mitochondrial; delta-1-pyrroline-5-carboxylate synthase; ATP-citrate synthase; elongation of very long chain fatty acids protein AAEL008004-like; asparagine–tRNA ligase, cytoplasmic; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; glucose-6-phosphate isomerase; probable methylthioribulose-1-phosphate dehydratase; acyl-CoA Delta(11) desaturase; 6-phosphogluconate dehydrogenase, decarboxylating; serine–tRNA ligase, mitochondrial; elongation of very long chain fatty acids protein 6
Module 4 GO: Biological process GO:0044283 small molecule biosynthetic process 14/92 40/960 3.652174 0.0000061 0.0001615 0.0002511 410422 410539 411796 412166 412670 412674 412876 412948 550828 551143 551154 552014 552417 725031 dihydrofolate reductase; protein 5NUC-like; serine hydroxymethyltransferase; acyl-CoA Delta(11) desaturase; probable phosphoserine aminotransferase; phosphoserine phosphatase; pyruvate carboxylase, mitochondrial; delta-1-pyrroline-5-carboxylate synthase; elongation of very long chain fatty acids protein AAEL008004-like; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; probable methylthioribulose-1-phosphate dehydratase; acyl-CoA Delta(11) desaturase; elongation of very long chain fatty acids protein 6
Module 4 KEGG KEGG:01200 Carbon metabolism 15/132 40/1081 3.071023 0.0000254 0.0007364 0.0008286 409736 411796 412670 412674 412675 412876 413867 443552 550804 551103 551154 551276 552712 725325 100577053 methylmalonate-semialdehyde dehydrogenase [acylating]-like protein; serine hydroxymethyltransferase; probable phosphoserine aminotransferase; phosphoserine phosphatase; aspartate aminotransferase, mitochondrial; pyruvate carboxylase, mitochondrial; transaldolase; catalase; transketolase; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; glucose-6-phosphate isomerase; isocitrate dehydrogenase [NADP] cytoplasmic; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase; glycine dehydrogenase (decarboxylating), mitochondrial
Module 4 KEGG KEGG:01100 Metabolic pathways 59/132 321/1081 1.505216 0.0000686 0.0013270 0.0014932 406076 406114 408642 408817 408955 409515 409736 410422 410530 410539 410554 411662 411715 411796 411897 412045 412141 412663 412670 412674 412675 412815 412876 412889 412948 413228 413356 413601 413763 413867 413942 414008 550686 550687 550804 551103 551143 551154 551276 551837 551853 551872 552014 552148 552242 552286 552328 552712 725031 725146 725325 726087 726156 726818 726880 727078 727599 100577053 100577378 vacuolar H+ ATP synthase 16 kDa proteolipid subunit; alpha-amylase; NAD kinase 2, mitochondrial-like; alanine–glyoxylate aminotransferase 2-like; 4-aminobutyrate aminotransferase, mitochondrial; long-chain-fatty-acid–CoA ligase 4; methylmalonate-semialdehyde dehydrogenase [acylating]-like protein; dihydrofolate reductase; alkaline phosphatase-like; protein 5NUC-like; methylcrotonoyl-CoA carboxylase beta chain, mitochondrial; probable trans-2-enoyl-CoA reductase, mitochondrial; phospholipase D3-like; serine hydroxymethyltransferase; phosphoglucomutase; dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit 2; tumor suppressor candidate 3; laminin subunit alpha; probable phosphoserine aminotransferase; phosphoserine phosphatase; aspartate aminotransferase, mitochondrial; fatty acid synthase; pyruvate carboxylase, mitochondrial; branched-chain-amino-acid aminotransferase, cytosolic-like; delta-1-pyrroline-5-carboxylate synthase; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; UDP-glucose 6-dehydrogenase; adenine phosphoribosyltransferase; hydroxymethylglutaryl-CoA synthase 1; transaldolase; acyl-CoA synthetase short-chain family member 3, mitochondrial; ribonucleoside-diphosphate reductase subunit M2; ATP-citrate synthase; aldehyde dehydrogenase, mitochondrial; transketolase; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; isocitrate dehydrogenase [NADP] cytoplasmic; long-chain-fatty-acid–CoA ligase ACSBG2; STT3, subunit of the oligosaccharyltransferase complex, homolog B; porphobilinogen deaminase; probable methylthioribulose-1-phosphate dehydratase; thymidylate kinase; uncharacterized LOC552242; acetyl-CoA carboxylase; glycogen [starch] synthase; 6-phosphogluconate dehydrogenase, decarboxylating; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase; glucose-6-phosphate 1-dehydrogenase; ribophorin I; pantothenate kinase 3; beta-hexosaminidase subunit beta-like; pancreatic lipase-related protein 2-like; phospholipid phosphatase 3-like; NADH dehydrogenase [ubiquinone] iron-sulfur protein 4, mitochondrial; glycine dehydrogenase (decarboxylating), mitochondrial; galactokinase-like
Module 4 GO: Cellular component GO:0005783 endoplasmic reticulum 9/115 23/1126 3.831380 0.0002124 0.0053105 0.0190058 409264 409613 409911 411533 412505 413976 551559 552313 727262 ATPase ASNA1 homolog; GTP-binding protein SAR1; protein disulfide-isomerase A3; alpha-2-macroglobulin receptor-associated protein; translocation protein SEC63 homolog; derlin-2; translocon-associated protein subunit beta; sterol O-acyltransferase 1; derlin-1-like
Module 4 KEGG KEGG:01212 Fatty acid metabolism 9/132 20/1081 3.685227 0.0002398 0.0034765 0.0039119 409515 411662 412166 412815 551837 552286 552417 725031 725146 long-chain-fatty-acid–CoA ligase 4; probable trans-2-enoyl-CoA reductase, mitochondrial; acyl-CoA Delta(11) desaturase; fatty acid synthase; long-chain-fatty-acid–CoA ligase ACSBG2; acetyl-CoA carboxylase; acyl-CoA Delta(11) desaturase; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase
Module 4 GO: Biological process GO:0051186 cofactor metabolic process 10/92 31/960 3.366059 0.0003279 0.0048104 0.0070759 408642 410422 411796 413228 550686 551103 551154 552014 552712 725325 NAD kinase 2, mitochondrial-like; dihydrofolate reductase; serine hydroxymethyltransferase; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; ATP-citrate synthase; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; glucose-6-phosphate isomerase; probable methylthioribulose-1-phosphate dehydratase; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase
Module 4 KEGG KEGG:01230 Biosynthesis of amino acids 10/132 25/1081 3.275758 0.0003445 0.0039960 0.0044964 411796 412670 412674 412675 412876 412889 412948 413867 550804 551276 serine hydroxymethyltransferase; probable phosphoserine aminotransferase; phosphoserine phosphatase; aspartate aminotransferase, mitochondrial; pyruvate carboxylase, mitochondrial; branched-chain-amino-acid aminotransferase, cytosolic-like; delta-1-pyrroline-5-carboxylate synthase; transaldolase; transketolase; isocitrate dehydrogenase [NADP] cytoplasmic
Module 4 GO: Biological process GO:0006520 cellular amino acid metabolic process 11/92 37/960 3.102233 0.0003631 0.0048104 0.0070759 409945 410422 411796 411923 412670 412674 412675 412948 551088 552014 724712 aspartate–tRNA ligase, cytoplasmic; dihydrofolate reductase; serine hydroxymethyltransferase; alanine–tRNA ligase, cytoplasmic; probable phosphoserine aminotransferase; phosphoserine phosphatase; aspartate aminotransferase, mitochondrial; delta-1-pyrroline-5-carboxylate synthase; asparagine–tRNA ligase, cytoplasmic; probable methylthioribulose-1-phosphate dehydratase; serine–tRNA ligase, mitochondrial
Module 4 GO: Biological process GO:0005975 carbohydrate metabolic process 11/92 38/960 3.020595 0.0004707 0.0049896 0.0084854 406114 411100 411897 412876 551143 551154 552328 552712 725325 726445 100577378 alpha-amylase; FGGY carbohydrate kinase domain-containing protein; phosphoglucomutase; pyruvate carboxylase, mitochondrial; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; glycogen [starch] synthase; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase; glycerol-3-phosphate dehydrogenase; galactokinase-like
Module 4 GO: Molecular function GO:0019842 vitamin binding 7/144 16/1400 4.253472 0.0005444 0.0168693 0.0720431 408817 411796 412675 412815 412876 413228 724919 alanine–glyoxylate aminotransferase 2-like; serine hydroxymethyltransferase; aspartate aminotransferase, mitochondrial; fatty acid synthase; pyruvate carboxylase, mitochondrial; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; mitochondrial amidoxime reducing component 2-like
Module 4 GO: Biological process GO:0006629 lipid metabolic process 10/92 34/960 3.069054 0.0007581 0.0066966 0.0128619 411706 412166 413763 550686 550828 551143 552417 725031 725146 100576414 phospholipase B1, membrane-associated-like; acyl-CoA Delta(11) desaturase; hydroxymethylglutaryl-CoA synthase 1; ATP-citrate synthase; elongation of very long chain fatty acids protein AAEL008004-like; inositol-3-phosphate synthase 1-B; acyl-CoA Delta(11) desaturase; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase; putative fatty acyl-CoA reductase CG5065
Module 4 GO: Molecular function GO:0016903 oxidoreductase activity, acting on the aldehyde or oxo group of donors 5/144 9/1400 5.401235 0.0009640 0.0168693 0.0720431 409736 412948 550687 551103 100576414 methylmalonate-semialdehyde dehydrogenase [acylating]-like protein; delta-1-pyrroline-5-carboxylate synthase; aldehyde dehydrogenase, mitochondrial; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; putative fatty acyl-CoA reductase CG5065
Module 4 KEGG KEGG:00030 Pentose phosphate pathway 6/132 12/1081 4.094697 0.0014704 0.0142134 0.0159933 411897 413867 550804 551154 552712 725325 phosphoglucomutase; transaldolase; transketolase; glucose-6-phosphate isomerase; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase
Module 4 KEGG KEGG:01040 Biosynthesis of unsaturated fatty acids 4/132 6/1081 5.459596 0.0026240 0.0217419 0.0244645 412166 552417 725031 725146 acyl-CoA Delta(11) desaturase; acyl-CoA Delta(11) desaturase; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase
Module 4 GO: Molecular function GO:0050662 coenzyme binding 11/144 44/1400 2.430556 0.0035707 0.0366561 0.0987647 408817 410422 411796 412212 412675 412876 413228 413356 724919 725325 726445 alanine–glyoxylate aminotransferase 2-like; dihydrofolate reductase; serine hydroxymethyltransferase; apoptosis-inducing factor 1, mitochondrial; aspartate aminotransferase, mitochondrial; pyruvate carboxylase, mitochondrial; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; UDP-glucose 6-dehydrogenase; mitochondrial amidoxime reducing component 2-like; glucose-6-phosphate 1-dehydrogenase; glycerol-3-phosphate dehydrogenase
Module 4 GO: Molecular function GO:0016746 transferase activity, transferring acyl groups 8/144 27/1400 2.880658 0.0041893 0.0366561 0.0987647 409905 412815 413228 413763 550686 550828 552313 725031 2-acylglycerol O-acyltransferase 1-like; fatty acid synthase; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; hydroxymethylglutaryl-CoA synthase 1; ATP-citrate synthase; elongation of very long chain fatty acids protein AAEL008004-like; sterol O-acyltransferase 1; elongation of very long chain fatty acids protein 6
Module 4 KEGG KEGG:00061 Fatty acid biosynthesis 4/132 7/1081 4.679654 0.0055448 0.0357335 0.0402083 409515 412815 551837 552286 long-chain-fatty-acid–CoA ligase 4; fatty acid synthase; long-chain-fatty-acid–CoA ligase ACSBG2; acetyl-CoA carboxylase
Module 4 KEGG KEGG:04512 ECM-receptor interaction 4/132 7/1081 4.679654 0.0055448 0.0357335 0.0402083 408551 408552 412663 726736 collagen alpha-5(IV) chain; collagen alpha-1(IV) chain; laminin subunit alpha; laminin subunit beta-1
Module 4 GO: Molecular function GO:0070279 vitamin B6 binding 5/144 13/1400 3.739316 0.0069904 0.0489331 0.1160987 408817 411796 412675 413228 724919 alanine–glyoxylate aminotransferase 2-like; serine hydroxymethyltransferase; aspartate aminotransferase, mitochondrial; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; mitochondrial amidoxime reducing component 2-like
Module 4 GO: Biological process GO:0055086 nucleobase-containing small molecule metabolic process 11/92 52/960 2.207358 0.0074910 0.0567177 0.0583937 408642 410539 413601 414008 551154 552014 552148 552316 552511 552712 725325 NAD kinase 2, mitochondrial-like; protein 5NUC-like; adenine phosphoribosyltransferase; ribonucleoside-diphosphate reductase subunit M2; glucose-6-phosphate isomerase; probable methylthioribulose-1-phosphate dehydratase; thymidylate kinase; GMP reductase 1-like; GTP:AMP phosphotransferase AK3, mitochondrial; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase
Module 4 KEGG KEGG:03050 Proteasome 8/132 26/1081 2.519814 0.0091992 0.0529757 0.0596097 409168 409609 409880 410095 411206 413757 551128 551550 26S proteasome non-ATPase regulatory subunit 13; 26S proteasome non-ATPase regulatory subunit 4; 26S proteasome non-ATPase regulatory subunit 12; proteasome subunit alpha type-7-1; proteasome subunit beta type-5-like; uncharacterized LOC413757; 26S protease regulatory subunit 4; probable 26S proteasome non-ATPase regulatory subunit 3
Module 4 KEGG KEGG:00500 Starch and sucrose metabolism 4/132 8/1081 4.094697 0.0100471 0.0529757 0.0596097 406114 411897 551154 552328 alpha-amylase; phosphoglucomutase; glucose-6-phosphate isomerase; glycogen [starch] synthase
Module 4 GO: Biological process GO:0005996 monosaccharide metabolic process 4/92 10/960 4.173913 0.0105758 0.0700644 0.0726256 412876 551154 725325 100577378 pyruvate carboxylase, mitochondrial; glucose-6-phosphate isomerase; glucose-6-phosphate 1-dehydrogenase; galactokinase-like
Module 4 GO: Cellular component GO:0005789 endoplasmic reticulum membrane 5/115 15/1126 3.263768 0.0132381 0.0690393 0.1840125 412505 413976 551559 552313 727262 translocation protein SEC63 homolog; derlin-2; translocon-associated protein subunit beta; sterol O-acyltransferase 1; derlin-1-like
Module 4 GO: Cellular component GO:0044432 endoplasmic reticulum part 5/115 15/1126 3.263768 0.0132381 0.0690393 0.1840125 412505 413976 551559 552313 727262 translocation protein SEC63 homolog; derlin-2; translocon-associated protein subunit beta; sterol O-acyltransferase 1; derlin-1-like
Module 4 GO: Biological process GO:0044262 cellular carbohydrate metabolic process 3/92 6/960 5.217391 0.0137676 0.0810759 0.0902469 551143 552328 552712 inositol-3-phosphate synthase 1-B; glycogen [starch] synthase; 6-phosphogluconate dehydrogenase, decarboxylating
Module 4 KEGG KEGG:00260 Glycine, serine and threonine metabolism 5/132 13/1081 3.149767 0.0143762 0.0660047 0.0742702 411796 412670 412674 413228 100577053 serine hydroxymethyltransferase; probable phosphoserine aminotransferase; phosphoserine phosphatase; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; glycine dehydrogenase (decarboxylating), mitochondrial
Module 4 KEGG KEGG:00565 Ether lipid metabolism 3/132 5/1081 4.913636 0.0147942 0.0660047 0.0742702 411715 552242 727078 phospholipase D3-like; uncharacterized LOC552242; phospholipid phosphatase 3-like
Module 4 GO: Molecular function GO:0017171 serine hydrolase activity 6/144 21/1400 2.777778 0.0156822 0.0914793 0.1953392 409162 410451 411889 411896 413645 726126 retinoid-inducible serine carboxypeptidase-like; venom serine carboxypeptidase; putative serine protease K12H4.7; prolyl endopeptidase-like; trypsin alpha-3; proclotting enzyme
Module 4 GO: Biological process GO:1901576 organic substance biosynthetic process 37/92 286/960 1.349954 0.0161832 0.0850415 0.1017507 408443 408642 408981 409799 409928 409945 410422 410539 411510 411796 411923 412166 412670 412674 412876 412948 413228 413601 413763 414008 550686 550828 551088 551103 551143 551154 551872 552014 552148 552328 552417 552511 552642 552764 724712 725031 100577998 uncharacterized LOC408443; NAD kinase 2, mitochondrial-like; activating transcription factor 3; ataxin-7-like protein 3; RNA polymerase II elongation factor Ell; aspartate–tRNA ligase, cytoplasmic; dihydrofolate reductase; protein 5NUC-like; DNA-directed RNA polymerases I and III subunit RPAC1; serine hydroxymethyltransferase; alanine–tRNA ligase, cytoplasmic; acyl-CoA Delta(11) desaturase; probable phosphoserine aminotransferase; phosphoserine phosphatase; pyruvate carboxylase, mitochondrial; delta-1-pyrroline-5-carboxylate synthase; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; adenine phosphoribosyltransferase; hydroxymethylglutaryl-CoA synthase 1; ribonucleoside-diphosphate reductase subunit M2; ATP-citrate synthase; elongation of very long chain fatty acids protein AAEL008004-like; asparagine–tRNA ligase, cytoplasmic; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; porphobilinogen deaminase; probable methylthioribulose-1-phosphate dehydratase; thymidylate kinase; glycogen [starch] synthase; acyl-CoA Delta(11) desaturase; GTP:AMP phosphotransferase AK3, mitochondrial; DNA replication licensing factor Mcm3; eukaryotic translation initiation factor 2A; serine–tRNA ligase, mitochondrial; elongation of very long chain fatty acids protein 6; origin recognition complex subunit 3
Module 4 KEGG KEGG:03060 Protein export 4/132 9/1081 3.639731 0.0163914 0.0679073 0.0764111 409587 412505 552114 725571 heat shock 70 kDa protein cognate 3; translocation protein SEC63 homolog; signal recognition particle 54 kDa protein; protein transport protein Sec61 subunit alpha
Module 4 GO: Cellular component GO:0042175 nuclear outer membrane-endoplasmic reticulum membrane network 5/115 16/1126 3.059783 0.0177131 0.0690393 0.1840125 412505 413976 551559 552313 727262 translocation protein SEC63 homolog; derlin-2; translocon-associated protein subunit beta; sterol O-acyltransferase 1; derlin-1-like
Module 4 GO: Molecular function GO:0016614 oxidoreductase activity, acting on CH-OH group of donors 5/144 16/1400 3.038194 0.0183912 0.0919562 0.2114621 412815 413356 552712 725325 726445 fatty acid synthase; UDP-glucose 6-dehydrogenase; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase; glycerol-3-phosphate dehydrogenase
Module 4 GO: Biological process GO:0006793 phosphorus metabolic process 13/92 74/960 1.833138 0.0184013 0.0850415 0.1105693 408642 410539 414008 550686 551103 551143 551154 552148 552316 552511 552712 725325 726445 NAD kinase 2, mitochondrial-like; protein 5NUC-like; ribonucleoside-diphosphate reductase subunit M2; ATP-citrate synthase; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; thymidylate kinase; GMP reductase 1-like; GTP:AMP phosphotransferase AK3, mitochondrial; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase; glycerol-3-phosphate dehydrogenase
Module 4 GO: Cellular component GO:0016021 integral component of membrane 58/115 461/1126 1.231878 0.0190797 0.0690393 0.1840125 406076 408523 409041 409905 410429 410530 410844 410878 411105 411266 411902 412094 412166 412212 412431 412505 413000 413117 413189 413840 413976 550691 550828 550886 550914 551036 551165 551180 551217 551324 551388 551559 551795 551844 551936 552256 552295 552313 552401 552417 552746 552747 552769 724497 724919 724952 725031 725146 725245 725324 725420 725571 726987 727078 727262 100576236 100576414 100577231 vacuolar H+ ATP synthase 16 kDa proteolipid subunit; protein TRC8 homolog; transmembrane protein 115; 2-acylglycerol O-acyltransferase 1-like; mannose-P-dolichol utilization defect 1 protein homolog; alkaline phosphatase-like; neuronal membrane glycoprotein M6-a; epoxide hydrolase 4-like; luciferin 4-monooxygenase; nicalin; transmembrane protein 205; protein catecholamines up; acyl-CoA Delta(11) desaturase; apoptosis-inducing factor 1, mitochondrial; thiamine transporter 2-like; translocation protein SEC63 homolog; proton-coupled amino acid transporter 1; proton-coupled amino acid transporter 1; NADH-cytochrome b5 reductase 2; glucose-6-phosphate exchanger SLC37A2; derlin-2; putative inorganic phosphate cotransporter; elongation of very long chain fatty acids protein AAEL008004-like; atlastin; DNA ligase 1-like; vacuole membrane protein 1; innexin inx3; puromycin-sensitive aminopeptidase-like protein; high affinity copper uptake protein 1; transmembrane protein 19; adipokinetic hormone receptor; translocon-associated protein subunit beta; xenotropic and polytropic retrovirus receptor 1 homolog; stromal cell-derived factor 2-like; facilitated trehalose transporter Tret1; peroxisomal membrane protein PEX14; translocon-associated protein subunit gamma-like; sterol O-acyltransferase 1; protein cueball; acyl-CoA Delta(11) desaturase; 17-beta-hydroxysteroid dehydrogenase 13-like; glucosidase 2 subunit beta; ubiA prenyltransferase domain-containing protein 1 homolog; patched domain-containing protein 3-like; mitochondrial amidoxime reducing component 2-like; sodium-independent sulfate anion transporter-like; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase; protein eiger-like; uncharacterized LOC725324; sodium-dependent nutrient amino acid transporter 1-like; protein transport protein Sec61 subunit alpha; uncharacterized LOC726987; phospholipid phosphatase 3-like; derlin-1-like; uncharacterized LOC100576236; putative fatty acyl-CoA reductase CG5065; uncharacterized LOC100577231
Module 4 GO: Cellular component GO:0031224 intrinsic component of membrane 58/115 461/1126 1.231878 0.0190797 0.0690393 0.1840125 406076 408523 409041 409905 410429 410530 410844 410878 411105 411266 411902 412094 412166 412212 412431 412505 413000 413117 413189 413840 413976 550691 550828 550886 550914 551036 551165 551180 551217 551324 551388 551559 551795 551844 551936 552256 552295 552313 552401 552417 552746 552747 552769 724497 724919 724952 725031 725146 725245 725324 725420 725571 726987 727078 727262 100576236 100576414 100577231 vacuolar H+ ATP synthase 16 kDa proteolipid subunit; protein TRC8 homolog; transmembrane protein 115; 2-acylglycerol O-acyltransferase 1-like; mannose-P-dolichol utilization defect 1 protein homolog; alkaline phosphatase-like; neuronal membrane glycoprotein M6-a; epoxide hydrolase 4-like; luciferin 4-monooxygenase; nicalin; transmembrane protein 205; protein catecholamines up; acyl-CoA Delta(11) desaturase; apoptosis-inducing factor 1, mitochondrial; thiamine transporter 2-like; translocation protein SEC63 homolog; proton-coupled amino acid transporter 1; proton-coupled amino acid transporter 1; NADH-cytochrome b5 reductase 2; glucose-6-phosphate exchanger SLC37A2; derlin-2; putative inorganic phosphate cotransporter; elongation of very long chain fatty acids protein AAEL008004-like; atlastin; DNA ligase 1-like; vacuole membrane protein 1; innexin inx3; puromycin-sensitive aminopeptidase-like protein; high affinity copper uptake protein 1; transmembrane protein 19; adipokinetic hormone receptor; translocon-associated protein subunit beta; xenotropic and polytropic retrovirus receptor 1 homolog; stromal cell-derived factor 2-like; facilitated trehalose transporter Tret1; peroxisomal membrane protein PEX14; translocon-associated protein subunit gamma-like; sterol O-acyltransferase 1; protein cueball; acyl-CoA Delta(11) desaturase; 17-beta-hydroxysteroid dehydrogenase 13-like; glucosidase 2 subunit beta; ubiA prenyltransferase domain-containing protein 1 homolog; patched domain-containing protein 3-like; mitochondrial amidoxime reducing component 2-like; sodium-independent sulfate anion transporter-like; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase; protein eiger-like; uncharacterized LOC725324; sodium-dependent nutrient amino acid transporter 1-like; protein transport protein Sec61 subunit alpha; uncharacterized LOC726987; phospholipid phosphatase 3-like; derlin-1-like; uncharacterized LOC100576236; putative fatty acyl-CoA reductase CG5065; uncharacterized LOC100577231
Module 4 GO: Cellular component GO:0000502 proteasome complex 4/115 11/1126 3.560474 0.0193310 0.0690393 0.1840125 410095 411206 413757 551550 proteasome subunit alpha type-7-1; proteasome subunit beta type-5-like; uncharacterized LOC413757; probable 26S proteasome non-ATPase regulatory subunit 3
Module 4 KEGG KEGG:00520 Amino sugar and nucleotide sugar metabolism 6/132 19/1081 2.586124 0.0208348 0.0805614 0.0906498 411897 413189 413356 551154 726818 100577378 phosphoglucomutase; NADH-cytochrome b5 reductase 2; UDP-glucose 6-dehydrogenase; glucose-6-phosphate isomerase; beta-hexosaminidase subunit beta-like; galactokinase-like
Module 4 GO: Biological process GO:0019637 organophosphate metabolic process 11/92 60/960 1.913043 0.0220585 0.0850415 0.1168592 408642 410539 414008 551143 551154 552148 552316 552511 552712 725325 726445 NAD kinase 2, mitochondrial-like; protein 5NUC-like; ribonucleoside-diphosphate reductase subunit M2; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; thymidylate kinase; GMP reductase 1-like; GTP:AMP phosphotransferase AK3, mitochondrial; 6-phosphogluconate dehydrogenase, decarboxylating; glucose-6-phosphate 1-dehydrogenase; glycerol-3-phosphate dehydrogenase
Module 4 GO: Biological process GO:0006575 cellular modified amino acid metabolic process 3/92 7/960 4.472050 0.0224344 0.0850415 0.1168592 410422 411796 552014 dihydrofolate reductase; serine hydroxymethyltransferase; probable methylthioribulose-1-phosphate dehydratase
Module 4 GO: Biological process GO:0044249 cellular biosynthetic process 36/92 282/960 1.332100 0.0224638 0.0850415 0.1168592 408443 408642 408981 409799 409928 409945 410422 410539 411510 411796 411923 412166 412670 412674 412948 413228 413601 413763 414008 550686 550828 551088 551103 551143 551154 551872 552014 552148 552328 552417 552511 552642 552764 724712 725031 100577998 uncharacterized LOC408443; NAD kinase 2, mitochondrial-like; activating transcription factor 3; ataxin-7-like protein 3; RNA polymerase II elongation factor Ell; aspartate–tRNA ligase, cytoplasmic; dihydrofolate reductase; protein 5NUC-like; DNA-directed RNA polymerases I and III subunit RPAC1; serine hydroxymethyltransferase; alanine–tRNA ligase, cytoplasmic; acyl-CoA Delta(11) desaturase; probable phosphoserine aminotransferase; phosphoserine phosphatase; delta-1-pyrroline-5-carboxylate synthase; 5-aminolevulinate synthase, erythroid-specific, mitochondrial; adenine phosphoribosyltransferase; hydroxymethylglutaryl-CoA synthase 1; ribonucleoside-diphosphate reductase subunit M2; ATP-citrate synthase; elongation of very long chain fatty acids protein AAEL008004-like; asparagine–tRNA ligase, cytoplasmic; probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial; inositol-3-phosphate synthase 1-B; glucose-6-phosphate isomerase; porphobilinogen deaminase; probable methylthioribulose-1-phosphate dehydratase; thymidylate kinase; glycogen [starch] synthase; acyl-CoA Delta(11) desaturase; GTP:AMP phosphotransferase AK3, mitochondrial; DNA replication licensing factor Mcm3; eukaryotic translation initiation factor 2A; serine–tRNA ligase, mitochondrial; elongation of very long chain fatty acids protein 6; origin recognition complex subunit 3
Module 4 GO: Cellular component GO:1905368 peptidase complex 5/115 17/1126 2.879795 0.0230885 0.0721516 0.1878012 409799 410095 411206 413757 551550 ataxin-7-like protein 3; proteasome subunit alpha type-7-1; proteasome subunit beta type-5-like; uncharacterized LOC413757; probable 26S proteasome non-ATPase regulatory subunit 3
Module 4 GO: Biological process GO:0044255 cellular lipid metabolic process 6/92 25/960 2.504348 0.0259888 0.0918273 0.1315040 412166 413763 550828 551143 552417 725031 acyl-CoA Delta(11) desaturase; hydroxymethylglutaryl-CoA synthase 1; elongation of very long chain fatty acids protein AAEL008004-like; inositol-3-phosphate synthase 1-B; acyl-CoA Delta(11) desaturase; elongation of very long chain fatty acids protein 6
Module 4 KEGG KEGG:00280 Valine, leucine and isoleucine degradation 6/132 21/1081 2.339827 0.0339122 0.1204778 0.1355648 408955 409736 410554 412889 413763 550687 4-aminobutyrate aminotransferase, mitochondrial; methylmalonate-semialdehyde dehydrogenase [acylating]-like protein; methylcrotonoyl-CoA carboxylase beta chain, mitochondrial; branched-chain-amino-acid aminotransferase, cytosolic-like; hydroxymethylglutaryl-CoA synthase 1; aldehyde dehydrogenase, mitochondrial
Module 4 KEGG KEGG:00510 N-Glycan biosynthesis 4/132 11/1081 2.977961 0.0353124 0.1204778 0.1355648 412045 412141 551853 726087 dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit 2; tumor suppressor candidate 3; STT3, subunit of the oligosaccharyltransferase complex, homolog B; ribophorin I
Module 4 GO: Molecular function GO:0016875 ligase activity, forming carbon-oxygen bonds 4/144 13/1400 2.991453 0.0366761 0.1604580 0.3364074 409945 411923 551088 724712 aspartate–tRNA ligase, cytoplasmic; alanine–tRNA ligase, cytoplasmic; asparagine–tRNA ligase, cytoplasmic; serine–tRNA ligase, mitochondrial
Module 4 KEGG KEGG:00062 Fatty acid elongation 3/132 7/1081 3.509740 0.0430289 0.1386486 0.1560111 411662 725031 725146 probable trans-2-enoyl-CoA reductase, mitochondrial; elongation of very long chain fatty acids protein 6; very-long-chain enoyl-CoA reductase
Module 4 GO: Cellular component GO:0012505 endomembrane system 11/115 63/1126 1.709593 0.0479692 0.1332479 0.3576653 409264 409613 409911 411533 412505 413976 551559 552313 552346 724795 727262 ATPase ASNA1 homolog; GTP-binding protein SAR1; protein disulfide-isomerase A3; alpha-2-macroglobulin receptor-associated protein; translocation protein SEC63 homolog; derlin-2; translocon-associated protein subunit beta; sterol O-acyltransferase 1; coatomer subunit delta; WAS protein family homolog 1-like; derlin-1-like
Module 5 GO: Biological process GO:0046907 intracellular transport 8/44 60/960 2.909091 0.0043197 0.0462494 0.0745260 408391 410493 413344 413614 413845 551140 552830 726833 AP-1 complex subunit mu-1; vacuolar protein sorting-associated protein 11 homolog; exportin-5; ras-related protein Rab-14; mitochondrial import receptor subunit TOM20 homolog; signal transducing adapter molecule 1; alpha-soluble NSF attachment protein; TOM1-like protein 2
Module 5 KEGG KEGG:04120 Ubiquitin mediated proteolysis 7/50 47/1081 3.220000 0.0044720 0.1477696 0.1675121 409225 409607 410565 410838 411182 551174 551511 NEDD8-conjugating enzyme Ubc12; ubiquitin-conjugating enzyme E2 Q2; cullin-1; ubiquitin-conjugating enzyme E2 R2; ubiquitin-protein ligase E3A; E3 SUMO-protein ligase PIAS3; transcription elongation factor B polypeptide 2
Module 5 GO: Biological process GO:0070727 cellular macromolecule localization 7/44 49/960 3.116883 0.0052370 0.0462494 0.0745260 408391 410493 413344 413845 551140 552830 726833 AP-1 complex subunit mu-1; vacuolar protein sorting-associated protein 11 homolog; exportin-5; mitochondrial import receptor subunit TOM20 homolog; signal transducing adapter molecule 1; alpha-soluble NSF attachment protein; TOM1-like protein 2
Module 5 GO: Biological process GO:0051649 establishment of localization in cell 8/44 62/960 2.815249 0.0053229 0.0462494 0.0745260 408391 410493 413344 413614 413845 551140 552830 726833 AP-1 complex subunit mu-1; vacuolar protein sorting-associated protein 11 homolog; exportin-5; ras-related protein Rab-14; mitochondrial import receptor subunit TOM20 homolog; signal transducing adapter molecule 1; alpha-soluble NSF attachment protein; TOM1-like protein 2
Module 5 KEGG KEGG:04142 Lysosome 5/50 28/1081 3.860714 0.0075779 0.1477696 0.1675121 406108 408391 551012 552375 725899 tetraspanin 6; AP-1 complex subunit mu-1; cation-independent mannose-6-phosphate receptor; Niemann-Pick C1 protein; alpha-N-acetylgalactosaminidase
Module 5 GO: Biological process GO:0032535 regulation of cellular component size 3/44 10/960 6.545454 0.0086108 0.0462494 0.0745260 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0032970 regulation of actin filament-based process 3/44 10/960 6.545454 0.0086108 0.0462494 0.0745260 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0043254 regulation of protein complex assembly 3/44 10/960 6.545454 0.0086108 0.0462494 0.0745260 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0044087 regulation of cellular component biogenesis 3/44 10/960 6.545454 0.0086108 0.0462494 0.0745260 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0090066 regulation of anatomical structure size 3/44 10/960 6.545454 0.0086108 0.0462494 0.0745260 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Molecular function GO:0004721 phosphoprotein phosphatase activity 4/65 19/1400 4.534413 0.0096915 0.1506384 0.2560559 408701 409430 550710 551854 protein phosphatase 1H; serine/threonine-protein phosphatase alpha-2 isoform; serine/threonine-protein phosphatase 2A catalytic subunit alpha isoform; serine/threonine-protein phosphatase 5
Module 5 GO: Biological process GO:0045184 establishment of protein localization 8/44 69/960 2.529644 0.0103044 0.0462494 0.0859993 408391 410493 413344 413845 551140 552830 726833 100576745 AP-1 complex subunit mu-1; vacuolar protein sorting-associated protein 11 homolog; exportin-5; mitochondrial import receptor subunit TOM20 homolog; signal transducing adapter molecule 1; alpha-soluble NSF attachment protein; TOM1-like protein 2; leucine-rich repeat-containing protein 26-like
Module 5 GO: Biological process GO:0042592 homeostatic process 4/44 20/960 4.363636 0.0108764 0.0462494 0.0862321 411391 552501 726237 726649 thioredoxin-related transmembrane protein 2 homolog; transmembrane and coiled-coil domain-containing protein 1; protein disulfide-isomerase TMX3; thioredoxin domain-containing protein 15
Module 5 GO: Biological process GO:0008104 protein localization 8/44 70/960 2.493507 0.0112337 0.0462494 0.0862321 408391 410493 413344 413845 551140 552830 726833 100576745 AP-1 complex subunit mu-1; vacuolar protein sorting-associated protein 11 homolog; exportin-5; mitochondrial import receptor subunit TOM20 homolog; signal transducing adapter molecule 1; alpha-soluble NSF attachment protein; TOM1-like protein 2; leucine-rich repeat-containing protein 26-like
Module 5 GO: Biological process GO:0006810 transport 13/44 149/960 1.903600 0.0118084 0.0462494 0.0862321 408391 408828 409476 410493 412806 413344 413614 413845 551140 552830 726431 726833 100576745 AP-1 complex subunit mu-1; uncharacterized MFS-type transporter C09D4.1; nuclear cap-binding protein subunit 1; vacuolar protein sorting-associated protein 11 homolog; vesicle transport protein GOT1B; exportin-5; ras-related protein Rab-14; mitochondrial import receptor subunit TOM20 homolog; signal transducing adapter molecule 1; alpha-soluble NSF attachment protein; uncharacterized LOC726431; TOM1-like protein 2; leucine-rich repeat-containing protein 26-like
Module 5 KEGG KEGG:04933 AGE-RAGE signaling pathway in diabetic complications 3/50 12/1081 5.405000 0.0152561 0.1983298 0.2248273 413430 413742 551554 RAC serine/threonine-protein kinase; signal transducer and activator of transcription 5B; ras-related protein Rac1
Module 5 GO: Biological process GO:0097435 supramolecular fiber organization 3/44 13/960 5.034965 0.0186288 0.0589261 0.0955373 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0022411 cellular component disassembly 2/44 5/960 8.727273 0.0188062 0.0589261 0.0955373 409581 552486 F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0051129 negative regulation of cellular component organization 2/44 5/960 8.727273 0.0188062 0.0589261 0.0955373 409581 552486 F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Molecular function GO:0070279 vitamin B6 binding 3/65 13/1400 4.970414 0.0195674 0.1506384 0.2560559 409196 409927 410638 alanine aminotransferase 1; putative pyridoxal-dependent decarboxylase domain-containing protein 2; aromatic-L-amino-acid decarboxylase
Module 5 GO: Biological process GO:0030036 actin cytoskeleton organization 3/44 14/960 4.675325 0.0229589 0.0674419 0.1117738 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Biological process GO:0045454 cell redox homeostasis 3/44 15/960 4.363636 0.0277918 0.0725676 0.1273434 411391 726237 726649 thioredoxin-related transmembrane protein 2 homolog; protein disulfide-isomerase TMX3; thioredoxin domain-containing protein 15
Module 5 GO: Biological process GO:0051128 regulation of cellular component organization 3/44 15/960 4.363636 0.0277918 0.0725676 0.1273434 409218 409581 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha
Module 5 GO: Molecular function GO:0016830 carbon-carbon lyase activity 2/65 6/1400 7.179487 0.0282176 0.1506384 0.2560559 409927 410638 putative pyridoxal-dependent decarboxylase domain-containing protein 2; aromatic-L-amino-acid decarboxylase
Module 5 GO: Molecular function GO:0008092 cytoskeletal protein binding 4/65 26/1400 3.313610 0.0292798 0.1506384 0.2560559 409218 409581 552486 725218 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; F-actin-capping protein subunit alpha; growth arrest-specific protein 2-like
Module 5 GO: Molecular function GO:0016788 hydrolase activity, acting on ester bonds 6/65 52/1400 2.485207 0.0300237 0.1506384 0.2560559 408701 408840 409430 413429 550710 551854 protein phosphatase 1H; 5’-3’ exoribonuclease 2 homolog; serine/threonine-protein phosphatase alpha-2 isoform; acid phosphatase type 7; serine/threonine-protein phosphatase 2A catalytic subunit alpha isoform; serine/threonine-protein phosphatase 5
Module 5 KEGG KEGG:04144 Endocytosis 6/50 54/1081 2.402222 0.0339182 0.3307020 0.3748849 409218 409581 410241 551012 551140 552486 neural Wiskott-Aldrich syndrome protein; F-actin-capping protein subunit beta; ras-related protein Rab-10; cation-independent mannose-6-phosphate receptor; signal transducing adapter molecule 1; F-actin-capping protein subunit alpha
Module 5 GO: Molecular function GO:0019842 vitamin binding 3/65 16/1400 4.038462 0.0346866 0.1506384 0.2560559 409196 409927 410638 alanine aminotransferase 1; putative pyridoxal-dependent decarboxylase domain-containing protein 2; aromatic-L-amino-acid decarboxylase
Module 5 GO: Cellular component GO:0016021 integral component of membrane 34/65 461/1126 1.277624 0.0375885 0.4322677 0.9957147 406108 408303 408751 408828 409136 409145 409263 409310 409976 410507 410825 411391 411408 412024 412291 412636 412806 413164 413740 413845 550918 551466 551678 551890 552067 552098 552501 724286 724585 725316 727001 100576745 100578046 100578526 tetraspanin 6; protein lifeguard 1; E3 ubiquitin-protein ligase RNF185-like; uncharacterized MFS-type transporter C09D4.1; 72 kDa inositol polyphosphate 5-phosphatase; zinc transporter ZIP9; glycoprotein-N-acetylgalactosamine 3-beta-galactosyltransferase 1; CSC1-like protein 2; transmembrane emp24 domain-containing protein 5; sodium-independent sulfate anion transporter-like; leucine-rich repeat and immunoglobulin-like domain-containing nogo receptor-interacting protein 3; thioredoxin-related transmembrane protein 2 homolog; CDP-diacylglycerol–inositol 3-phosphatidyltransferase; probable palmitoyltransferase ZDHHC16; uncharacterized protein KIAA2013 homolog; protein ABHD13; vesicle transport protein GOT1B; membrane-associated progesterone receptor component 1; iodotyrosine deiodinase 1; mitochondrial import receptor subunit TOM20 homolog; ATP-binding cassette sub-family G member 4; CAAX prenyl protease 1 homolog; receptor expression-enhancing protein 5-like; probable serine incorporator; uncharacterized LOC552067; syntaxin-8; transmembrane and coiled-coil domain-containing protein 1; uncharacterized LOC724286; uncharacterized LOC724585; transmembrane protein 208; solute carrier family 35 member C2-like; leucine-rich repeat-containing protein 26-like; probable G-protein coupled receptor Mth-like 1; solute carrier family 35 member E2-like
Module 5 GO: Cellular component GO:0031224 intrinsic component of membrane 34/65 461/1126 1.277624 0.0375885 0.4322677 0.9957147 406108 408303 408751 408828 409136 409145 409263 409310 409976 410507 410825 411391 411408 412024 412291 412636 412806 413164 413740 413845 550918 551466 551678 551890 552067 552098 552501 724286 724585 725316 727001 100576745 100578046 100578526 tetraspanin 6; protein lifeguard 1; E3 ubiquitin-protein ligase RNF185-like; uncharacterized MFS-type transporter C09D4.1; 72 kDa inositol polyphosphate 5-phosphatase; zinc transporter ZIP9; glycoprotein-N-acetylgalactosamine 3-beta-galactosyltransferase 1; CSC1-like protein 2; transmembrane emp24 domain-containing protein 5; sodium-independent sulfate anion transporter-like; leucine-rich repeat and immunoglobulin-like domain-containing nogo receptor-interacting protein 3; thioredoxin-related transmembrane protein 2 homolog; CDP-diacylglycerol–inositol 3-phosphatidyltransferase; probable palmitoyltransferase ZDHHC16; uncharacterized protein KIAA2013 homolog; protein ABHD13; vesicle transport protein GOT1B; membrane-associated progesterone receptor component 1; iodotyrosine deiodinase 1; mitochondrial import receptor subunit TOM20 homolog; ATP-binding cassette sub-family G member 4; CAAX prenyl protease 1 homolog; receptor expression-enhancing protein 5-like; probable serine incorporator; uncharacterized LOC552067; syntaxin-8; transmembrane and coiled-coil domain-containing protein 1; uncharacterized LOC724286; uncharacterized LOC724585; transmembrane protein 208; solute carrier family 35 member C2-like; leucine-rich repeat-containing protein 26-like; probable G-protein coupled receptor Mth-like 1; solute carrier family 35 member E2-like
Module 5 GO: Molecular function GO:0019787 ubiquitin-like protein transferase activity 3/65 17/1400 3.800905 0.0407516 0.1506384 0.2560559 411182 413468 551174 ubiquitin-protein ligase E3A; protein ariadne-1; E3 SUMO-protein ligase PIAS3
Module 5 GO: Molecular function GO:0001882 nucleoside binding 6/65 57/1400 2.267206 0.0446336 0.1506384 0.2560559 410241 411085 411704 413614 551554 724676 ras-related protein Rab-10; ADP-ribosylation factor-like protein 2; guanine nucleotide-binding protein G(i) subunit alpha; ras-related protein Rab-14; ras-related protein Rac1; ADP-ribosylation factor-like protein 1
Module 5 KEGG KEGG:00250 Alanine, aspartate and glutamate metabolism 2/50 8/1081 5.405000 0.0491201 0.3831368 0.4343252 409196 410482 alanine aminotransferase 1; adenylosuccinate lyase
Module 6 GO: Molecular function GO:0001882 nucleoside binding 9/57 57/1400 3.878116 0.0003174 0.0082528 0.0038424 409529 410906 410969 550723 551185 551731 552196 552448 724873 ras-like protein 2; guanine nucleotide-binding protein subunit alpha homolog; ras-related protein Rab-9A; ras-related protein Rab-39B; GTP-binding protein 1; rho GTPase-activating protein 190; ras-related protein Rab-43; ADP-ribosylation factor-like protein 8B-A; ras-related protein Rab-7a
Module 6 GO: Molecular function GO:0016817 hydrolase activity, acting on acid anhydrides 10/57 107/1400 2.295458 0.0090480 0.1176243 0.0730191 409529 410463 410676 410906 410969 550723 551185 551731 552196 724873 ras-like protein 2; ATPase WRNIP1-like; adenylate kinase isoenzyme 6; guanine nucleotide-binding protein subunit alpha homolog; ras-related protein Rab-9A; ras-related protein Rab-39B; GTP-binding protein 1; rho GTPase-activating protein 190; ras-related protein Rab-43; ras-related protein Rab-7a
Module 6 KEGG KEGG:03410 Base excision repair 2/33 9/1081 7.279461 0.0284604 0.4603898 0.5139918 725801 100577027 G/T mismatch-specific thymine DNA glycosylase-like; DNA repair protein XRCC1
Module 6 GO: Biological process GO:0007275 multicellular organism development 2/34 8/960 7.058823 0.0298325 0.5328338 0.6676729 410808 412008 E3 ubiquitin-protein ligase Siah1; sprouty-related, EVH1 domain-containing protein 1
Module 6 KEGG KEGG:04140 Autophagy - animal 4/33 40/1081 3.275758 0.0302736 0.4603898 0.5139918 408358 409529 409925 724873 RB1-inducible coiled-coil protein 1; ras-like protein 2; dual specificity mitogen-activated protein kinase kinase dSOR1; ras-related protein Rab-7a
Module 6 GO: Molecular function GO:0004540 ribonuclease activity 2/57 8/1400 6.140351 0.0389514 0.2712372 0.2357583 100576272 100576289 tRNA-splicing endonuclease subunit Sen34; uncharacterized LOC100576289
Module 6 GO: Molecular function GO:0003676 nucleic acid binding 19/57 319/1400 1.462905 0.0417288 0.2712372 0.2377121 408678 410463 412545 413515 551421 551877 724212 725326 725512 726215 727285 100576272 100576289 100576411 100576565 100576908 100577027 100577561 100577696 OTU domain-containing protein 7B-like; ATPase WRNIP1-like; zinc finger protein 277; zinc finger protein 62-like; tRNA selenocysteine 1-associated protein 1-like; putative high mobility group protein B1-like 1; 60 kDa SS-A/Ro ribonucleoprotein-like; tRNA pseudouridine synthase-like 1; RISC-loading complex subunit TARBP2; uncharacterized LOC726215; zinc finger protein 227-like; tRNA-splicing endonuclease subunit Sen34; uncharacterized LOC100576289; uncharacterized LOC100576411; zinc finger protein 511; polycomb protein Asx; DNA repair protein XRCC1; uncharacterized LOC100577561; fez family zinc finger protein 2-like
Module 6 KEGG KEGG:04350 TGF-beta signaling pathway 2/33 11/1081 5.955923 0.0418536 0.4603898 0.5139918 410776 412866 protein 60A; E3 ubiquitin-protein ligase SMURF2
Module 7 GO: Biological process GO:0035556 intracellular signal transduction 6/23 54/960 4.637681 0.0011519 0.0380135 0.2050427 408373 412143 413034 413071 413448 413772 phosphatidylinositol 4-kinase beta; rho guanine nucleotide exchange factor 18; rho-related BTB domain-containing protein 1; eye-specific diacylglycerol kinase; raf homolog serine/threonine-protein kinase phl; suppressor of cytokine signaling 7
Module 7 KEGG KEGG:04068 FoxO signaling pathway 4/35 21/1081 5.882993 0.0037303 0.0687688 0.0701261 408438 413183 413448 552793 insulin receptor substrate 1-B; G1/S-specific cyclin-D2; raf homolog serine/threonine-protein kinase phl; F-box only protein 32
Module 7 KEGG KEGG:04320 Dorso-ventral axis formation 3/35 11/1081 8.423377 0.0042981 0.0687688 0.0701261 413448 727422 100577214 raf homolog serine/threonine-protein kinase phl; beta-1,4-mannosyltransferase egh; protein giant-lens
Module 7 KEGG KEGG:04080 Neuroactive ligand-receptor interaction 3/35 14/1081 6.618367 0.0088670 0.0766655 0.0781787 406070 406151 552518 dopamine receptor 2; metabotropic glutamate receptor 1; serotonin receptor
Module 7 KEGG KEGG:00511 Other glycan degradation 2/35 5/1081 12.354286 0.0095832 0.0766655 0.0781787 412838 725756 alpha-mannosidase 2; beta-galactosidase-like
Module 7 KEGG KEGG:04070 Phosphatidylinositol signaling system 3/35 19/1081 4.876692 0.0211183 0.1295980 0.1321559 408373 413071 724991 phosphatidylinositol 4-kinase beta; eye-specific diacylglycerol kinase; phosphatidylinositol 4-phosphate 5-kinase type-1 alpha
Module 7 KEGG KEGG:00562 Inositol phosphate metabolism 3/35 20/1081 4.632857 0.0242996 0.1295980 0.1321559 408373 724991 100577002 phosphatidylinositol 4-kinase beta; phosphatidylinositol 4-phosphate 5-kinase type-1 alpha; multiple inositol polyphosphate phosphatase 1-like
Module 7 GO: Biological process GO:0007165 signal transduction 6/23 106/960 2.362592 0.0330865 0.5459279 0.7498662 408373 412143 413034 413071 413448 413772 phosphatidylinositol 4-kinase beta; rho guanine nucleotide exchange factor 18; rho-related BTB domain-containing protein 1; eye-specific diacylglycerol kinase; raf homolog serine/threonine-protein kinase phl; suppressor of cytokine signaling 7
Module 8 KEGG KEGG:00190 Oxidative phosphorylation 26/29 47/1081 20.620690 0.0000000 0.0000000 0.0000000 408367 408477 409114 409236 409473 409549 409930 411183 411411 412328 412396 413014 413605 551078 551660 551757 551766 551866 552424 552682 552699 724264 724719 725712 725797 726042 NADH dehydrogenase [ubiquinone] flavoprotein 1, mitochondrial; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 5, mitochondrial; ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; putative ATP synthase subunit f, mitochondrial; cytochrome b-c1 complex subunit Rieske, mitochondrial; NADH dehydrogenase [ubiquinone] iron-sulfur protein 3, mitochondrial; NADH dehydrogenase [ubiquinone] iron-sulfur protein 6, mitochondrial; cytochrome c oxidase subunit 4 isoform 1, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; cytochrome c1, heme protein, mitochondrial; NADH-quinone oxidoreductase subunit I; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9, mitochondrial; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 10; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 11, mitochondrial; uncharacterized LOC725712; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 KEGG KEGG:01100 Metabolic pathways 27/29 321/1081 3.135353 0.0000000 0.0000000 0.0000000 408367 408477 409114 409236 409299 409473 409549 409930 411183 411411 412328 412396 413014 413605 551078 551660 551757 551766 551866 552424 552682 552699 724264 724719 725712 725797 726042 NADH dehydrogenase [ubiquinone] flavoprotein 1, mitochondrial; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 5, mitochondrial; ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; putative ATP synthase subunit f, mitochondrial; cytochrome b-c1 complex subunit Rieske, mitochondrial; NADH dehydrogenase [ubiquinone] iron-sulfur protein 3, mitochondrial; NADH dehydrogenase [ubiquinone] iron-sulfur protein 6, mitochondrial; cytochrome c oxidase subunit 4 isoform 1, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; cytochrome c1, heme protein, mitochondrial; NADH-quinone oxidoreductase subunit I; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9, mitochondrial; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 10; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 11, mitochondrial; uncharacterized LOC725712; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:0017144 drug metabolic process 10/13 44/960 16.783217 0.0000000 0.0000000 0.0000000 409114 409236 409299 409473 409549 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Cellular component GO:0044429 mitochondrial part 10/24 38/1126 12.346491 0.0000000 0.0000000 0.0000000 406075 408270 409473 410022 413014 551325 551757 724264 725797 726042 ADP/ATP translocase; mitochondrial cytochrome C; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; mitochondrial-processing peptidase subunit beta; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:0055086 nucleobase-containing small molecule metabolic process 9/13 52/960 12.781065 0.0000000 0.0000000 0.0000000 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Cellular component GO:0070469 respiratory chain 6/24 8/1126 35.187500 0.0000000 0.0000000 0.0000000 408270 409473 409549 551757 725797 726042 mitochondrial cytochrome C; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:0019637 organophosphate metabolic process 9/13 60/960 11.076923 0.0000000 0.0000000 0.0000000 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Cellular component GO:0031967 organelle envelope 9/24 35/1126 12.064286 0.0000000 0.0000001 0.0000000 406075 408270 409473 413014 551325 551757 724264 725797 726042 ADP/ATP translocase; mitochondrial cytochrome C; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Cellular component GO:0031975 envelope 9/24 35/1126 12.064286 0.0000000 0.0000001 0.0000000 406075 408270 409473 413014 551325 551757 724264 725797 726042 ADP/ATP translocase; mitochondrial cytochrome C; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:1901135 carbohydrate derivative metabolic process 9/13 67/960 9.919633 0.0000000 0.0000001 0.0000000 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Biological process GO:0022900 electron transport chain 5/13 9/960 41.025641 0.0000000 0.0000001 0.0000000 409473 413014 551757 724264 725797 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3
Module 8 GO: Cellular component GO:0031966 mitochondrial membrane 8/24 28/1126 13.404762 0.0000000 0.0000001 0.0000001 406075 409473 413014 551325 551757 724264 725797 726042 ADP/ATP translocase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Molecular function GO:0009055 electron transfer activity 5/22 8/1400 39.772727 0.0000000 0.0000005 0.0000002 408270 409549 412396 413605 726042 mitochondrial cytochrome C; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; cytochrome c oxidase subunit 4 isoform 1, mitochondrial; cytochrome c1, heme protein, mitochondrial; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:0006793 phosphorus metabolic process 9/13 74/960 8.981289 0.0000000 0.0000001 0.0000000 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Cellular component GO:0098803 respiratory chain complex 5/24 7/1126 33.511905 0.0000001 0.0000002 0.0000001 409473 409549 551757 725797 726042 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:0006091 generation of precursor metabolites and energy 6/13 21/960 21.098901 0.0000001 0.0000003 0.0000001 409473 409549 413014 551757 724264 725797 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3
Module 8 GO: Cellular component GO:0098796 membrane protein complex 9/24 46/1126 9.179348 0.0000001 0.0000004 0.0000002 409114 409473 409549 551757 551766 552682 552699 725797 726042 ATP synthase subunit alpha, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Molecular function GO:0016651 oxidoreductase activity, acting on NAD(P)H 5/22 10/1400 31.818182 0.0000001 0.0000008 0.0000007 411411 413014 551078 551660 724264 NADH dehydrogenase [ubiquinone] iron-sulfur protein 3, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; NADH-quinone oxidoreductase subunit I; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Molecular function GO:0015318 inorganic molecular entity transmembrane transporter activity 8/22 46/1400 11.067194 0.0000002 0.0000008 0.0000008 409114 409236 412396 551325 551766 552682 552699 726042 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; cytochrome c oxidase subunit 4 isoform 1, mitochondrial; voltage-dependent anion-selective channel; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Molecular function GO:0015075 ion transmembrane transporter activity 8/22 47/1400 10.831722 0.0000002 0.0000008 0.0000008 409114 409236 412396 551325 551766 552682 552699 726042 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; cytochrome c oxidase subunit 4 isoform 1, mitochondrial; voltage-dependent anion-selective channel; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Cellular component GO:0019866 organelle inner membrane 7/24 24/1126 13.684028 0.0000002 0.0000006 0.0000003 406075 409473 413014 551757 724264 725797 726042 ADP/ATP translocase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Cellular component GO:0045259 proton-transporting ATP synthase complex 4/24 5/1126 37.533333 0.0000008 0.0000021 0.0000010 409114 551766 552682 552699 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
Module 8 GO: Biological process GO:0015980 energy derivation by oxidation of organic compounds 5/13 17/960 21.719457 0.0000011 0.0000033 0.0000009 409473 409549 413014 551757 724264 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Cellular component GO:0005746 mitochondrial respiratory chain 4/24 6/1126 31.277778 0.0000023 0.0000056 0.0000026 409473 551757 725797 726042 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Cellular component GO:0033178 proton-transporting two-sector ATPase complex, catalytic domain 4/24 7/1126 26.809524 0.0000053 0.0000107 0.0000053 409114 551766 552682 552699 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
Module 8 GO: Cellular component GO:0098800 inner mitochondrial membrane protein complex 4/24 7/1126 26.809524 0.0000053 0.0000107 0.0000053 409473 551757 725797 726042 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Molecular function GO:0022804 active transmembrane transporter activity 5/22 19/1400 16.746412 0.0000060 0.0000203 0.0000146 409114 409236 551766 552682 552699 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
Module 8 GO: Cellular component GO:0031090 organelle membrane 8/24 55/1126 6.824242 0.0000078 0.0000144 0.0000072 406075 409473 413014 551325 551757 724264 725797 726042 ADP/ATP translocase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Cellular component GO:1990204 oxidoreductase complex 4/24 8/1126 23.458333 0.0000105 0.0000181 0.0000092 409473 409549 551757 725797 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; succinate dehydrogenase cytochrome b560 subunit, mitochondrial; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3
Module 8 GO: Cellular component GO:0016469 proton-transporting two-sector ATPase complex 4/24 12/1126 15.638889 0.0000704 0.0001056 0.0000556 409114 551766 552682 552699 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
Module 8 GO: Cellular component GO:0044455 mitochondrial membrane part 4/24 12/1126 15.638889 0.0000704 0.0001056 0.0000556 409473 551757 725797 726042 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:1901564 organonitrogen compound metabolic process 10/13 271/960 2.724950 0.0003445 0.0009187 0.0002497 409114 409236 409299 409473 410022 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; mitochondrial-processing peptidase subunit beta; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Cellular component GO:0044444 cytoplasmic part 11/24 214/1126 2.411604 0.0022229 0.0031383 0.0016714 406075 408270 409473 410022 413014 551325 551660 551757 724264 725797 726042 ADP/ATP translocase; mitochondrial cytochrome C; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; mitochondrial-processing peptidase subunit beta; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Biological process GO:0006139 nucleobase-containing compound metabolic process 9/13 285/960 2.331984 0.0035080 0.0084193 0.0024618 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Biological process GO:0046483 heterocycle metabolic process 9/13 295/960 2.252934 0.0045674 0.0095806 0.0031066 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Biological process GO:0006725 cellular aromatic compound metabolic process 9/13 297/960 2.237762 0.0048084 0.0095806 0.0032209 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Biological process GO:1901360 organic cyclic compound metabolic process 9/13 300/960 2.215385 0.0051895 0.0095806 0.0033740 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 8 GO: Molecular function GO:0020037 heme binding 2/22 9/1400 14.141414 0.0079419 0.0192875 0.0163854 408270 413605 mitochondrial cytochrome C; cytochrome c1, heme protein, mitochondrial
Module 8 GO: Molecular function GO:0046906 tetrapyrrole binding 2/22 9/1400 14.141414 0.0079419 0.0192875 0.0163854 408270 413605 mitochondrial cytochrome C; cytochrome c1, heme protein, mitochondrial
Module 8 GO: Biological process GO:0006810 transport 6/13 149/960 2.973671 0.0084648 0.0145111 0.0051977 409114 409236 410022 551766 552682 552699 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; mitochondrial-processing peptidase subunit beta; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
Module 8 GO: Cellular component GO:0044446 intracellular organelle part 10/24 225/1126 2.085185 0.0116915 0.0155886 0.0083910 406075 408270 409473 410022 413014 551325 551757 724264 725797 726042 ADP/ATP translocase; mitochondrial cytochrome C; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; mitochondrial-processing peptidase subunit beta; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Cellular component GO:0005737 cytoplasm 12/24 309/1126 1.822007 0.0146548 0.0185113 0.0096413 406075 408270 409299 409473 410022 413014 551325 551660 551757 724264 725797 726042 ADP/ATP translocase; mitochondrial cytochrome C; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; mitochondrial-processing peptidase subunit beta; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5; voltage-dependent anion-selective channel; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial; cytochrome b-c1 complex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like; NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3; cytochrome c oxidase subunit 6A1, mitochondrial
Module 8 GO: Molecular function GO:0016817 hydrolase activity, acting on acid anhydrides 5/22 107/1400 2.973662 0.0218747 0.0464837 0.0389059 409114 409236 551766 552682 552699 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1
Module 8 GO: Biological process GO:0034641 cellular nitrogen compound metabolic process 9/13 368/960 1.806020 0.0231719 0.0370750 0.0136592 409114 409236 409299 409473 551757 551766 552682 552699 724264 ATP synthase subunit alpha, mitochondrial; ATP synthase subunit O, mitochondrial; adenylosuccinate synthetase; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8; cytochrome b-c1 complex subunit 7-like; ATP synthase subunit beta, mitochondrial; ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit; ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1; NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like
Module 9 GO: Molecular function GO:0020037 heme binding 2/17 9/1400 18.300654 0.0047547 0.0523021 0.0725722 408879 551179 soluble guanylyl cyclase alpha 1 subunit; methyl farnesoate epoxidase
Module 9 GO: Molecular function GO:0046906 tetrapyrrole binding 2/17 9/1400 18.300654 0.0047547 0.0523021 0.0725722 408879 551179 soluble guanylyl cyclase alpha 1 subunit; methyl farnesoate epoxidase
Module 9 GO: Biological process GO:0035556 intracellular signal transduction 3/12 54/960 4.444444 0.0257948 0.6240421 0.8680508 408879 411134 724571 soluble guanylyl cyclase alpha 1 subunit; cdc42 homolog; atrial natriuretic peptide receptor 1
Module 9 GO: Molecular function GO:0004672 protein kinase activity 3/17 57/1400 4.334365 0.0289984 0.1770952 0.3276403 408325 409908 724571 cyclin-dependent kinase 5; tyrosine-protein kinase CSK; atrial natriuretic peptide receptor 1
Module 9 GO: Molecular function GO:0016772 transferase activity, transferring phosphorus-containing groups 4/17 104/1400 3.167421 0.0321991 0.1770952 0.3276403 408325 409908 411191 724571 cyclin-dependent kinase 5; tyrosine-protein kinase CSK; DNA-directed RNA polymerase III subunit RPC8; atrial natriuretic peptide receptor 1
Module 9 KEGG KEGG:00230 Purine metabolism 2/10 35/1081 6.177143 0.0389432 0.1525425 0.1605711 408879 724571 soluble guanylyl cyclase alpha 1 subunit; atrial natriuretic peptide receptor 1

Inspect the gene list for each module

This section lists all the genes in each module, their within-module connectivity values, and their fold-change in expression in response to queen pheromone in each of the four species.

Module 0

Table S25: List of all the genes in Module 0, ranked by their within-module connectivity, \(k\). The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

module_gene_list <- function(module){
  inspect.module.genes(module) %>% 
  mutate(am_fc = log2(am_fc), bt_fc = log2(bt_fc), lf_fc = log2(lf_fc), ln_fc = log2(ln_fc)) %>% 
  rename(Gene = gene, Name = name) 
}
gene_list <- module_gene_list(0)
saveRDS(gene_list, file = "supplement/tab_S25.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB40730 odorant receptor 2 0.6572887 0.5427109 -0.1048169 1.0856981 -0.2756124
GB52877 uncharacterized protein LOC726699 isoform X2 0.5852105 -0.5960765 -0.1117507 0.2453807 -0.4518517
GB55921 esterase FE4-like 0.5261953 -0.0722254 -0.2349972 0.8469903 -0.1497396
GB42205 uncharacterized protein LOC724413 0.5102071 0.4571923 0.0927301 0.2587316 -0.1252817
GB55743 WD repeat-containing protein 78-like isoform X2 0.4763912 -0.1199448 1.3331501 1.6458692 -0.3359528
GB43902 hexaprenyldihydroxybenzoate methyltransferase, mitochondrial-like 0.4071128 -0.0658685 -0.0051531 7.5139785 -0.3675137
GB54281 cAMP-dependent protein kinase type II regulatory subunit isoform X2 0.3984861 0.0156292 0.0166301 0.1711831 0.1568573
GB43306 uncharacterized protein LOC100188904 0.3906286 -0.7930497 -0.2279818 0.9211482 -0.2428097
GB49904 bone morphogenetic protein 5-like 0.3796728 -0.7719506 0.1965885 0.6831029 -0.4370223
GB45633 uncharacterized protein LOC726990 isoform X2 0.3491918 0.7900076 0.1584704 0.3204690 0.0643546
GB48685 endothelin-converting enzyme-like 1-like isoform X1 0.3481051 0.3143372 0.0999660 0.8622472 0.0663038
GB45358 nuclear cap-binding protein subunit 2-like 0.3468174 0.1324857 0.0623586 -0.1019064 -0.0363395
GB49297 protein eyes shut-like isoform X2 0.3338019 -0.2293376 -0.3155763 1.5346353 0.0553072
GB51851 diphthamide biosynthesis protein 7-like isoform X1 0.3151622 -0.3917106 -0.1136680 -0.3304302 -0.0659559
GB48100 forkhead box protein K2-like 0.3078646 0.0502399 -0.2868773 0.3823825 -0.1059860
GB53410 nicotinamide riboside kinase 0.3072171 -0.0247020 0.0214844 1.5120289 -0.0349848
GB52361 odorant receptor 2a 0.3069290 -2.2749522 0.3537685 0.6507751 -0.4687087
GB49771 probable U3 small nucleolar RNA-associated protein 11-like isoform X1 0.3061378 0.0854558 -0.0225643 3.6288168 0.0303111
GB54350 spermatogenesis-associated protein 6-like isoform X2 0.3017750 -0.2294756 0.1341991 0.2227130 0.3339552
GB52326 chemosensory protein 4 precursor 0.2774397 0.5027632 0.1834889 0.3130338 0.0521976
100576247 frizzled-2-like, transcript variant X8 0.2713537 0.1589072 -0.0487332 -0.4928034 0.1490305
GB41772 heterochromatin protein 1-binding protein 3-like 0.2688293 -0.1073461 -0.4365284 0.6386331 -0.2152302
GB46956 homeobox protein B-H2-like 0.2667862 0.0169211 0.0965548 0.9695841 -0.3526284
GB44120 venom serine protease 34 isoform X2 0.2582506 0.7919654 0.2284436 0.2714301 0.1146043
GB47515 homeobox protein unplugged-like 0.2533856 -1.1508447 1.3223466 1.1131006 0.3932851
GB52687 GATA zinc finger domain-containing protein 4-like 0.2478425 0.0848076 -0.0351808 0.4253072 -0.0704064
GB54180 segmentation protein paired 0.2464985 -0.3224775 -0.0046032 0.3908382 -0.0612394
GB17991 tyramine receptor 0.2376049 -0.4277596 0.1724761 0.1184470 0.3007527
GB43643 hepatic leukemia factor isoform X5 0.2300630 -0.0885873 -0.1806186 0.2619034 -0.4952980
GB45986 scavenger receptor class B member 1 0.2281921 0.7366095 0.2183160 0.3183776 0.4549123
100578193 uncharacterized protein LOC100578193 0.2265914 -0.3755927 0.3792736 0.1916142 -0.4536718
726803 uncharacterized protein LOC726803 0.2215070 0.6745736 -0.3232437 -1.6983735 0.2396084
GB52620 paired box pox-meso protein isoform X1 0.2179205 0.3464557 0.5825832 0.4101937 0.0852373
GB49410 calmodulin-like 0.2135726 -0.0277908 -0.0076846 -1.4889160 0.3165611
GB51295 homeotic protein Sex combs reduced 0.1994333 -0.4054444 0.0757676 0.7076951 -0.2371060
GB49332 brain-specific homeobox protein homolog 0.1988772 0.7829426 0.0740177 -0.0048292 -0.3017339
GB40967 tyrosine hydroxylase 0.1939191 0.2116776 0.0827130 0.0128425 -0.1121341
GB53374 connectin isoform X2 0.1923983 -0.4937854 0.0595257 -0.3398432 -0.6476856
GB49973 tachykinin-like peptides receptor 99D-like isoformX1 0.1903466 0.0684191 -0.3541607 0.4937453 -0.0304650
GB42531 zinc finger protein 470-like 0.1840118 -0.1266577 0.0929583 0.2507751 0.8348252
GB52394 odorant receptor 35 0.1836293 0.6743817 -0.8881546 1.7333684 0.2586459
GB40567 serine protease nudel 0.1791326 -0.1805806 0.1324198 -0.3540746 -1.0144147
GB47274 UNC93-like protein-like 0.1760126 0.0978842 0.0466488 0.2779259 0.0258282
100216325 extra macrochaetae 0.1721024 0.5375415 -0.2121133 0.5896375 0.0534075
GB40377 uncharacterized protein LOC551717 0.1713617 -0.4389868 0.3211403 0.5178133 -0.5558815
100576903 leucine-rich repeat-containing protein 15-like isoform 1 0.1676889 -0.1640799 -0.2865305 0.2111664 -0.5339650
GB50585 alpha-2 adrenergic receptor-like 0.1639323 -1.3390923 0.1074478 0.4529004 0.3822319
GB44017 uncharacterized protein LOC411209 isoform X2 0.1625509 0.1474582 0.1569075 0.7036695 0.1786378
GB40864 titin-like 0.1586610 -0.2709110 0.1674224 0.3516364 -0.5567276
GB51441 chromatin modification-related protein eaf-1-like isoform X1 0.1571053 0.1619194 -0.0375848 0.2031531 -0.3807868
GB55297 group XV phospholipase A2-like isoform X2 0.1568035 -0.2536120 0.0416420 0.1940768 0.4299899
GB42892 uncharacterized protein LOC100578699 0.1562923 -0.6872325 0.4138262 -0.1097415 0.0715533
102654715 general transcriptional corepressor trfA-like isoform X2 0.1559084 0.0078370 0.1479266 1.0733358 -0.0399459
GB55712 oocyte zinc finger protein XlCOF6-like isoform 2 0.1480120 0.0952047 0.3215760 -0.0374521 0.0247857
GB50761 chymotrypsin-1 0.1463405 1.0532771 0.3003517 -0.1385155 -0.3724792
GB54775 atrial natriuretic peptide-converting enzyme isoform X2 0.1460786 0.3743285 -0.1566519 -0.1456176 -0.5334649
102655422 uncharacterized protein LOC102655422 0.1385890 -1.2954113 0.0707611 1.0059718 -0.4904330
GB54401 elongation of very long chain fatty acids protein AAEL008004-like isoform X2 0.1336157 2.0899989 -0.4185501 0.4709814 0.4028595
GB51583 kynurenine/alpha-aminoadipate aminotransferase, mitochondrial-like 0.1294201 -0.3657577 -0.6117130 1.1668740 -0.3777787
726761 paired box protein Pax-2a-like isoform X2 0.1186476 0.0952047 0.1039544 0.5798076 -0.3699653
GB54748 proteasome activator complex subunit 3-like 0.1176236 0.7497801 -0.0323915 0.7625122 0.0351167
GB47018 uncharacterized protein LOC724886 0.1157315 -0.0164156 -0.1022657 0.3806585 -0.4249262
410557 ATP synthase subunit d, mitochondrial 0.1155345 -0.2801539 -0.1446580 -0.1014718 0.1167322
GB52755 SET and MYND domain-containing protein 4-like isoform X1 0.1144706 -0.4612234 -0.0706732 0.1929210 0.2102913
551397 28S ribosomal protein S18a, mitochondrial isoform 2 0.1106191 0.0893239 -0.0348236 5.0438999 0.0649919
GB54292 carbohydrate sulfotransferase 11-like 0.1081089 0.6020144 -0.1814898 0.0012975 -0.7088836
GB54802 N-acetyllactosaminide beta-1,3-N-acetylglucosaminyltransferase-like isoform X4 0.1010411 -0.0949371 -0.0202266 0.2535593 -0.1119863
GB45977 U11/U12 small nuclear ribonucleoprotein 25 kDa protein-like 0.0973792 -0.4071996 0.1883420 0.2946818 -0.0274482
GB44425 coiled-coil domain-containing protein 104-like 0.0950017 1.0012791 -0.6552046 0.3222395 -0.0112120
GB42296 peroxidase 0.0944093 0.2603950 0.0552470 0.4341475 -0.0883325
GB49261 uncharacterized protein LOC100576662 isoform X2 0.0939561 1.3148706 -1.9023012 0.2238545 0.4933903
GB40112 uncharacterized protein LOC410462 0.0937457 0.1315488 -0.1097024 1.2184136 0.0064863
102655945 uncharacterized protein LOC102655945 0.0853910 1.0611690 -0.0563931 0.0567426 0.4176833
GB51846 intraflagellar transport protein 46 homolog 0.0853640 0.3026173 0.0688653 0.3690897 -0.2026186
GB41946 cuticular protein analogous to peritrophins 3-D precursor 0.0841994 -0.4322829 -0.1502015 -0.1321769 -0.3638915
GB52186 trypsin-1 0.0834781 0.3099989 -0.0670718 0.9004645 -0.5621062
725247 probable inactive tRNA-specific adenosine deaminase-like protein 3-like 0.0818763 0.0520746 -0.0119089 -0.1750042 -0.0845647
GB43690 uncharacterized protein LOC727344 0.0773947 0.9254829 0.6988270 -0.1254874 0.7329609
GB51582 aristaless-related homeobox protein isoform X1 0.0773385 -0.7719506 0.1139744 0.0480020 -0.5857722
GB50650 flocculation protein FLO11 isoform X3 0.0750604 -0.4506516 0.3168894 0.2936290 -0.3835473
GB53126 polypeptide N-acetylgalactosaminyltransferase 2-like isoform X1 0.0728786 -0.1874685 -0.0755599 0.0117675 0.2530391
GB52465 vitellogenin-2-like 0.0706391 -0.3641471 -0.1829294 0.2532913 0.0637854
102656830 uncharacterized protein LOC102656830 0.0694468 -0.5795231 0.5620427 -0.7711959 0.5290816
GB55389 spondin-1 isoform X1 0.0687016 -0.1069032 0.0916424 -0.2983582 -0.0318121
100579019 probable salivary secreted peptide-like 0.0678622 1.3173295 0.3806096 0.9657867 0.7246295
GB48935 protein Star-like 0.0656996 0.5328535 0.2258289 -0.0290119 0.0975799
GB45062 protein apterous isoform X1 0.0635572 -0.0040100 0.0667620 0.4329189 -0.2189822
GB51622 heterogeneous nuclear ribonucleoprotein L isoform X1 0.0620070 -0.3556979 -0.0250075 0.0519768 0.1563677
GB48039 etoposide-induced protein 2.4-like isoform X2 0.0593876 0.1480499 0.0420642 0.3083053 0.0481981
GB45218 uncharacterized protein LOC408317 isoform 1 0.0590129 -0.0701274 0.2031972 0.1401007 0.0130554
GB55286 homeobox protein SIX2 0.0564249 0.5427109 0.2187393 -0.1002144 0.1124427
GB41714 uncharacterized protein LOC727150 isoform X2 0.0536204 -0.3826573 -0.2948150 -0.6827824 0.1802347
GB48943 isocitrate dehydrogenase [NAD] subunit beta, mitochondrial-like 0.0531532 -0.2625487 -0.3243812 -1.0083422 0.1533136
GB42736 TM2 domain-containing protein CG10795-like 0.0475663 0.5878244 0.0138815 0.3694662 0.3497229
GB46213 histone RNA hairpin-binding protein 0.0454788 0.0631496 0.0987922 0.0075179 0.3001147
GB42548 protein kinase C-binding protein NELL1-like isoform X1 0.0434579 0.4743526 0.1943156 0.2260726 -0.2723703
GB46050 protein king tubby-like 0.0415573 -0.0634324 -0.0908351 0.0621844 -0.0344164
GB47259 transcription initiation factor TFIID subunit 12 isoform X1 0.0382926 0.2916048 0.0603800 0.5179683 0.1507893
GB50014 coiled-coil domain-containing protein 111-like isoform X1 0.0375379 -0.3719751 0.0627743 -0.0525852 0.1564669
725329 UPF0489 protein C5orf22 homolog isoform X3 0.0367872 0.3150846 -0.0606647 0.0931977 0.1365816
725238 histone H1B-like 0.0309072 0.2753450 0.3068135 0.1248635 -0.0022862
GB46620 uncharacterized protein C1orf112 homolog 0.0276996 0.1393356 0.4834200 0.2695531 0.1281171
GB43867 uncharacterized protein PFB0765w-like 0.0266379 0.4678793 0.3258482 -0.0865333 0.0282067
724536 uncharacterized protein LOC724536 0.0208600 0.3961154 0.1620852 0.9048472 -0.2689525
GB52644 ATP synthase-coupling factor 6, mitochondrial 0.0189552 -0.1516881 -0.2233460 -0.0524388 0.2050755
GB55014 ras-related protein Rab-2-like 0.0129896 0.3709669 -0.0457940 0.5439276 0.0646793
GB41419 zinc finger protein 813-like 0.0088166 -0.4891554 0.0525762 0.3128437 0.0919048

Module 1

Table S26: List of all the genes in Module 1, ranked by their within-module connectivity, \(k\). The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(1)
saveRDS(gene_list, file = "supplement/tab_S26.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB55823 tRNA-splicing ligase RtcB homolog 288.60578 -0.0281965 0.1606359 0.0394358 -0.0097862
GB44900 cullin-3 isoform X1 285.79810 -0.0382861 -0.0047554 -0.0087679 -0.0167811
GB54956 autophagy 1 283.90121 0.0479416 -0.0109422 -0.0038436 0.0293035
GB43113 serrate RNA effector molecule homolog isoform X1 274.93350 -0.1828134 0.0298681 0.0456132 0.0070646
GB45829 vacuolar protein sorting-associated protein 4B isoformX1 272.20072 0.0626642 0.0262989 0.0405129 0.0741006
GB47683 LOW QUALITY PROTEIN: vacuolar protein sorting-associated protein 8 homolog 271.82252 -0.2813646 0.0640363 0.0200654 0.0620023
GB41448 rho GTPase-activating protein 26-like isoform X5 269.98626 -0.1561438 -0.0326420 0.0587879 0.0755708
725575 axoneme-associated protein mst101(2)-like 266.56485 -0.2083017 0.0943316 -0.0364053 0.0898112
GB55512 acidic fibroblast growth factor intracellular-binding protein isoform X1 264.66218 -0.0103658 0.0249359 0.0105880 -0.4332690
GB43200 tRNA (uracil-5-)-methyltransferase homolog A-like isoform X2 262.81057 -0.1802649 -0.0730565 0.0004482 0.0794535
GB43952 nitric oxide synthase-interacting protein homolog 259.86949 -0.1106611 0.1507171 -0.2252511 0.0999624
GB45823 pre-mRNA-processing-splicing factor 8-like 256.62337 -0.0275978 0.0254559 0.0229017 -0.0415693
GB44359 leucine-rich repeat-containing protein 16A-like isoform X4 251.88726 -0.2150325 0.0201149 0.0425199 0.0791204
GB53699 survival of motor neuron-related-splicing factor 30-like isoform 2 250.81489 -0.0532802 0.0106550 -0.0371729 0.0489593
GB44682 catalase isoform 1 247.56249 -0.2115596 -0.0198514 0.0507368 -0.0195449
GB52979 dentin sialophosphoprotein-like isoform X1 242.91001 -0.1303534 -0.0578291 0.0289106 -0.0401034
GB47599 cytoplasmic dynein 1 light intermediate chain 1 isoform X2 242.47117 -0.3757009 0.0127303 0.0578175 0.0349926
GB44573 ubiquitin carboxyl-terminal hydrolase 5-like 241.46237 0.1447257 0.0672273 -0.0857979 0.0598318
GB50370 histone-lysine N-methyltransferase SETD1B-like isoform 1 240.88326 -0.1331707 0.1015549 0.6914511 0.0565033
GB41911 procollagen-lysine,2-oxoglutarate 5-dioxygenase 3-like isoform X1 240.26407 -0.1112528 0.0986711 0.0288154 0.4948914
GB44594 tyrosine-protein kinase hopscotch isoform X2 240.01837 -0.1512548 0.0282488 -0.0757608 0.0199088
GB49111 neuropathy target esterase sws isoform X3 239.64807 -0.0757516 -0.0047253 -0.0095098 0.2978976
GB52662 probable actin-related protein 2/3 complex subunit 2 isoform 2 237.85199 -0.0906784 0.0390845 0.0221270 0.0512174
GB48925 superkiller viralicidic activity 2-like 2-like isoform X2 234.51059 -0.1250507 0.0268830 0.0365259 -0.0074083
GB50757 KH domain-containing, RNA-binding, signal transduction-associated protein 3-like isoformX2 232.04054 -0.1457952 -0.0727868 0.0413845 0.0402818
724928 tubulin-specific chaperone C-like isoform 1 232.01258 -0.0979867 0.0556192 -0.0244316 0.1072274
GB56004 ATPase family AAA domain-containing protein 1-A-like 229.97172 0.0491721 0.0287752 0.0581703 0.0437436
GB55941 hemK methyltransferase family member 1-like isoform X2 229.96678 -0.0639887 0.1344013 -0.0585299 0.0227723
GB53725 splicing factor 3B subunit 1-like isoform X2 227.26120 -0.3550024 -0.0844896 0.0817055 -0.0164484
GB49918 optineurin isoform X2 226.53292 -0.3600699 0.0370622 0.0476319 0.0622934
GB42141 probable medium-chain specific acyl-CoA dehydrogenase, mitochondrial-like 225.66044 0.6614338 -0.1489981 -0.0676639 0.1896882
GB49425 ATP-dependent zinc metalloprotease YME1 homolog isoform X3 225.13635 -0.4503013 0.1263263 0.0349089 0.0999659
GB44423 vacuolar fusion protein MON1 homolog A-like 224.89964 -0.0033257 -0.0179326 0.0422244 0.0122336
GB51133 uncharacterized protein LOC725950 isoform X7 224.34524 -0.2949259 -0.0250259 0.2953370 -0.0581774
GB49943 eukaryotic translation initiation factor 3 subunit D 223.69559 0.1541782 0.0548449 0.0315715 -0.0248784
GB43707 smallminded 223.35421 -0.5113509 0.0899614 0.0309637 0.0359696
GB43172 cyclin-dependent kinase 11B isoform X1 222.96837 -0.0206602 -0.0559101 -0.0643595 -0.0510414
GB47089 BRCA1-A complex subunit Abraxas-like isoform X2 222.94741 -0.0656233 0.2064747 0.0365300 0.0739280
GB47208 mitogen-activated protein kinase kinase kinase 10 isoform X4 221.51290 -0.1552847 0.0183887 0.0324778 -0.0443445
GB48347 WASH complex subunit strumpellin-like isoform X3 220.70903 -0.3686723 0.1050430 -0.0075903 0.0235721
GB44556 uncharacterized protein LOC411962 isoform X2 220.16678 -0.1133288 0.1546915 0.0027307 0.0339605
GB50854 AP-1 complex subunit beta-1 219.38155 -0.1349754 -0.0211709 -0.0270254 -0.0266302
GB55540 zinc finger MYM-type protein 3-like 219.30291 -0.0118923 -0.0201705 0.0769080 0.1084151
GB46636 probable exonuclease mut-7 homolog isoform X2 219.01449 -0.2838153 -0.1186433 0.0074181 0.0254409
GB40507 nucleolar protein 10 218.40981 -0.2600232 0.1445714 -0.0551367 0.1223630
GB54228 SUMO-activating enzyme subunit 2 isoform X1 217.33099 0.0566474 0.1842158 0.1083653 -0.0153830
GB54389 copper-transporting ATPase 1 isoform X2 217.11573 0.1360450 -0.0242164 0.0349226 -0.0757144
GB44516 exostasin 2, transcript variant X2 217.07220 -0.1341388 -0.1048453 0.0576125 0.0588822
GB41488 ankyrin repeat and LEM domain-containing protein 2-like isoform X4 216.31840 -0.3975618 0.0422519 0.0358214 0.1054610
GB50042 vesicular integral-membrane protein VIP36 215.91764 0.2931243 -0.0695297 0.5128282 0.0768173
GB47110 methylcrotonoyl-CoA carboxylase subunit alpha, mitochondrial-like 215.49170 -0.0366004 -0.0681734 -0.0549869 -0.7324760
GB49428 tuberin isoform X2 215.21096 -0.1966563 -0.0427339 0.0649788 0.0837811
GB51360 integrator complex subunit 1-like, transcript variant X2 214.63924 -0.0009533 -0.1018687 -0.0341014 0.0959737
GB45873 ubiquitin conjugation factor E4 A-like isoform X2 214.47969 -0.1298061 -0.0670541 -0.0187154 0.0912066
GB41024 U3 small nucleolar RNA-associated protein 6 homolog isoform X2 214.21983 -0.0754706 0.2934448 -0.0471835 -0.0133720
GB40711 RING finger protein 10-like 214.18339 -0.2255345 -0.0612001 0.0301634 0.0202273
GB50872 general transcription factor IIF subunit 2 isoformX1 213.92042 -0.1533262 0.1310806 0.0659204 0.0550357
GB42977 DNA polymerase delta catalytic subunit isoform X2 212.90650 -0.1488819 0.0865535 -0.0887230 0.0205718
GB54054 LOW QUALITY PROTEIN: ubiquitin carboxyl-terminal hydrolase 7 210.77828 0.0951204 0.0190603 0.0652836 -0.2480764
GB44421 replication protein A 70 kDa DNA-binding subunit isoform X2 210.01165 -0.2826954 0.0303812 -0.0334162 0.1465698
GB46511 protein bric-a-brac 2 isoform X1 209.84256 -0.2726323 0.2269248 0.1011703 0.1941534
GB46065 Hermansky-Pudlak syndrome 5 protein homolog isoform X1 208.51637 -0.3335396 -0.0692699 -0.0184378 -0.0121288
GB49749 uncharacterized protein C12orf4 homolog 208.43198 0.1077336 0.1128373 0.0514064 0.0328803
GB42159 uncharacterized exonuclease C637.09-like isoform X3 208.00661 -0.2291293 0.1394666 0.0405295 0.0173193
GB46431 eukaryotic translation initiation factor 3 subunit A 207.75211 -0.0484745 0.0738027 0.0359871 -0.0801569
GB42058 helicase SKI2W 207.73875 -0.3389229 0.0170163 0.0148386 -0.0011292
GB55476 oxysterol-binding protein-related protein 9-like isoform X4 207.60126 -0.1213446 0.0759970 0.0816787 -0.2342863
GB49296 zinc finger CCCH domain-containing protein 13-like 207.29654 -0.3953375 0.0585999 0.0106809 -0.0088986
GB42448 mediator of RNA polymerase II transcription subunit 15-like isoform X2 206.68794 -0.4547626 0.0176299 0.2826344 0.1883594
410869 vacuolar-sorting protein SNF8 isoform X1 206.50165 -0.1110148 0.0430158 0.0852174 0.1127796
GB50847 SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily E member 1-like 206.23119 -0.0544846 0.1186289 0.0439726 0.0072304
GB50287 RAD50-interacting protein 1-like isoform X1 205.39572 -0.2573657 -0.0043303 0.1784503 -0.0248772
GB50276 dual specificity mitogen-activated protein kinase kinase 4 205.10168 0.1950044 0.0493514 0.0517128 0.0333314
GB54194 charged multivesicular body protein 4b isoform X1 205.02779 0.0124217 0.0190265 -0.0035026 0.0848020
GB45008 angio-associated migratory cell protein-like isoform X2 204.58184 -0.0693296 0.0848315 -0.1822455 0.0321644
GB55459 general transcription factor IIH subunit 1 isoform X1 203.92803 -0.0564831 0.1354081 0.0792959 0.0339948
GB45683 WD repeat-containing protein 3-like 203.88116 -0.2248092 0.0414917 0.0189259 0.0605902
GB41025 chromobox protein homolog 5-like 203.64027 -0.3577102 -0.0611846 0.0556368 -0.2955834
GB51246 mediator of RNA polymerase II transcription subunit 23 isoform X2 203.42594 -0.0531331 -0.0438789 0.0418241 -0.0064390
GB54087 zinc finger FYVE domain-containing protein 19-like 203.27090 -0.1623556 -0.0450021 0.0891825 0.0966665
GB54425 cullin-associated NEDD8-dissociated protein 1-like isoform X2 202.73240 0.2014709 0.0849647 -0.0221812 0.0332585
GB41258 BTB/POZ domain-containing adapter for CUL3-mediated RhoA degradation protein 3-like 202.63989 -0.1244124 0.0601458 -0.0383048 0.0104664
GB51495 u4/U6.U5 tri-snRNP-associated protein 1-like, transcript variant X2 202.47328 -0.2072260 0.0624135 0.0445140 0.1140704
GB47575 tyrosine-protein phosphatase corkscrew isoform X4 202.14336 -0.0520171 -0.0686207 0.0453436 0.0411802
GB41293 histone acetyltransferase KAT8 isoform X1 201.80732 0.0731326 -0.0280351 0.4838555 0.0243201
GB54589 YTH domain family protein 3-like isoform X1 201.61658 -0.2767910 0.0481742 0.1163326 0.0103777
GB45114 HEAT repeat-containing protein 1 isoform X2 201.61325 -0.0382402 0.0857539 -0.3060003 0.0492955
GB44690 serine/threonine-protein phosphatase 4 regulatory subunit 3 isoform X2 200.87975 -0.0678411 0.2092908 0.0480516 0.1631517
GB50409 splicing factor 3A subunit 1 isoformX1 200.84030 -0.2564942 0.1671163 -0.0032251 -0.0553593
GB43192 transcription initiation factor TFIID subunit 6 isoform X2 200.83407 -0.0035335 -0.0810491 -0.0059793 -0.0502864
GB53829 CD2 antigen cytoplasmic tail-binding protein 2 homolog 200.78864 -0.2900452 0.0257855 -0.0384880 -0.0952961
GB44912 lethal(3)malignant brain tumor-like protein 3-like isoform X6 200.71246 -0.3218606 0.0963412 0.0702666 0.1880399
GB47102 general vesicular transport factor p115 200.22598 -0.2489558 0.0260273 -0.0391379 0.3523676
GB52559 LMBR1 domain-containing protein 2 homolog 199.81537 0.0894252 -0.0682850 0.0421673 0.0129771
GB43122 probable RNA-binding protein 19-like isoform X2 199.50308 0.1037877 0.0254709 0.0230659 0.0584319
GB46972 vacuolar protein sorting-associated protein 52 homolog isoform 1 199.01673 -0.3521252 -0.0413197 -0.0537183 -0.0007593
GB40578 sodium/hydrogen exchanger 7 isoform X1 197.99334 0.1602845 -0.0597625 0.1297220 -0.0419840
GB55413 zinc transporter 9-like 197.33188 -0.1174266 0.0917137 0.0326560 0.0912740
GB51717 WASH complex subunit 7-like 196.82193 0.0976007 0.0871875 0.0488481 -0.1357646
GB51954 sec1 family domain-containing protein 2-like isoform X2 196.77792 -0.1159123 -0.0372640 0.0298109 0.0810476
GB47680 TATA-binding protein-associated factor 172-like isoform X2 196.59706 -0.2510289 0.0557936 0.4483637 -0.2930443
GB52641 glyoxalase domain-containing protein 4-like 196.56385 -0.4062763 0.0783375 0.0006743 0.0573930
GB48101 importin-4-like 196.49388 0.3244796 0.1313727 0.6063033 0.0647293
GB49047 26S protease regulatory subunit 6A 196.44539 0.1870912 -0.0769411 -0.0688529 0.0124138
GB54045 ras-related protein Rab-40C-like isoform 2 196.44107 -0.0714702 -0.0392858 -0.0236941 0.0779570
GB40893 trafficking protein particle complex subunit 8-like isoform X3 196.40522 -0.4376881 0.0147667 -0.0150959 -0.2189324
100578159 zinc finger matrin-type protein CG9776-like isoform X4 196.30337 -0.2787936 -0.0067094 -0.1794822 0.6734605
GB47093 activator of basal transcription 1-like 196.00855 -0.2592536 0.0584833 -0.0210939 0.0941891
GB44486 tyrosine-protein phosphatase non-receptor type 21 isoform X2 195.67834 -0.0424408 -0.0279357 0.0603428 0.0516163
GB49468 RRP12-like protein-like isoform X2 195.37538 -0.3181060 0.0535266 0.0751676 -0.0371262
GB43565 OTU domain-containing protein 5-A-like 195.02494 0.1160859 0.1349821 0.0564931 0.0420354
GB53614 RNA-binding protein 26 isoform X2 195.00729 -0.0370210 0.0914187 0.0423985 0.0450740
GB54328 GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase-like 194.81477 -0.2904883 -0.0153050 0.0555989 0.0358194
GB41239 trichohyalin 194.80269 -0.4969900 0.1078321 0.0416462 -0.0650865
GB41795 vacuolar protein sorting-associated protein 33B isoform X2 194.64502 0.0184606 -0.0756184 -0.0092399 0.0720473
GB54526 mitotic spindle assembly checkpoint protein MAD1 194.42503 -0.0968978 0.1590043 0.0563812 0.1427241
GB45184 2-hydroxyacyl-CoA lyase 1-like 194.01437 0.2399532 -0.1341564 -0.3798903 -0.0909855
GB40361 sister chromatid cohesion protein PDS5 homolog B-B-like isoform X1 193.12195 -0.2778751 0.0418388 -0.0040056 -0.0692047
GB54995 Rho-associated, coiled-coil containing protein kinase 2, transcript variant X2 193.00300 -0.2527626 -0.0531265 0.0774855 -0.0314964
GB50952 E3 ubiquitin-protein ligase RNF13-like isoform X2 192.53325 -0.0427018 -0.0506680 0.0632524 0.1139598
GB10936 U4/U6 small nuclear ribonucleoprotein Prp3 192.47652 -0.0832154 0.1059277 0.0392885 0.0493244
GB47660 alpha-1,3-mannosyl-glycoprotein 4-beta-N-acetylglucosaminyltransferase B-like isoform X3 192.16032 -0.0683519 0.0627941 0.0415849 0.1806669
GB40880 DDB1- and CUL4-associated factor-like 1-like isoform X1 191.99601 -0.1845890 0.0274321 0.0870227 0.0344227
GB49654 zinc finger protein 830-like 191.79217 -0.5377447 0.0510624 0.0420019 0.1165216
GB45214 zinc finger FYVE domain-containing protein 16 isoform X5 191.54102 -0.2169496 0.0410720 0.0791372 0.1653875
GB49409 tetratricopeptide repeat protein 7B-like, transcript variant X5 191.37636 -0.2374575 -0.0092338 0.0054186 0.0171132
GB43540 uncharacterized protein LOC552071 191.18104 -0.3225314 0.0399793 0.0517002 0.0871493
GB47904 26S protease regulatory subunit 7 191.16782 0.1931016 0.0261522 -0.0884919 -0.0216421
GB43124 uncharacterized protein C19orf47 homolog 190.69983 -0.1270242 0.0090097 -0.1110097 0.1137965
GB47888 bifunctional protein NCOAT-like isoform X2 190.61237 -0.1794708 0.0116590 -0.1209920 0.0551990
GB55056 spermatogenesis-associated protein 20 isoform X2 189.60767 -0.4202731 -0.1339388 0.2933127 0.0762342
GB55644 uncharacterized LOC409221, transcript variant X3 189.46212 0.0184559 0.0382613 0.0226602 0.0069678
410886 E3 ubiquitin-protein ligase UBR2-like 189.45383 -0.0657603 -0.1132438 0.1327208 0.0552951
GB54718 DNA repair protein REV1 188.92044 -0.1590842 0.0141426 0.1022615 0.1018506
GB46344 ubiquitin carboxyl-terminal hydrolase 8-like isoform X2 188.90772 0.1338219 0.0127657 0.0673908 0.2682462
GB49490 actin-like protein 87C-like 188.71480 0.2739357 0.0014613 0.0567098 0.1218011
GB40741 PAX-interacting protein 1-like 187.83922 -0.1494487 0.0936160 -0.1602269 0.0859703
GB45436 coiled-coil and C2 domain-containing protein 1-like isoform X2 187.64562 -0.2334624 -0.0042491 -0.3146303 0.1725393
GB40948 uncharacterized protein LOC412397 isoform X2 187.60150 -0.1195504 -0.1987567 0.0329359 -0.0120353
GB42841 very long-chain specific acyl-CoA dehydrogenase, mitochondrial-like 187.44986 0.1025917 -0.0557134 0.1898248 -0.2027086
726952 ER degradation-enhancing alpha-mannosidase-like 1 187.41257 -0.2617900 0.0639915 -0.0160886 -0.0295248
GB46070 protein SMG5-like 187.27829 -0.1229102 -0.0925536 0.3059350 -0.0315365
GB45452 AP-3 complex subunit mu-1-like isoform X1 187.04835 0.0655556 0.0255746 -0.0314282 -0.0108713
GB50607 grpE protein homolog 1, mitochondrial 187.03757 0.0096856 -0.0449069 -0.0250354 0.0850403
GB43637 protein asunder homolog 186.75665 0.2475874 0.1792277 -0.0441214 -0.0418747
GB50231 protein RMD5 homolog A-like 186.62899 0.3061106 -0.0209362 0.0333957 0.0617826
GB40744 squamous cell carcinoma antigen recognized by T-cells 3 186.59024 0.0031934 0.1430022 0.0765439 0.0040247
GB50945 dentin sialophosphoprotein-like 186.47581 -0.2403981 0.2168386 -0.0885244 -0.0121863
GB50067 charged multivesicular body protein 3 186.29749 0.0373942 -0.0392116 -0.0473283 0.0914076
GB51588 actin-related protein 2-like isoform X5 186.02492 -0.1207530 -0.0135926 0.0840078 0.0924636
GB47440 dynamin related protein 1 185.71493 0.3390192 0.1217222 0.0267123 0.0409860
GB42750 LOW QUALITY PROTEIN: PHD finger protein 14-like 185.70490 -0.0904365 0.1562576 0.0224898 0.1213014
GB42223 elongation factor G, mitochondrial-like 185.66155 -0.2882916 0.0108843 -0.0950271 0.7205432
GB42739 xanthine dehydrogenase isoform X4 185.64800 -0.1405292 -0.1027501 -0.0623907 0.0629294
GB48532 protein zer-1 homolog isoform X2 185.28231 -0.0308770 0.0162875 0.1010409 0.0689667
GB55550 ras GTPase-activating protein 1-like, transcript variant X3 185.04993 0.0439635 0.1644054 0.0821610 0.0309474
GB48631 probable complex I intermediate-associated protein 30, mitochondrial-like 184.95905 0.0568233 0.0176154 0.0873688 0.0771332
GB50083 pre-mRNA-splicing factor SPF27 isoform X1 184.87477 0.0208596 0.0744052 0.0270616 0.0235241
GB47333 probable glutamate–tRNA ligase, mitochondrial-like 184.87031 -0.3534262 0.0248370 -0.0073916 0.2747849
GB46028 E3 ubiquitin-protein ligase RNF14-like 184.64677 -0.4690063 0.0376000 1.1864935 0.2093782
GB43178 WD repeat-containing protein mio-B isoform X2 184.57653 0.0293342 0.0525459 0.0684298 0.0325748
GB41080 ubiquitin carboxyl-terminal hydrolase 14-like isoform 2 184.34094 0.1225644 -0.0941514 0.0362429 -0.0218409
GB45113 mitochondrial inner membrane protein OXA1L-like 182.83456 -0.3997153 -0.0529569 -0.0615654 -0.0646304
GB46026 mitochondrial import receptor subunit TOM70 182.74842 0.1008186 0.0267759 -0.1440612 0.0690353
GB42452 mediator of RNA polymerase II transcription subunit 27 182.52298 -0.2732879 0.1047517 0.1002314 0.1012910
GB51699 WD repeat-containing protein 43-like 182.24772 0.2668500 0.1496757 0.1169627 0.0528346
GB45739 2-oxoisovalerate dehydrogenase subunit alpha, mitochondrial-like isoform 1 182.21100 0.1174785 0.0235244 -0.0381293 -0.1973933
GB47420 nuclear RNA export factor 1-like isoform 2 182.07859 -0.3060885 0.0469920 0.0715271 0.1336460
GB46118 cerebellar degeneration-related protein 2-like isoform X1 181.50554 -0.1810810 0.1412101 0.1458258 -0.0011423
GB40466 ATP-binding cassette sub-family F member 2-like isoform X1 181.49253 -0.2929678 0.1022491 0.0135726 0.0676464
GB45345 zinc finger MYND domain-containing protein 11-like isoform X2 181.47460 -0.2657453 -0.0096304 0.0320374 -0.0016745
GB54780 protein brunelleschi-like isoform X2 181.36263 -0.0920858 0.0445131 0.0093270 -0.0018704
GB52883 FAM203 family protein GA19338-like 180.65742 -0.3794956 -0.0715496 0.0201639 0.0823561
GB52978 TBC1 domain family member 15 180.57903 -0.0698828 -0.0207859 0.0459486 0.1170165
GB48457 peptidylprolyl isomerase domain and WD repeat-containing protein 1 isoform X3 180.39663 -0.2662506 0.0330535 0.1503931 0.0980952
GB44048 endoplasmic reticulum lectin 1-like isoform X4 179.73712 0.2131686 0.0341315 -0.0493331 0.0383247
GB43448 calpain-B 179.65040 -0.1504593 -0.1893015 0.0950542 -0.0553624
GB49027 sulfide:quinone oxidoreductase, mitochondrial-like isoform X2 179.61486 -0.2412945 0.0622571 0.0283813 0.0150266
GB41713 TATA element modulatory factor-like isoform X2 179.52439 -0.5942016 -0.1334045 0.0817136 0.0338489
GB52536 LOW QUALITY PROTEIN: proteasome-associated protein ECM29 homolog 179.51337 -0.3709278 -0.1049523 0.0249237 0.0360125
GB47250 THO complex subunit 1-like isoform X2 179.50239 -0.4606453 -0.0355974 -0.0108644 0.1065647
GB46034 syntaxin-12 179.27246 -0.5643866 0.1050736 0.0595323 -0.0092484
GB46121 ubiquitin fusion degradation protein 1 homolog isoform X2 179.20842 0.1628130 -0.0690992 -0.0597555 0.0616813
GB45831 beta-parvin-like 179.06186 0.0981391 -0.0717356 0.0405107 0.0649034
GB55931 double-strand-break repair protein rad21 homolog isoform X1 178.51700 0.0934565 -0.0059451 0.1276780 0.0174615
GB51496 uncharacterized protein C17orf85 homolog 178.48117 -0.4429990 0.0208189 0.0856665 0.0212191
GB52628 heat shock factor protein isoform X3 178.38518 -0.4029739 -0.1067077 0.1281488 -0.0121320
GB46594 striatin-interacting proteins 2-like isoform X1 178.31577 -0.0522705 -0.0782125 -0.0809841 0.1447182
GB46074 survival motor neuron protein-like 178.23320 0.0318356 -0.1049528 -0.1251078 -0.0021880
GB47329 WD and tetratricopeptide repeats protein 1-like isoform X2 178.16797 -0.1775274 -0.0162210 0.0006628 0.1730579
GB42204 rho guanine nucleotide exchange factor 3-like 177.95959 -0.3994772 -0.0160166 -0.0599380 0.0209071
GB45868 F-box/WD repeat-containing protein 7 isoform X2 177.79490 -0.2331125 0.0752654 0.0799164 -0.1496531
GB48544 coiled-coil domain-containing protein 43-like 177.54881 -0.0017113 0.0318609 0.2139969 0.0935069
GB50345 probable phosphorylase b kinase regulatory subunit alpha-like isoform X4 177.04077 -0.1970543 -0.1368905 0.1315939 -0.0200568
GB49040 KAT8 regulatory NSL complex subunit 2 isoform X5 176.85922 0.0628656 0.0015017 0.0950085 0.1013152
GB50587 uncharacterized protein LOC410622 176.82342 -0.1294509 -0.0494395 0.0295796 0.0206181
GB43464 lysosomal Pro-X carboxypeptidase-like 176.81252 -0.0321209 -0.1409916 -0.0328756 -0.3729907
GB49651 exocyst complex component 3 176.78523 0.3444830 0.0335798 0.0782172 0.0560180
GB47161 pre-mRNA-splicing factor 18-like 176.68527 -0.3164830 -0.0414798 0.0783095 0.0497773
GB53617 sorting and assembly machinery component 50 homolog 176.58814 0.2471963 0.0396593 0.0600269 -0.0000683
GB44439 eukaryotic initiation factor 4A-III-like isoform 1 176.36635 0.2454471 0.0368400 0.0224123 0.1284649
GB55333 N-alpha-acetyltransferase 35, NatC auxiliary subunit isoform X2 176.32691 -0.2174214 -0.0214850 0.1622942 0.0288509
GB46061 RNA-binding protein 28-like 176.30769 -0.5296071 0.0384121 -0.0595057 0.1182992
GB41244 inositol polyphosphate 5-phosphatase K-like isoformX1 176.00550 0.4250308 -0.1333282 -0.3800855 0.0761223
GB52848 titin-like 175.91179 -0.7125301 -0.0077780 0.8302290 0.3280266
GB46036 periodic tryptophan protein 2 homolog 175.76898 -0.5643656 0.1320948 -0.0433318 0.0847922
GB50145 ubiquitin domain-containing protein 2-like 175.67101 -0.0961307 -0.0170959 -0.0665807 0.0997034
GB46927 F-box only protein 21-like 175.66482 -0.5308469 -0.0239916 0.6896461 0.8500469
GB51464 rho GTPase-activating protein 44-like isoform X2 175.50768 -0.0356736 0.0748345 -0.0162261 0.1120328
GB44172 protein CASC3-like isoform X2 175.36510 -0.2780037 0.0571639 0.1046004 0.0705342
GB46655 splicing factor U2AF 50 kDa subunit isoform X1 175.34594 0.2411086 0.0628230 -0.0157794 -0.0181715
GB49596 NEDD8-activating enzyme E1 catalytic subunit-like 175.33079 0.0017760 0.0725714 -0.0368334 0.0216606
GB49974 3-hydroxyisobutyryl-CoA hydrolase, mitochondrial-like isoform X1 175.25673 -0.3626690 0.0262583 0.0964368 -0.0016298
GB46211 zinc finger protein 665-like isoform X3 174.89780 -0.0371873 0.0919620 0.0388458 0.0879322
GB42525 zinc finger protein ZPR1 174.77262 -0.1756571 0.0799344 -0.1391161 0.0889572
GB49423 probable queuine tRNA-ribosyltransferase 174.76994 -0.0692681 -0.0473035 0.0835788 0.1350037
GB51806 coiled-coil domain-containing protein 93 isoform X2 174.66102 -0.0740182 -0.0777750 -0.0645862 0.2814372
GB45534 exocyst complex component 7 174.53202 -0.1691080 0.0860970 0.1086326 0.0380245
GB47192 exosome complex component MTR3-like isoform X2 174.45096 0.0893465 0.0284133 0.0095640 0.1473212
GB54583 H/ACA ribonucleoprotein complex non-core subunit NAF1-like 174.21282 -0.5948602 0.0305381 -0.0724988 -0.0478107
GB40858 probable ATP-dependent RNA helicase DDX47-like isoform 1 174.21195 -0.2341246 0.0555878 -1.0745571 0.0215981
GB44010 zinc finger protein 23-like isoform 1 174.09862 -0.4749669 0.2433766 -0.4748139 0.0548570
GB49244 charged multivesicular body protein 5-like 174.09745 0.2531362 0.0673163 0.0949334 0.0353168
GB46494 Golgi reassembly-stacking protein 2-like 174.00731 0.1043000 0.0783469 0.5963635 -0.0720191
GB40267 probable 39S ribosomal protein L45, mitochondrial 173.61348 -0.3108193 0.0808213 0.1174777 0.0445115
GB41968 protein max isoform 2 173.47923 0.1398838 -0.0192584 0.1033002 0.0411996
GB48170 ran GTPase-activating protein 1-like isoform X1 173.43099 -0.1000298 0.1880882 -0.0203595 0.1301734
GB52673 gamma-tubulin complex component 6-like isoform X1 173.25955 -0.3170258 0.1045833 0.0360074 0.1465033
GB49776 retinoblastoma-binding protein 5-like isoformX1 173.22991 -0.1295567 0.0659218 -0.0421685 0.0732333
GB41902 pre-rRNA-processing protein TSR1 homolog 173.17493 -0.2497342 0.1009075 0.0289703 0.0035600
GB40559 CDK5 regulatory subunit-associated protein 3-like 173.01764 -0.1834198 0.0129343 -0.0847038 -0.0949503
100576610 mitochondrial ribonuclease P protein 3-like 172.91161 -0.4591328 0.0643239 0.0235932 -0.0005263
GB40901 probable cleavage and polyadenylation specificity factor subunit 2 isoform X1 172.49223 -0.0634519 0.1359103 1.2895750 -0.0328744
GB44940 exosome complex exonuclease RRP44-like isoform X1 172.44818 -0.1231613 0.0184006 -0.0184116 0.0612947
GB50421 prosaposin isoformX1 172.35206 -0.1462134 -0.1051595 0.0445204 -0.1935779
GB50747 trafficking protein particle complex subunit 13-like 172.30048 -0.3015649 -0.0228584 0.0024468 0.1165972
GB43820 PHD finger and CXXC domain-containing protein CG17446-like isoform 1 172.08648 -0.4095687 -0.0038770 0.0133290 0.0896747
GB50846 vacuolar protein-sorting-associated protein 36 172.06052 -0.1934524 -0.0594418 0.0321774 0.0339590
GB54227 phosducin-like protein-like isoform 1 171.96010 -0.1002961 -0.1224734 0.0583757 0.1704157
GB48450 bobby sox, transcript variant X3 171.92532 -0.2119543 -0.0972506 0.0892759 0.0377658
GB45905 thyroid receptor-interacting protein 11 isoform X3 171.89349 -0.4200163 -0.1624605 0.0417834 -0.0689656
GB51462 methyltransferase-like protein 23-like isoform X2 171.63545 -0.6825529 0.0278093 0.4308139 0.0774094
GB43305 ubiquitin specific protease-like 171.46594 -0.0817327 -0.0471341 -0.0294597 0.0644272
GB43888 parafibromin 171.40017 0.0141943 0.1746474 -0.0095792 0.0361076
GB52977 UBX domain-containing protein 1-A-like 171.15919 -0.3004957 0.0598596 -0.0715498 0.2815663
GB54938 ATPase WRNIP1-like isoform X6 171.12996 -0.3365107 0.0025946 0.0240983 -0.1116194
GB42479 T-complex protein 1 subunit eta 171.02672 0.1927516 0.1401026 -0.0157018 -0.0150165
GB42447 WW domain-binding protein 11-like 170.59498 -0.0671181 0.0354914 0.0095909 0.0582653
GB41300 bystin isoform 1 170.47301 -0.0852244 0.0873668 -0.0515452 -0.0350653
GB44865 rab GTPase-binding effector protein 1-like isoform X2 170.16600 0.2376208 0.1144210 0.0558266 0.0795817
GB45370 DNA-directed RNA polymerase I subunit RPA2 isoform X2 170.03043 0.0207095 -0.0427381 -0.4123049 -0.0850423
GB44414 alpha-mannosidase 2 isoform X1 169.96329 -0.1246265 -0.0808181 0.0591496 -0.0464710
GB40463 ethanolaminephosphotransferase 1-like 169.76706 -0.0372503 0.0365725 -0.0518489 0.1223341
GB54300 probable U2 small nuclear ribonucleoprotein A’ isoform X1 169.48055 -0.0599139 0.0316384 -0.0458707 0.1001505
GB42451 serine/threonine-protein kinase TBK1 169.37036 -0.3205615 0.1376725 0.0047741 0.1421056
GB50972 gastrulation defective protein 1 homolog 169.31805 -0.1971693 0.0657208 0.1903877 -0.0034529
GB51706 histone-lysine N-methyltransferase SETD2-like isoform X1 169.31045 -0.4481025 -0.0162006 0.0935864 0.1184476
GB54377 male-specific lethal 1 homolog 169.30235 -0.0107089 0.0787733 0.0791723 -0.3478216
GB52165 probable ATP-dependent RNA helicase YTHDC2 isoform X1 169.14874 -0.2166006 -0.1492968 -0.0495434 0.1044721
GB40320 protein tumorous imaginal discs, mitochondrial-like isoform X1 169.05348 -0.1619242 0.0041297 0.0375536 -0.0424999
GB51655 nucleoporin GLE1-like 168.83463 -0.0847804 -0.0635058 -0.0393827 0.0140765
GB42997 uncharacterized protein LOC100578201 168.75985 -0.3800505 0.1690311 0.1112928 0.0019192
GB40563 threonine–tRNA ligase, cytoplasmic-like isoform X1 168.65026 0.1893858 0.0081525 -0.0304706 -0.0437406
GB43815 probable 39S ribosomal protein L23, mitochondrial-like isoform X1 168.32631 -0.1585833 -0.0029415 -0.0209984 0.0871642
GB42645 kinesin B 168.28858 -0.5371475 0.2744939 0.1776832 -0.0702883
GB42933 serine/threonine-protein kinase TAO1 isoform X2 168.16786 -0.1176620 -0.0135005 -0.1030836 -0.0665595
GB53934 rho GTPase-activating protein 24-like 168.01757 -0.3242732 0.0554416 -0.0384074 0.1041209
GB52990 BRISC and BRCA1-A complex member 1-like 167.99128 -0.3254478 0.1174936 0.0108915 0.0004634
GB42381 E3 ubiquitin-protein ligase RNF126-like isoform X5 167.95791 -0.0659800 0.0049379 0.0546401 0.0810624
GB55397 vesicle-associated membrane protein 7 167.88748 0.1419213 -0.0867286 -0.0365991 0.0521229
GB53172 ADAM 17-like protease-like isoform 2 167.54930 0.0748085 -0.0450701 0.0236531 0.1024472
GB44189 glutamic acid-rich protein-like 167.43525 0.0880143 0.0526048 -0.0479209 -0.0654774
GB44397 regulator of microtubule dynamics protein 1-like isoform X1 167.40823 -0.1989022 -0.0226060 -0.0122923 0.0010582
GB49996 regulator of G-protein signaling loco isoform X4 167.17637 -0.0093953 -0.0241350 0.0663415 0.1139634
GB50589 DDRGK domain-containing protein 1-like 166.95040 -0.1019996 -0.0952753 -0.0483397 0.0635181
GB53147 cell division cycle protein 16 homolog isoform X2 166.63509 -0.1296634 0.1834347 0.1533974 0.0234167
GB47744 sorting nexin-25-like 166.61334 -0.0488921 -0.0729742 0.1539323 0.1408092
GB47826 alkylated DNA repair protein alkB homolog 8-like 166.42901 -0.5753528 -0.0646846 -0.0830894 0.0462685
GB44104 V-type proton ATPase subunit G 166.40192 0.0170920 -0.0168743 0.0833584 0.0707069
GB40780 zinc finger protein 330 homolog 166.14575 -0.4061068 0.0770956 0.0679618 0.0914965
GB50183 cylicin-2-like 166.13693 0.1655849 0.0167800 0.2181523 -0.1644786
GB51867 ubiquitin carboxyl-terminal hydrolase isozyme L5 166.11528 -0.0131991 0.0253632 -0.0453921 0.1260061
GB53132 trifunctional enzyme subunit beta, mitochondrial-like 166.07786 0.2534760 -0.0294923 -0.1399508 0.1851779
GB41755 vacuolar protein sorting-associated protein 37A 165.53325 0.1859728 0.0709252 0.0751567 -0.0271144
GB48266 Hermansky-Pudlak syndrome 3 protein homolog 165.22780 -0.1460207 -0.0912595 0.1312040 0.1240288
GB51701 CUE domain-containing protein 1 165.13770 -0.2843529 -0.2020643 -0.0828381 0.1441842
GB49608 protein angel-like isoform X1 164.99695 -0.4745777 -0.1501227 0.0097089 -0.3911702
GB53228 vacuolar protein sorting-associated protein 37B-like 164.95976 -0.1001412 0.0324804 0.0516558 0.0672719
GB45119 elongation factor Ts, mitochondrial-like 164.90078 0.4157426 -0.0401995 0.0311234 -0.0351009
GB45360 exportin-2 164.63346 0.3306912 0.1146233 -0.0533202 0.0391325
GB49226 tetratricopeptide repeat protein 1-like 164.56124 -0.1312727 0.0647437 -0.0042155 0.1193453
GB50920 39S ribosomal protein L37, mitochondrial 164.53509 -0.0627923 0.0821423 -0.0219706 0.0439987
GB54957 anaphase-promoting complex subunit 7 isoform X1 164.37643 0.1083459 -0.0770647 0.0286664 -0.0151621
GB55017 putative GTP-binding protein 6-like isoform X1 164.24508 -0.4279412 0.0980476 0.2020634 0.0654012
GB42207 eukaryotic translation initiation factor 2D-like isoform X2 164.23052 -0.4402548 -0.1878352 0.0848978 0.0844453
GB48145 tyrosine-protein phosphatase non-receptor type 61F-like 164.16294 -0.3001985 0.3129825 -0.0224264 0.3619577
GB44883 protein bunched, class 2/F/G isoform isoform X2 164.08452 0.1423153 0.0431774 0.1096459 0.0820739
GB54809 cell wall protein IFF6-like isoform X1 164.07411 -0.2793603 0.0938404 0.0189103 -0.0487562
GB46339 heat shock protein 75 kDa, mitochondrial isoform 1 163.97346 0.2227431 0.0858850 0.0825314 0.1098457
102654871 DCN1-like protein 3-like 163.73872 -0.5446257 -0.1149403 -0.0529742 -0.0266523
GB44262 spectrin beta chain, non-erythrocytic 5 isoform X4 163.63779 -0.0348910 -0.0986757 -0.1006847 -0.0922269
GB54321 RuvB-like 2 isoform X1 163.57363 0.2691298 0.0885141 0.1077559 -0.0199705
GB13213 eukaryotic translation initiation factor 4 gamma 163.51563 -0.3398430 0.0132426 -0.0498854 0.0745579
GB52916 phosphatidylinositide phosphatase SAC2-like isoform X2 163.51474 -0.2041823 0.0025506 0.1583330 0.1866605
GB51426 asparagine synthetase domain-containing protein 1 isoform X6 163.37313 -0.1068022 -0.1522976 0.0818879 0.0731652
GB44028 vacuolar protein sorting-associated protein 35 isoform X2 163.27214 -0.0579076 -0.3461417 0.0382400 -0.0489067
GB45341 polypeptide N-acetylgalactosaminyltransferase 35A-like 163.09388 -0.4167607 0.0881717 1.6656021 -0.0117249
GB54701 suppressor of G2 allele of SKP1 homolog isoformX1 162.66754 -0.1767265 0.1201854 -0.0086041 1.0849255
GB42667 trafficking protein particle complex subunit 4-like 162.08771 -0.2197603 -0.1750175 0.0386779 -0.0055323
GB41333 DNA-directed RNA polymerase III subunit RPC1-like isoform X1 161.61636 -0.1577234 0.1680904 -0.1650504 -0.3751015
GB54198 liprin-alpha-2-like isoform X13 161.55086 -0.1542755 -0.0349291 0.3996912 0.0008822
GB40399 synaptobrevin homolog YKT6 isoformX1 161.40256 -0.0445405 0.0481756 0.0212926 -0.0047779
GB44449 putative 28S ribosomal protein S5, mitochondrial isoform X1 161.33064 0.1662338 -0.0282685 0.0311763 0.0062591
GB44293 lisH domain and HEAT repeat-containing protein KIAA1468 homolog isoform X1 161.00406 -0.3920475 -0.0260276 0.0587180 -0.0768334
GB55595 probable 39S ribosomal protein L24, mitochondrial 160.66970 -0.2371454 -0.0241757 0.0492170 0.0447080
GB49250 heme oxygenase isoform X1 160.54774 -0.7061596 -0.1862855 0.0368602 0.0448400
GB47236 micronuclear linker histone polyprotein isoform X1 160.44234 -0.0470159 0.0382495 0.0640319 0.0621723
GB49158 dynactin subunit 2, transcript variant X2 159.93667 -0.0774768 0.0718003 -0.2085030 0.1296526
GB47884 TELO2-interacting protein 2-like isoform X1 159.81577 -0.2698585 0.3018826 0.1126823 0.1121113
GB55913 integrator complex subunit 2 159.76275 -0.3696034 0.0859222 0.0421902 -0.0477617
GB46147 uncharacterized protein LOC408724 159.23819 0.1867932 -0.0042754 -0.0177846 0.0331580
GB51413 C3 and PZP-like alpha-2-macroglobulin domain-containing protein 8-like 159.11460 0.1038200 0.0239723 0.1542679 0.0536660
GB55847 ubiquitin activating enzyme 1 isoform 1 159.07330 -0.0976432 -0.0081211 -0.0101689 -0.2960334
GB44597 pleiotropic regulator 1 159.03511 0.1123349 0.0778913 0.1442624 0.2046111
GB40881 transcription initiation factor IIA subunit 1 isoform 1 159.01949 -0.3585375 0.0154090 -0.0721560 -0.0224567
GB41600 high mobility group protein 20A-like isoform X1 158.97672 -0.7114929 0.1535458 -0.0759391 0.0543183
GB45297 zinc finger FYVE domain-containing protein 1-like 158.81251 0.1142162 0.0398985 0.0831260 0.0221022
GB51400 probable phenylalanine–tRNA ligase alpha subunit-like isoform X3 158.77272 0.1149628 0.0309227 0.0123511 0.1653306
GB49652 cell division cycle 5-like protein-like 158.66415 -0.2428431 0.0993961 0.0950867 1.2396760
GB48349 zinc finger CCCH domain-containing protein 18-like isoform X3 158.53066 -0.5376290 0.0561838 0.0687067 0.0553108
GB44901 conserved oligomeric Golgi complex subunit 2-like isoform X2 158.42607 -0.2183987 -0.0307229 0.0649127 0.1440679
GB47434 F-box only protein 6-like isoform 1 158.21233 -0.0175862 -0.0523391 0.0833399 0.0712098
GB45822 corepressor interacting with RBPJ 1-like 158.19150 -0.2960770 0.1024649 0.1067356 0.1091841
GB48534 probable protein phosphatase 2C T23F11.1-like isoform X1 158.18279 -0.1736775 0.0337026 0.0297280 0.0012795
GB40760 syntaxin-5-like 158.15837 0.0685463 0.0105051 -0.0527290 0.0229458
GB43848 glucose-induced degradation protein 8 homolog isoform X2 157.96106 0.2763054 0.1174265 0.1410859 0.0526052
GB54244 drebrin-like protein-like 157.85489 -0.1819463 0.0939261 0.1725097 -0.0361985
GB52462 THUMP domain-containing protein 3-like isoform X1 157.78967 -0.5044879 0.0216561 -0.2131150 0.1666244
GB40672 type II inositol 1,4,5-trisphosphate 5-phosphatase-like isoform X1 157.69281 -0.1514453 -0.0449708 0.0888520 0.1930789
GB49112 probable uridine-cytidine kinase-like isoformX1 157.37727 0.1936417 0.0438149 0.1423841 -0.0199275
GB52060 septin-1-like 157.24552 -0.3205289 0.0598405 0.0777303 0.0692801
GB49020 DNA-directed RNA polymerase III subunit RPC5 157.22864 -0.3737857 0.3001013 -0.6084797 0.1539672
GB42771 F-box/WD repeat-containing protein 5-like 157.09497 -0.6953162 0.3075574 -0.0551481 0.1835573
GB43266 C-terminal-binding protein isoform X3 157.01081 -0.3956263 -0.1829912 -0.0647185 -0.0610275
GB40833 UPF0396 protein CG6066-like isoform X3 156.97193 -0.2613537 -0.0159997 -0.0295758 0.0235516
GB54570 golgin subfamily A member 2-like isoform X2 156.96687 -0.3626323 0.0492098 0.0256836 0.1067349
725816 homocysteine S-methyltransferase 2-like 156.84552 -0.2766233 -0.2226405 -0.0490383 -0.0094930
GB49537 probable DNA mismatch repair protein Msh6 156.72155 -0.0913736 -0.0060320 -0.0873948 -0.0262102
GB42564 serine/threonine-protein phosphatase 2A 56 kDa regulatory subunit gamma isoform-like isoform X2 156.49222 -0.0977575 0.0563203 0.1585262 0.1125627
GB45761 T-complex protein 1 subunit gamma 156.21079 0.4197650 0.0829152 0.3256464 0.4526983
GB46115 U4/U6 small nuclear ribonucleoprotein Prp31-like isoform X2 156.19634 0.2545786 0.0692318 0.0589038 -0.0514496
GB55994 dual specificity protein phosphatase 12 isoform X2 155.99166 -0.1669523 -0.0263361 0.0072606 -0.0072627
GB46248 sorting nexin lst-4-like isoform 1 155.91985 0.0553885 -0.0298433 0.1663085 -0.1187090
GB53317 dentin sialophosphoprotein-like 155.90410 -0.6522746 0.0964948 0.0428159 0.0660586
GB51762 THO complex subunit 5 homolog isoform X1 155.63752 0.0519010 0.1764810 0.0305450 0.0049660
GB48817 nuclear protein localization protein 4 homolog isoform X3 155.63351 0.3510511 -0.0333526 0.1294790 0.2191341
GB43502 E3 UFM1-protein ligase 1 homolog 155.52510 -0.3546514 0.1505166 -0.0282551 0.0438175
GB44289 ataxin-3-like isoform X4 155.44275 -0.1315793 -0.0400609 0.8082165 0.0414597
GB40308 hsp70-binding protein 1-like 155.24348 0.3304605 0.0523219 0.6874181 0.0240131
GB45397 MATH and LRR domain-containing protein PFE0570w-like 155.16681 -0.7159460 0.1353533 0.0122866 0.1029342
GB46459 islet cell autoantigen 1-like isoform X2 155.08611 -0.0727968 0.1408801 -0.0120188 0.1753914
GB41802 uncharacterized protein LOC552003 isoform X4 154.88251 0.0770305 0.0644961 -0.0174025 -0.0037769
GB48821 structural maintenance of chromosomes protein 6-like isoform X4 154.72081 -0.2476209 0.0848117 0.0222281 0.0855998
GB47184 SCY1-like protein 2-like 154.64724 -0.2355251 -0.0855877 0.7382324 0.0124713
GB50997 structural maintenance of chromosomes protein 3 154.64304 0.0420086 -0.0540943 -0.0917712 0.0668986
GB42274 regulation of nuclear pre-mRNA domain-containing protein 1B-like isoform X2 154.54454 0.2251752 0.0585259 0.0854331 0.0121938
GB51564 prefoldin subunit 3-like 154.53343 0.2027363 -0.0077751 -0.0360888 0.0573586
GB43955 protein PFF0380w-like 154.49141 0.0415650 -0.1188688 0.1430416 0.0099351
GB40388 exocyst complex component 8 154.44665 0.0933704 0.0924731 0.0685702 0.0059113
GB51586 26S protease regulatory subunit 10B 154.42934 0.0638296 -0.0472381 -0.1868630 0.0377330
GB41759 N-acetylglucosaminyl-phosphatidylinositol biosynthetic protein-like isoform X2 154.29385 -0.4298497 -0.1114510 -0.0285141 -0.0119614
GB51603 peptidyl-alpha-hydroxyglycine alpha-amidating lyase 1-like isoform X5 154.19915 -0.6376376 0.0434204 -0.0214823 0.1321119
GB50511 DNA mismatch repair protein Mlh1 isoform X2 154.04259 -0.0419613 0.0014262 -0.0192785 0.1477541
GB50998 pre-mRNA 3’-end-processing factor FIP1-like 153.79484 0.3518992 0.0668569 0.0088979 0.0197453
GB40364 conserved oligomeric Golgi complex subunit 8-like 153.74298 -0.3885971 0.0381729 0.0021637 0.0696396
GB41852 centromere-associated protein E isoform X8 153.34829 -0.0967937 0.0656524 0.6213701 0.0776662
GB45544 uncharacterized protein LOC552484 153.29865 -0.1977929 -0.0776993 -0.1765297 0.1469585
GB55753 dehydrogenase/reductase SDR family protein 7-like isoform 1 153.26811 -0.1757835 -0.0158448 -0.0351785 0.1077771
GB45693 DNA topoisomerase 3-beta-1-like isoform 2 153.20023 0.1006986 0.1061570 0.1217369 0.0258593
GB51599 collagen type IV alpha-3-binding protein-like isoformX1 153.00299 0.0280506 0.1170853 -0.0709939 0.0024371
GB48596 anaphase-promoting complex subunit 4-like isoformX2 152.94626 -0.1827155 0.0074676 0.1614664 0.0395005
GB53191 arf-GAP domain and FG repeat-containing protein 1 isoform X1 152.92572 -0.1168342 -0.1267303 -0.0484076 -0.0280372
GB44757 actin-interacting protein 1 isoform X2 152.86778 0.0624740 -0.0836119 0.0930331 -0.0178032
GB49773 sequestosome-1 152.77910 -0.0958243 -0.2694184 0.1680133 0.3703431
GB51334 methionine aminopeptidase 2 152.76213 0.1680092 0.0257564 0.0797106 0.0272008
GB51968 conserved oligomeric Golgi complex subunit 3 152.69056 -0.2523187 0.0321808 0.1223475 0.1766898
GB50357 clathrin heavy chain-like isoform 1 152.65882 -0.3565829 -0.0349857 -0.0290474 -0.4245458
GB41668 serine/threonine-protein kinase/endoribonuclease IRE1 isoform X2 152.62752 -0.2610915 -0.0394913 0.1167377 0.1303052
GB48955 microfibrillar-associated protein 1 152.62088 -0.0027927 0.0980686 -0.0238326 0.0008515
GB47180 TATA-box-binding protein-like isoform 1 152.57215 -0.5556062 0.0137772 -0.1563645 0.1407033
GB50280 iron-sulfur cluster assembly 2 homolog, mitochondrial-like 152.51442 -0.1773518 -0.2051342 -0.0224675 0.0686623
102656136 prefoldin subunit 4-like 152.48244 -0.6925061 0.1097711 -0.0739651 0.1990536
GB42874 transforming acidic coiled-coil-containing protein 3 isoform X1 152.26682 -0.2456148 0.1220464 0.1710556 0.1332140
GB50104 KAT8 regulatory NSL complex subunit 3 isoform X2 152.23090 -0.3333269 0.1260357 0.5875565 0.1923016
GB48855 uncharacterized protein YJR142W-like 152.19894 -0.1858051 0.0098299 -0.0879237 -0.0623119
GB44338 small G protein signaling modulator 3 homolog 151.68939 0.1253131 0.0098320 0.0499533 0.1876984
GB54685 uncharacterized protein C3orf18 homolog isoform X1 151.66606 -0.2094785 -0.1600359 0.1588197 0.0112474
GB46457 GPI ethanolamine phosphate transferase 3-like isoform X2 151.46086 -0.0785608 -0.0716776 0.1152346 0.0562230
411727 bromodomain-containing protein 8 151.38352 0.0527861 0.1551509 -0.0768800 -0.0237612
GB54643 putative mitochondrial inner membrane protein-like isoform X7 151.20165 -0.2278187 -0.0243459 0.0621358 -0.0305928
GB49025 zinc transporter foi-like isoform X4 151.02191 -0.1070890 -0.1265826 -0.0467670 0.0063989
GB51103 COP9 signalosome complex subunit 6-like isoform X2 150.82226 0.1665124 0.0855128 -0.0004730 0.0698093
GB42880 protein FAM8A1-like isoform X2 150.73019 0.1249839 -0.1755929 0.1332146 0.0905954
GB46641 E3 ubiquitin-protein ligase LRSAM1-like isoform X3 150.53735 -0.3102017 -0.0741280 -0.0623466 0.0020677
GB41835 sorting nexin-13-like isoform X2 150.32661 -0.2094181 -0.0066059 0.1205814 0.0803841
GB45156 WD repeat-containing protein 59-like isoform X2 150.24606 0.0842779 -0.0722461 0.1937462 -0.0092339
GB43439 UV radiation resistance-associated gene protein-like 150.15100 -0.0118453 -0.3076536 1.4722603 -0.0045068
GB43470 regulator of nonsense transcripts 2 150.08531 -0.3128759 -0.0466710 -0.0553300 0.0013376
GB43215 actin-related protein 6-like isoform X2 149.65414 0.3061957 0.0777613 0.0429150 0.0624302
GB51005 N-alpha-acetyltransferase 20-like isoform X2 149.61834 0.0149843 0.0425788 0.1707903 0.0985047
GB50360 zinc finger CCCH domain-containing protein 11A-like 149.26448 -0.5424708 -0.0651305 0.1221017 -0.1112584
GB41340 uncharacterized protein LOC100579034 isoform X2 149.23342 -0.2945055 0.1383336 -0.0341506 -0.0166941
GB55701 putative aldehyde dehydrogenase family 7 member A1 homolog isoform 2 149.10584 0.5246497 -0.0914360 0.0393989 -0.1075361
GB51539 28S ribosomal protein S17, mitochondrial isoform X2 149.10008 -0.1191544 -0.0634678 -0.0343159 0.0679068
GB50658 DNA primase large subunit 148.85628 -0.0074660 0.1970793 -0.0851038 0.2426718
GB53251 N-alpha-acetyltransferase 25, NatB auxiliary subunit isoform X2 148.83651 0.0016318 0.1537186 -0.9775687 0.0615761
GB43300 RNA-binding protein squid-like isoform X6 148.82089 -0.1284436 0.0896448 0.0693043 0.0977145
GB50482 uncharacterized protein LOC724971 isoform X2 148.54867 -0.0441563 -0.2396737 0.0017989 0.0863729
GB54657 Rad54 protein isoform X2 148.45257 -0.2084683 -0.1783769 0.1011935 0.1676428
GB52541 probable cation-transporting ATPase 13A1-like 148.28464 -0.2102158 0.1385270 -0.0268470 -0.0112677
GB46262 IQ motif and SEC7 domain-containing protein 2 isoform X5 148.15532 -0.5758259 -0.0000689 0.0686664 0.0098451
GB53005 gem-associated protein 8-like 147.97037 0.0452613 -0.0116292 -0.0571413 0.0730754
GB50935 mitochondrial chaperone BCS1-like 147.84204 -0.1330652 -0.0449103 -0.0329387 0.1282745
GB51271 protein Peter pan-like 147.71876 -0.2767305 0.0936454 0.1938348 0.1412980
GB52980 uncharacterized protein LOC552428 147.64472 -0.0292196 -0.0688415 0.0505954 -0.0105940
GB45566 protein EFR3 homolog cmp44E isoformX1 147.60468 0.0331860 0.0490985 0.1458039 0.2391108
GB44347 TBC1 domain family member 16 isoform X2 147.58413 -0.1259259 -0.1033395 0.2509934 0.1114623
GB49949 WD repeat domain phosphoinositide-interacting protein 2-like isoform X2 147.45558 -0.0129942 0.0940478 0.1343766 -0.0402042
GB51634 glucose 1,6-bisphosphate synthase isoform X2 147.31216 0.1965173 -0.0635826 -0.8589679 0.1254671
GB50078 ATP-dependent RNA helicase abstrakt 147.27515 -0.0003280 0.1434898 0.0536618 0.0638111
GB54909 dynamin-binding protein-like isoform X2 147.18917 -0.0634231 -0.0129333 0.1047481 0.0360023
GB40113 UBX domain-containing protein 4-like isoform 1 147.05676 -0.2843523 -0.0303492 -0.0995521 0.0366073
GB43858 INO80 complex subunit E-like 147.04654 -0.1072097 0.0330119 0.0180872 -0.0034026
GB47748 two pore calcium channel protein 1 146.92411 -0.3347448 -0.1533686 -0.0003191 0.0804698
GB53915 dimethyladenosine transferase 1, mitochondrial 146.91968 -0.5044836 -0.0736598 0.0740909 0.0320441
GB43625 RNA methyltransferase-like protein 1-like 146.91910 -0.2491927 0.1389611 -0.1140519 0.0333435
GB49161 probable aminoacyl tRNA synthase complex-interacting multifunctional protein 2 isoform X2 146.89512 -0.5497647 -0.0340830 0.0525094 0.0599583
GB47812 LOW QUALITY PROTEIN: regulatory-associated protein of mTOR 146.88865 -0.1627796 0.0183474 0.0638252 -0.1182190
GB46894 pre-mRNA-splicing factor SYF1-like isoformX1 146.86414 -0.0288915 0.2438213 -0.0450779 0.1762920
GB43553 5’-AMP-activated protein kinase catalytic subunit alpha-2 isoform X3 146.69480 -0.1601746 -0.0069763 0.1227680 0.0816390
GB49789 28S ribosomal protein S29, mitochondrial isoformX1 146.63563 -0.6207520 -0.0201670 0.3400965 0.1896255
GB49570 centaurin-gamma-1A 146.57702 -0.1922250 -0.0506733 0.1274670 0.1426742
GB53650 glycerol kinase-like isoform X2 146.47017 -0.5182606 -0.2030319 -0.0501066 -0.0264044
GB44176 integrator complex subunit 8 146.40593 0.2076989 -0.0467532 0.1181645 0.0967430
GB44991 RNA-binding protein cabeza-like isoform X1 146.40230 -0.0627078 -0.0382216 0.0977350 -0.0035867
GB45122 mitochondrial assembly of ribosomal large subunit protein 1-like 146.39645 -0.4154315 0.0189759 0.4910612 -0.0037883
GB52910 octopamine receptor 146.27188 -0.7733899 -0.0239961 -0.8802540 0.1595786
GB50740 ubiquitin-conjugating enzyme E2 S-like isoform X2 146.18715 0.2638466 0.1183353 -0.5311281 0.1588701
GB42216 hepatoma-derived growth factor-related protein 2-like isoform 2 146.16623 0.0061614 0.0591646 -0.0399919 0.0481260
GB47964 zinc finger protein 543-like isoform X1 146.08906 0.2008906 0.0143720 0.1314465 0.0134619
GB43074 phosphatidylinositol 4,5-bisphosphate 3-kinase catalytic subunit delta isoform-like isoform X1 146.08717 -0.0840933 -0.0157862 0.1322251 0.1335276
GB53359 alkylated DNA repair protein alkB homolog 1 145.95253 -0.0215505 0.0308703 -0.0410398 -0.0037074
GB54342 DEAD-box helicase Dbp80 isoform X2 145.75995 0.2047489 0.0379695 -0.1070177 0.1301033
GB47417 mediator of RNA polymerase II transcription subunit 15 isoform X2 145.74255 -0.1403195 -0.0199005 0.1320668 0.0162830
GB49634 trafficking protein particle complex subunit 12-like 145.63119 -0.0081125 0.0771374 0.2138523 0.0232734
GB43163 nuclear factor related to kappa-B-binding protein 145.39973 -0.2844265 0.0198382 -1.0199566 -0.0487731
412933 geranylgeranyl transferase type-1 subunit beta isoform X1 145.14985 0.3690186 -0.0753994 -0.0119145 -0.0719928
GB48982 uncharacterized protein LOC413055 145.13952 -0.2927182 0.0080430 3.6495997 -0.0194245
GB40301 aldose 1-epimerase-like isoform X2 145.03562 -0.1153919 -0.0107421 0.0708060 0.0430586
GB18555 tether containing UBX domain for GLUT4 144.69514 -0.3842693 0.0506226 -0.0527979 0.0268992
GB54831 nuclear transcription factor Y subunit gamma-like isoform X1 144.33637 -0.1201217 -0.0925929 0.0248679 -0.0984831
GB45689 mediator of RNA polymerase II transcription subunit 25 isoform X3 144.07438 0.0177484 0.1088169 -0.0341463 0.1157417
GB48625 probable ATP-dependent RNA helicase spindle-E isoform X2 144.01831 0.2218261 0.1606669 -0.1110084 -0.1425290
GB52677 forkhead box protein K1-like isoform X2 143.98187 0.0352617 0.1499677 0.0509449 0.0618666
GB50699 protein SET-like isoform X1 143.93542 0.4869852 0.0395231 0.1473844 0.1870108
GB45039 probable RNA polymerase II nuclear localization protein SLC7A6OS-like 143.90839 -0.0149136 0.2579033 0.0955197 0.0981995
GB54951 ubiquitin carboxyl-terminal hydrolase 46-like isoform X1 143.78492 -0.1944345 0.1286488 -0.0317593 0.0731775
GB42918 protein NipSnap 143.60882 0.3893414 -0.0577951 0.0478783 0.0116827
GB50069 vacuolar protein sorting-associated protein 51 homolog 143.55848 -0.0767230 0.0328014 0.0255298 0.1752537
GB40556 WD repeat-containing protein 61-like 143.50436 -0.1973982 -0.0560545 0.0836334 0.1941122
GB40798 serine/arginine-rich splicing factor 7 isoform X1 143.48383 0.1047218 0.0635743 0.6802646 0.0680094
GB52737 vacuolar protein sorting-associated protein 41 homolog isoform X2 143.39837 0.0939460 -0.0513516 0.1155147 -0.0803081
GB45491 G patch domain and ankyrin repeat-containing protein 1 homolog 143.39216 -0.2389827 -0.0608652 0.0935341 0.0900960
GB42352 elongation factor Tu GTP-binding domain-containing protein 1-like, transcript variant X4 143.32836 0.0370350 0.0593796 0.1600560 -0.0692563
GB50688 26S proteasome non-ATPase regulatory subunit 7-like 143.31169 0.1646387 0.0457201 -0.0798990 0.0488735
GB52904 nuclear hormone receptor HR96 isoform X2 143.15966 -0.2536658 -0.0242007 0.0607065 0.0275286
GB40891 RING finger protein 157-like isoform X3 143.09442 -0.0127784 0.0901122 -0.0494670 -0.0032095
GB44930 ell-associated factor Eaf-like isoform X1 143.04323 0.0553170 0.1431589 -0.1077929 0.0053112
102656131 biogenesis of lysosome-related organelles complex 1 subunit 2-like 142.98791 -0.0178170 -0.2128337 0.1523093 -0.1644945
GB44543 DNA polymerase alpha subunit B isoform X2 142.94143 0.1369515 -0.0921261 0.0461638 0.1117859
GB40452 brefeldin A-inhibited guanine nucleotide-exchange protein 1 142.89718 -0.2600671 0.0619868 0.1226856 -0.0425863
GB43856 dnaJ homolog subfamily C member 11-like 142.83204 0.1359915 0.1060312 -0.0860241 0.0739310
GB42681 mucin-5AC-like isoform X3 142.48311 -0.2593462 0.0943990 0.9291975 0.0974932
GB51143 protein downstream neighbor of son homolog 142.45888 -0.2280975 0.0445856 -0.0901412 -0.0230543
GB45656 AKT-interacting protein-like 142.29808 0.1243698 -0.1005726 0.0969314 0.1110155
GB55943 protein FAM114A2-like 142.21758 -0.5633091 -0.0599928 -0.2084455 0.0300454
GB41485 WD repeat-containing protein 55 homolog 142.12523 -0.4751221 -0.0070468 -0.0730057 0.1881630
GB55659 tudor domain-containing protein 3-like isoform X1 142.02828 -0.2515698 0.1749982 0.0648678 0.1302752
GB55811 protein MTO1 homolog, mitochondrial-like isoform 1 141.86744 -0.1862467 -0.0084389 0.0832206 0.0913612
GB54571 FACT complex subunit Ssrp1 141.75476 -0.3027032 0.0893227 -0.0689431 0.0265783
GB48157 G patch domain-containing protein 1 homolog 141.73690 -0.1698054 0.2329948 0.1652515 -0.0839484
GB46247 eukaryotic translation initiation factor 3 subunit H 141.61545 0.0741075 0.1212617 -0.0518053 -0.0449024
GB53825 transcription initiation factor TFIID subunit 2 141.57402 -0.7182932 -0.0102693 0.1116532 0.0837886
GB51716 60S ribosomal protein L23a 141.37463 0.1647361 0.0547823 0.1178507 -0.0855422
726768 probable ATP-dependent RNA helicase DDX17-like 141.34400 -0.3382651 -0.0398062 0.1450902 -0.0075527
GB53852 paired amphipathic helix protein Sin3a isoform X3 141.33684 -0.3072927 -0.1049860 0.1996987 0.0109255
GB52306 dnaJ homolog subfamily C member 13 141.07433 0.0611104 0.0051145 -0.0075039 0.1285935
GB46520 vacuolar protein sorting-associated protein 26B 140.98508 -0.1083042 -0.0980337 -0.1315788 -0.0581219
GB48169 hamartin isoform X3 140.91141 -0.3428835 0.0026822 0.1086022 -0.0192266
GB41781 pontin protein isoform 1 140.59011 0.3243930 0.1723577 0.0273185 0.0057170
GB42016 intron-binding protein aquarius 140.51079 -0.0689879 0.0735160 -0.0962411 -0.1483527
GB43219 uncharacterized protein LOC724290 140.45735 -0.8579989 0.1841622 0.0959868 0.1294831
GB50141 erythroid differentiation-related factor 1-like isoform X1 140.41115 0.0528165 0.0662757 0.0866553 0.0042494
GB46363 15-hydroxyprostaglandin dehydrogenase [NAD(+)]-like isoform X2 140.40774 -0.2098523 0.1851748 0.1243856 -0.0715522
GB46707 vacuolar protein-sorting-associated protein 25 140.38486 0.0039507 -0.0390442 -0.0600830 0.1608908
GB41257 probable protein phosphatase CG10417-like 140.19080 0.1989829 0.0368436 -0.0800763 0.0611307
GB46963 probable ATP-dependent RNA helicase DHX36-like isoform X2 140.06335 -0.0712383 0.0687471 0.1500131 -0.0065126
GB43894 histone deacetylase 3 isoform 1 139.86318 -0.2618239 0.1149721 0.0731897 -0.1209108
GB49666 dnaJ homolog subfamily C member 8-like 139.61783 -0.5588177 0.0518844 0.1170377 0.0995899
GB53001 uncharacterized protein LOC100577272 139.58343 -0.0597428 -0.0228887 0.0870111 0.1716861
GB47260 zinc finger protein 598-like isoform X2 139.53493 -0.6018072 0.0593800 -0.1254441 0.0124439
GB42230 protein IWS1 homolog isoformX2 139.49157 -0.0984320 0.1884444 -0.0667762 0.0616872
GB51525 synergin gamma-like 139.42183 -0.2746408 -0.0722776 -0.0512115 0.0874815
GB48115 major facilitator superfamily domain-containing protein 6 139.37720 0.1816722 0.0090223 0.0738597 0.0302290
GB52726 ras association domain-containing protein 8-like isoform X2 139.26051 0.0672726 -0.0784122 0.0317955 -0.0357702
GB49089 integrator complex subunit 4-like 139.21283 0.0066752 0.2003307 -0.0821244 -0.0356783
GB53333 V-type proton ATPase catalytic subunit A-like isoform X3 139.13542 0.0631321 -0.0582681 0.0353159 0.0421506
GB51071 putative deoxyribose-phosphate aldolase-like isoform X2 139.08311 -0.1521037 -0.0561238 -0.0358800 -0.0990012
GB47882 abl interactor 2 139.08188 0.1825083 0.0552081 0.1905020 -0.0448790
GB53177 GPN-loop GTPase 1-like 138.83423 -0.3927197 -0.0374977 0.0084195 0.0631964
GB43186 symplekin 138.78656 0.0341178 0.0946601 0.0196254 -0.0422572
GB48845 probable rRNA-processing protein EBP2 homolog 138.65984 -0.4818392 0.1313151 -0.0786484 0.1150881
GB53239 HEAT repeat-containing protein 6-like 138.65776 -0.1728326 -0.0414187 -0.1304882 0.3312672
GB45173 autism susceptibility gene 2 protein-like isoform X2 138.64028 -0.2358246 -0.0024656 0.0992694 0.0237323
GB52774 glycylpeptide N-tetradecanoyltransferase 1 138.58069 0.3960601 -0.0132580 0.0695643 0.0267570
GB49612 protein real-time-like isoform X1 138.47267 -0.0728927 -0.0563157 0.0365994 -0.0488433
GB44524 peptidyl-prolyl cis-trans isomerase-like 2-like 138.42912 -0.1707275 0.1292449 0.0165412 0.0015772
GB47813 malonyl-CoA decarboxylase, mitochondrial-like 138.41601 -0.5404035 -0.1220999 0.0331273 0.0514485
GB51822 Sip1/TFIP11 interacting protein 138.41246 0.0817711 0.1136980 0.0002213 0.1499593
GB50347 LOW QUALITY PROTEIN: polymerase delta-interacting protein 2-like 138.21930 -0.0506864 0.0626628 0.1180547 0.1184361
GB54684 ADIPOR-like receptor CG5315-like isoform X2 138.16573 -0.0132813 -0.1170597 -0.1006323 0.8076149
GB44103 protein LTV1 homolog 137.90352 -0.7821288 0.1198173 -0.0563213 0.1690460
GB41865 DNA-binding protein Ets97D homolog 137.82075 0.1389374 0.1294199 -0.0633536 0.1389068
GB43486 uncharacterized protein LOC552788 137.74232 -0.2052910 -0.0581209 0.1794974 0.1533206
GB53328 DNA/RNA-binding protein KIN17 137.72539 -0.2452054 -0.2897766 0.0707161 0.0805750
GB42234 cat eye syndrome critical region protein 5-like isoform X2 137.71571 -0.4310357 -0.0670673 -0.0881225 0.0708768
GB40801 thioredoxin-like protein 4A-like isoform X1 137.66692 0.0477766 0.0464143 0.1761375 0.1417084
GB40473 cytoplasmic phosphatidylinositol transfer protein 1 137.65860 0.0710352 -0.0610871 0.3052914 0.0482978
102655259 5-methylcytosine rRNA methyltransferase NSUN4-like isoform X1 137.64837 -0.6670513 -0.0434200 -0.6368044 0.1138913
GB48928 MATH and LRR domain-containing protein PFE0570w-like 137.61629 0.0546139 0.1549539 -0.5727548 0.0793314
GB40745 synaptosomal-associated protein 29 137.44055 -0.3484482 0.0725336 0.0830910 0.0384574
GB43288 ribonuclease P protein subunit p21-like 137.40079 0.1906509 -0.0044491 0.8098851 0.1667594
GB54916 protein Mo25-like isoform X3 137.36188 0.2550756 -0.0265836 0.1652391 -0.3404477
GB46909 basic proline-rich protein-like isoform X2 137.23716 -0.2123446 0.1059261 0.0718601 -0.0646851
GB49643 probable enoyl-CoA hydratase, mitochondrial-like 137.23292 0.2476690 0.0166092 -0.0869911 -0.0797591
GB54220 nuclear distribution protein nudE-like 1-A-like isoform X1 137.19736 -0.2308707 -0.0032020 0.1642344 0.0979594
GB46016 transmembrane protein 131-like 136.87218 0.1101604 -0.0054753 0.1260409 0.0388035
GB46911 programmed cell death protein 10-like 136.85740 0.0806119 0.0052822 0.0121135 0.1169640
GB52852 zinc finger protein 879-like isoform X2 136.81537 -0.1680960 0.0089628 0.0335278 0.0595537
GB52080 probable GDP-L-fucose synthase isoform X2 136.78816 0.0081506 0.0794921 0.1004142 0.0757517
GB44642 F-box/WD repeat-containing protein 9 isoform 1 136.75959 0.0553680 -0.1161027 -0.0225266 0.0540146
GB41769 actin-related protein 8 isoform 1 136.72055 0.3118071 0.0723317 -0.0062727 0.0917738
GB45357 protein EMSY-like isoform X2 136.70638 -0.5059609 0.1394664 0.0801023 0.1536270
725378 nucleolar GTP-binding protein 2 136.55027 -0.3873532 0.1390424 -0.1430756 0.0326776
GB41444 N-acetyltransferase 10-like 136.50568 -0.6264784 0.0332903 0.0665180 0.0376139
GB51692 mediator of RNA polymerase II transcription subunit 14 isoform X2 136.45836 0.0127212 -0.0776514 0.0781660 0.5180514
GB48402 zinc finger C4H2 domain-containing protein-like isoform X3 136.34513 0.2716056 -0.0133514 0.0220623 0.0991926
GB49491 anaphase-promoting complex subunit 1 136.27749 -0.4211302 -0.0144076 0.1548942 0.2409880
GB53777 beta-1,4-galactosyltransferase 7 isoform X2 136.13953 0.0064604 -0.1413431 0.1130475 0.1508595
GB53859 arf-GAP with coiled-coil, ANK repeat and PH domain-containing protein 2 isoform X1 136.12077 -0.1800735 0.0588415 0.0805883 -0.0154329
GB41711 uncharacterized protein LOC408493 136.08265 -0.2506783 0.0776116 0.1180021 0.0489960
GB48781 nuclear nucleic acid-binding protein C1D-like isoformX2 136.02229 -0.2442126 0.0952193 0.0736146 0.0387665
GB44345 non-histone protein 10-like 135.77585 -0.2042073 0.3226273 -0.0129531 -0.0190337
GB51123 UPF0047 protein C4A8.02c-like 135.66717 0.0511428 0.0026482 0.0679195 -0.0067162
GB53236 retrograde Golgi transport protein RGP1 homolog isoform X1 135.63921 -0.2047676 0.0065631 -0.0147506 0.0609091
GB41909 bluestreak isoform X1 135.62904 -0.3175723 -0.1257869 0.1111989 0.0324056
GB52352 WD repeat and HMG-box DNA-binding protein 1-like isoform X1 135.59821 -0.7548754 0.0713677 -0.0431087 0.0860159
GB42770 male-specific lethal 3 homolog isoform X1 135.58846 -0.5758687 0.2120173 0.0024509 0.2049724
GB50801 serine/threonine-protein kinase VRK1-like 135.57948 -0.1166064 0.0151375 0.0469310 0.1496590
GB46615 rho GTPase-activating protein 1-like isoformX2 135.55327 -0.2261302 0.2031633 0.1223534 -0.0680579
GB46606 peptidyl-prolyl cis-trans isomerase FKBP8-like isoform X3 135.41966 -0.2334119 -0.1754440 -0.1659490 0.0951442
GB50281 transducin (beta)-like 3 isoform X1 135.39669 -0.2836537 0.0159128 0.1175775 0.1492657
GB45280 mitochondrial import inner membrane translocase subunit TIM44-like isoform 1 135.33746 -0.4501343 0.1405507 -0.0166811 0.1794187
GB41884 calcineurin-binding protein cabin-1-like isoform X2 135.22346 -0.1203653 0.1262933 -0.1019124 -0.1088786
GB51658 ribosome maturation protein SBDS-like 135.22141 0.1290948 0.1091363 0.0419986 0.1668842
GB42846 cullin-4B-like 135.21839 -0.5256070 0.0567609 0.1313509 -0.6419503
GB51910 zinc finger CCCH-type with G patch domain-containing protein-like 135.17632 -0.8185470 0.1433237 0.0578685 0.0006587
GB53979 SEC23-interacting protein-like isoformX1 135.05810 -0.0502786 0.0270162 0.0947356 -0.0260509
GB42420 coiled-coil domain-containing protein 102A-like 135.04799 -0.6434837 0.1403241 0.0143503 0.1137371
102655679 DNA-directed RNA polymerase III subunit RPC7-like 135.03891 -0.0255525 0.2383947 0.1831898 0.0764651
GB55281 TBC1 domain family member 20-like isoform X2 134.96415 0.0672651 -0.1426891 0.0804238 0.0657347
GB47428 synaptojanin-1 134.96298 -0.1267762 0.2170341 0.1723928 -0.0359031
GB41469 septin-2 isoform X1 134.75725 0.1015160 -0.0625438 0.0466189 0.0969068
GB43626 uncharacterized protein LOC409331 isoform X3 134.68611 0.0623315 0.2804728 -0.0700666 -0.0088614
GB54680 LOW QUALITY PROTEIN: vinculin 134.66846 -0.2567412 -0.1122626 0.1933519 0.1346479
GB55854 ubiquitin-protein ligase E3B-like isoform X3 134.59375 -0.5010630 -0.0673886 0.0766717 -0.0285551
GB49124 myotubularin-related protein 2 isoform X3 134.53570 0.0859800 0.1215036 -0.0566260 -0.0406390
GB46645 ras-related protein Rab-21 134.38127 -0.1477973 -0.0186089 0.0715747 -0.0108318
GB53931 laminin subunit alpha-1-like isoform X3 134.35243 -0.4397656 0.0126489 0.7125136 -0.6395672
GB49344 serine/threonine-protein kinase pelle isoform X1 134.23598 -0.2198826 -0.0143871 0.1806204 0.0907204
GB52757 uncharacterized protein LOC408473 isoform 1 134.22126 -0.1246194 -0.4210634 0.1312857 0.0290533
GB45126 DNA topoisomerase 1 isoform 2 134.18310 -0.2462215 0.1326847 -0.1616299 0.0858320
GB49961 WD repeat-containing protein 44-like isoform X1 134.07229 -0.0883861 -0.0441383 0.1789031 0.1614347
409254 protein RTF2 homolog 134.04799 -0.2523550 -0.2980123 0.0513461 0.2236932
GB49520 BRCA1-A complex subunit BRE-like 134.03705 -0.1608837 0.1074496 0.1093796 0.1509256
GB44327 protein SERAC1-like isoform X2 134.01956 0.0675840 0.0758677 0.1203074 0.0336178
GB44429 DNA damage-binding protein 1-like 133.86472 -0.0129277 0.1175625 0.0715284 0.0762634
GB52421 protein lines isoform 1 133.78321 0.0154913 -0.0189455 0.0735825 -0.0471184
GB47594 golgin-45-like 133.76255 -0.2228597 0.0565988 -0.0394860 -0.0497044
GB41775 integrator complex subunit 5-like isoform X2 133.67837 -0.0170800 0.0127716 -0.0699756 -0.1695111
GB52253 protein PRRC2C-like isoform X2 133.58713 -0.5419796 -0.0766539 4.6580792 0.0782022
GB53133 ral GTPase-activating protein subunit beta-like isoform X7 133.42935 -0.1036454 -0.0753829 0.1748863 -0.2134538
GB46654 ribosomal L1 domain-containing protein CG13096-like 133.30715 -0.2395835 -0.0102828 -0.0263839 0.0368059
GB55591 microtubule-associated protein futsch-like isoform X1 133.30691 -0.4632335 -0.2611452 -1.1496085 -0.3570381
GB49315 protein lin-54 homolog isoform X2 133.24962 -0.2850337 0.1621247 0.0445596 0.4659218
GB51597 DNA repair protein complementing XP-A cells homolog 133.23296 -0.2223217 0.0855791 -0.1372374 0.0965293
GB47436 acetyl-CoA acetyltransferase, mitochondrial-like isoform X1 133.18470 0.0417805 -0.0757904 0.0249588 -0.1616918
GB49033 glutamyl-tRNA(Gln) amidotransferase subunit A, mitochondrial isoform X1 133.07916 0.2616057 -0.0117697 -0.0320500 -0.0887660
GB53439 putative sodium-coupled neutral amino acid transporter 10-like isoform X2 133.06697 -0.6416222 -0.0673806 -0.0277337 0.6700455
GB46881 COMM domain-containing protein 5-like isoform X2 133.04645 -0.1888059 0.2031945 -0.0252253 0.1646374
GB47238 UPF0396 protein CG6066-like isoform 1 133.02286 -0.1716189 0.1377160 -0.0236372 0.1211281
GB50269 very-long-chain (3R)-3-hydroxyacyl-[acyl-carrier protein] dehydratase 3 isoform X2 132.94712 -0.3144725 0.1069885 0.1133108 0.0413660
GB46627 paraplegin-like 132.92270 -0.6454774 -0.0089053 0.0224408 0.1257638
GB41640 zucchini 132.80851 -0.0803640 0.1773846 -0.0533377 0.0770383
GB46691 histone-lysine N-methyltransferase, H3 lysine-79 specific-like isoform X2 132.77865 -0.1398413 0.1288700 0.0697022 -0.0789529
GB53707 density-regulated protein-like isoform X1 132.61700 -0.0526849 0.0986741 -0.0239636 0.0103761
GB40634 upstream stimulatory factor 1-like 132.53514 -0.0683351 0.0005669 0.1678361 0.1358999
GB45279 RING finger protein PFF0165c-like 132.38270 -0.5602977 0.0443648 -0.0806039 0.1729593
GB46216 protein RFT1 homolog isoform X1 132.31517 -0.0937464 -0.0258783 -0.0282630 0.0568698
GB48370 ATP-binding cassette sub-family B member 7, mitochondrial isoform X1 132.29126 -0.5912863 -0.1632948 0.0587712 0.1400553
GB53960 spliceosome-associated protein CWC15 homolog isoform 1 132.27536 0.2116932 0.1324830 -0.0340064 -0.0275712
GB49680 LIM domain kinase 1 isoform X2 132.27187 -0.0530115 0.1548388 0.1821953 0.1045718
GB53882 IST1 homolog isoform X4 132.10557 -0.2744962 -0.0095574 -0.0028003 0.1880862
GB49762 nuclear pore complex protein Nup50 isoform X1 131.99821 -0.2926662 0.0635457 -0.0599136 -0.0029573
GB55439 probable ATP-dependent RNA helicase DDX49-like 131.92893 -0.5517570 -0.0107095 0.1729551 0.0900870
GB53068 cysteine and histidine-rich domain-containing protein 131.78883 0.0529541 0.1320168 0.1017358 0.1695318
GB53618 uncharacterized protein LOC724843 isoform X1 131.71954 -0.7218422 -0.1571234 0.0176053 -0.0791466
GB55183 ankyrin repeat domain-containing protein SOWAHB-like isoform X5 131.49345 -0.7243208 0.0317372 0.2646035 -0.2066738
GB54672 39S ribosomal protein L21, mitochondrial-like 131.49019 0.0141550 0.1263036 -0.0528228 0.2099445
GB47596 general transcription factor 3C polypeptide 1-like 131.45492 -0.6789068 -0.0444361 0.1979938 -0.0472513
GB40909 sorting nexin-29-like isoform X4 131.45347 -0.1331307 -0.2158390 0.1620283 -0.0533020
GB49032 CDP-diacylglycerol–glycerol-3-phosphate 3-phosphatidyltransferase, mitochondrial-like isoform X2 131.39431 0.4081832 -0.1031490 -0.0136587 0.0103266
GB47576 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex assembly factor 5-like isoform 2 131.38395 -0.1467968 -0.0623679 -0.1063544 0.2049577
GB44062 tyrosine-protein kinase Fps85D-like isoform X4 131.34635 -0.0953993 -0.0522888 0.1602647 0.1262338
GB52645 pinin 130.95168 -0.4535884 0.1161390 0.1413056 0.0958147
GB55626 peptidyl-prolyl cis-trans isomerase D-like isoform X1 130.90875 -0.3070889 0.1112651 -0.0078134 0.0884890
GB46257 myotubularin-related protein 14 isoform 1 130.82134 -0.0748272 0.2625850 0.1223574 0.1265138
GB45457 vacuolar protein sorting-associated protein 53 homolog 130.76178 -0.2682224 0.1298956 0.1668593 -0.0116516
GB53939 mitotic checkpoint protein BUB3 130.52660 -0.1194331 0.1200242 -0.0198973 0.0907735
GB54592 tudor domain-containing protein 7-like isoform X1 130.49148 0.0634736 0.0356082 0.1425800 0.1258433
GB46736 probable ubiquitin carboxyl-terminal hydrolase FAF-X isoform X6 130.42037 -0.4474171 0.1103373 -0.8116499 -0.0098906
GB41770 28S ribosomal protein S22, mitochondrial 130.37631 0.1971519 0.1247985 0.0801954 -0.0128793
GB51134 serine/threonine-protein kinase mig-15 isoform X13 130.26925 -0.2997902 -0.0414082 0.1044629 -0.0001478
GB46048 transmembrane protein 62-like, transcript variant X2 130.19641 -0.5460422 0.0065798 0.0505555 0.4044524
GB47991 biogenesis of lysosome-related organelles complex 1 subunit 1-like 130.14915 0.0521281 0.0402486 0.1343298 0.0696550
GB53820 gametogenetin-binding protein 2-like isoform X1 130.14014 0.0355411 -0.0413955 -0.0791741 0.1307555
GB51395 rabenosyn-5 130.10966 -0.1867821 0.1416788 0.0541704 0.0742042
GB45545 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 9-like 130.03078 -0.3035913 -0.1743814 0.0395625 0.1680090
102655877 beta-1,3-galactosyltransferase 6-like 129.92442 -0.3488118 0.0705781 0.2429741 0.0330696
GB50897 glycoprotein 150 isoform X1 129.77615 -0.2437159 -0.1423997 0.0155776 -0.0290678
GB51542 PH-interacting protein isoform X1 129.75422 -0.1598458 -0.1386128 0.1681110 0.1289269
GB46740 N-acetylgalactosaminyltransferase 6-like isoform 1 129.69168 -0.2175312 0.0044725 0.0234961 -0.0840065
GB43873 sin3 histone deacetylase corepressor complex component SDS3-like isoform 1 129.58139 0.1197990 0.1093941 -0.0390499 0.2543805
GB47747 60S ribosomal protein L6 129.55702 -0.0038808 -0.0176271 0.1970132 0.1608325
GB55492 importin-9 isoform X2 129.23748 0.1007102 0.1599284 -0.2256385 0.0205695
GB42721 aspartate–tRNA ligase, mitochondrial-like 129.19710 -0.0632949 -0.0089592 0.2995115 0.1006103
GB50764 coiled-coil domain-containing protein 124-like 129.11705 -0.1298397 0.1096236 -0.1791570 0.1126657
GB51067 akirin-2 isoform 2 128.88890 0.3690387 0.1098612 -0.0267994 -0.1043719
GB44890 regulator of nonsense transcripts 1 isoform X1 128.82290 -0.2037780 0.0141096 0.0179000 -0.1040571
GB49402 erlin-1-like 128.71228 -0.3886355 0.1079698 0.0151644 0.2204134
GB51884 calcyclin-binding protein-like 128.46540 -0.0633120 0.1493639 0.0745391 0.0277878
GB45342 transcriptional adapter 1-like isoform 1 128.45373 -0.2026429 0.1628707 -0.0169983 0.0487770
GB41304 probable glutamine–tRNA ligase 128.42973 -0.0782771 -0.0067491 -0.1096354 -0.1321491
GB47846 WD repeat-containing protein 48-like isoform X2 128.26954 0.1051237 0.0446909 0.0761726 0.0944745
GB41693 DNA topoisomerase 3-alpha-like 127.95605 -0.0649003 0.0211336 -0.0604116 0.1850720
GB43868 dnaJ homolog subfamily C member 1-like isoform X1 127.94984 -0.3941120 0.1522078 -0.0622720 -0.1150482
GB40091 LIM domain-containing protein jub-like 127.85360 0.0708016 0.0090090 0.0481691 0.0941938
GB47960 moesin/ezrin/radixin homolog 1 isoform X15 127.80969 0.1435555 -0.0593738 0.0479489 0.0214360
GB49354 uncharacterized protein PF11_0213-like isoform X1 127.78012 -0.2457494 0.2333305 -0.0192781 0.1512150
GB42071 GATA zinc finger domain-containing protein 7-like 127.75657 -0.2207894 -0.0076410 0.0248166 0.0459783
GB46378 galactosylgalactosylxylosylprotein 3-beta-glucuronosyltransferase I 127.69226 0.2109927 -0.0067827 0.8315764 0.0480976
GB55422 maspardin-like isoform X3 127.63431 0.0029986 0.1376321 0.1030255 0.0651460
GB51427 bromodomain-containing protein DDB_G0280777 127.63373 -0.4958885 0.2153698 -0.1018241 0.1583879
GB55570 transmembrane protein 53-like isoform X3 127.58972 -0.3618078 -0.1642811 0.4374619 0.1062865
GB43260 macrophage erythroblast attacher-like isoform 1 127.36079 0.0446683 0.1894613 0.0317748 0.0349377
GB40098 cyclin-H 127.30857 -0.0418528 0.1194292 0.5277859 0.2339003
GB45037 beta-lactamase-like protein 2-like isoform X2 127.28879 -0.5724075 0.0028505 -0.3561338 -0.4453576
102654890 activating signal cointegrator 1-like isoform X2 127.19822 -0.2278917 0.0238683 -0.1951713 0.1136874
GB40491 translation initiation factor eIF-2B subunit gamma isoform X1 127.15652 -0.0249244 -0.0772291 0.0772539 0.0629394
GB44069 syntaxin-16 isoform X1 127.06668 -0.7860325 0.2135015 0.4228089 0.1496153
102656215 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex assembly factor 3-like 127.03149 -0.6157903 0.1121564 0.1025515 0.0690541
GB50515 ankycorbin-like isoform X1 126.98409 -0.4791568 0.0637900 0.1688905 0.0063271
GB43301 ras GTPase-activating protein-binding protein 2 isoform X1 126.96412 0.0577429 0.0105586 0.0778471 0.1607821
GB49500 zinc finger protein 808-like, transcript variant X2 126.93821 -0.6101884 0.1800285 -0.0489694 0.0743351
GB53184 replication protein A 32 kDa subunit 126.82564 -0.0395673 0.1803790 0.1233143 0.0737084
GB44660 probable ribonuclease P/MRP protein subunit POP5-like isoform 2 126.74854 -0.1652242 0.0253384 0.0433548 0.0390910
GB52658 general transcription factor 3C polypeptide 5-like 126.56580 -0.3274466 0.0989520 0.1706715 0.0243821
GB51763 UPF0505 protein C16orf62 homolog isoform X1 126.45012 -0.1913434 -0.0666195 0.1090036 -0.0315871
GB52994 transcription elongation factor B polypeptide 1 isoform X5 126.42032 -0.0128444 0.1146241 0.1496385 0.1702401
GB46268 plasminogen activator inhibitor 1 RNA-binding protein-like isoform X1 126.39903 0.2156731 0.1094758 -0.0154047 -0.0077640
GB46042 TBC1 domain family member 23-like 126.38852 0.1655253 0.0469410 -0.0151648 0.1450667
GB47271 adenylate cyclase type 9-like isoform X2 126.32175 -0.1380968 -0.0195978 -0.0258853 0.0999105
GB53836 protein spinster-like isoformX1 126.24559 0.0453729 -0.1501046 0.0064097 0.0151537
GB40467 ubiquitin-conjugating enzyme E2 J2-like 126.18787 -0.0201480 0.0753651 -0.0657088 0.0230615
726689 prefoldin subunit 1-like isoform X1 126.17229 0.0610065 -0.0389106 0.0012349 0.2877932
GB47539 acidic mammalian chitinase isoform X2 125.99563 0.1265903 0.0132536 0.2027685 0.1587172
GB40872 josephin-like protein-like isoform X1 125.85313 -0.4059615 0.0073056 0.0371880 0.3698352
GB54340 GTP-binding protein 10 homolog 125.80689 -0.1804535 0.1012403 0.0558442 0.0854720
GB54928 tRNA (guanine(10)-N2)-methyltransferase homolog 125.78091 -0.1690325 0.0448066 -0.0121400 0.2709146
GB46915 serine/threonine-protein phosphatase 2A activator isoform X2 125.74771 0.0758897 0.0835348 0.1491264 0.0811278
725981 protein TIPIN homolog 125.74518 0.0640545 -0.0477598 -0.0318140 0.1070849
GB48417 probable E3 ubiquitin-protein ligase RNF144A-like isoform X1 125.69744 -0.3765713 -0.0200665 0.0460438 0.1067988
GB53196 uncharacterized protein LOC412107 125.67399 -0.3512672 -0.1425177 -0.0109280 0.1654680
GB48351 succinate-semialdehyde dehydrogenase, mitochondrial 125.53193 0.2143112 0.0627905 -0.0843891 -0.0230087
GB51037 CTD small phosphatase-like protein 2-like isoform X1 125.44515 0.0195500 -0.0410946 -0.0197439 0.1016195
GB49221 phosphomevalonate kinase-like 125.42336 0.5112757 -0.2234616 -0.1354606 0.0078624
GB53663 GTPase Era, mitochondrial-like isoform X1 125.41223 -0.4083925 -0.0622608 0.0927247 0.0529931
GB52918 serine protease HTRA2, mitochondrial 125.25263 0.0268476 0.0311616 -0.0062193 -0.0593778
GB44144 probable phenylalanine–tRNA ligase, mitochondrial 125.23986 -0.7019202 0.0469811 0.1340443 0.2442396
GB47272 nucleoporin Nup37-like isoform X2 125.21865 0.4564698 0.4591604 -0.1252003 0.1746374
GB51721 zinc finger protein 800-like isoform X2 125.14502 -0.8962219 0.1574114 0.1203346 0.1977810
GB47746 AP-3 complex subunit beta-2-like isoform X3 125.13494 -0.3338172 0.1004985 -0.0023056 0.0984828
GB47577 SAP domain-containing ribonucleoprotein-like isoform X3 124.96337 -0.0891455 0.2085310 -0.0489876 0.1285256
GB48122 MAU2 chromatid cohesion factor homolog isoform X1 124.95705 -0.2028627 0.0556739 0.0333472 0.0353484
GB44830 cleavage stimulation factor subunit 2 isoform X2 124.92111 0.2849909 0.1727879 0.1058351 -0.1563559
GB40017 enhancer of mRNA-decapping protein 4 124.83483 -0.1405951 0.1520184 -0.1054822 0.0233113
GB46274 arginine/serine-rich coiled-coil protein 2-like isoform X2 124.65000 -0.3269109 -0.0600284 0.1876375 -0.2644653
GB49777 seipin-like isoform 1 124.64821 0.0130656 0.0234229 -0.0599748 0.1408062
GB55506 histidine–tRNA ligase, cytoplasmic-like isoform X5 124.44594 0.1707464 0.0409954 0.0624129 0.0210656
GB49556 DNA replication licensing factor Mcm2-like isoform X1 124.40342 -0.6415868 0.0286972 0.0286895 0.0290473
GB42786 microtubule-associated protein RP/EB family member 1-like isoform X4 124.38501 0.3721071 0.1083819 0.0799526 0.1225451
GB54354 uncharacterized protein DDB_G0274915-like isoform X2 124.30810 0.1084176 0.0363753 -0.5016934 0.0447914
GB54976 ER membrane protein complex subunit 8/9 homolog 124.29445 0.1352807 -0.0593081 -0.0122129 0.0506201
GB47007 actin-related protein 5 124.26723 -0.0997846 -0.0481023 0.0215667 0.2181803
GB41252 cell cycle checkpoint protein RAD17-like isoform X2 123.97373 0.0958116 0.0581361 -0.0410770 0.0397078
GB53677 clavesin-2-like isoform X3 123.87925 -0.5582742 0.1597406 0.1839171 -0.0989334
100577180 uncharacterized protein LOC100577180 123.80272 0.0091102 0.1765232 0.0391926 0.1001481
GB53659 ribosome biogenesis protein WDR12 homolog isoform X1 123.79581 0.1977254 0.2142607 -1.3574753 0.0468377
GB48223 peroxisomal targeting signal 1 receptor-like isoform X1 123.77770 -0.1573646 -0.0057346 -0.0039700 0.0379803
GB55003 protein phosphatase 1 regulatory subunit 16A-like isoform X7 123.77505 -0.1071349 0.0732572 0.1043548 0.1321670
GB50727 prefoldin subunit 2-like 123.68054 0.2567572 0.0130137 0.0759218 0.0508393
GB44904 serine/threonine-protein phosphatase 4 regulatory subunit 2 123.61833 -0.9442707 0.0768056 -0.0239977 -0.0365701
GB46751 nuclear export mediator factor NEMF homolog isoform X2 123.57726 0.0005700 0.0950236 0.0404740 -0.0290170
GB45272 neuroligin-4, Y-linked isoform X2 123.57192 -0.5009508 0.0028581 -0.0385243 -0.0257233
GB46204 protein cereblon-like 123.52119 0.1390750 -0.0760547 -0.0126805 0.1431147
GB41850 hemocytin isoform X3 123.44266 -0.0058567 0.0205642 -0.4043645 0.2052439
GB45716 WD repeat and FYVE domain-containing protein 2-like 123.29325 -0.4528887 -0.1209118 0.0596195 0.1341635
GB54287 protein virilizer 123.22607 -0.0221346 0.0681456 0.0054647 -0.0620630
GB41213 intraflagellar transport protein 20 homolog isoform X1 123.18194 -0.1197624 0.0062110 0.0078017 -0.0140481
GB40955 glutamate–cysteine ligase regulatory subunit isoform X2 123.09107 0.1282528 -0.0324026 -0.0222198 -0.0866865
102654121 protein YIPF5-like 122.98313 0.2537020 0.1358925 0.0051856 -0.1262311
GB49593 cytosolic carboxypeptidase-like protein 5-like isoform X1 122.94352 -0.5903926 -0.2785982 0.1007198 0.2362319
GB51087 pyridoxal kinase-like 122.91547 -0.5788949 -0.0323483 0.0467033 0.0958125
GB53726 protein CNPPD1-like 122.88417 -0.0813809 0.1552521 0.0434168 0.1190650
GB54579 regulator of nonsense transcripts 3B isoform 1 122.84881 -0.5184260 0.0407833 0.1826402 -0.0038804
GB51158 uncharacterized protein LOC726321 122.82610 -0.1685591 -0.0550626 0.0757449 0.1664207
GB47633 serine/threonine-protein kinase D3 isoformX2 122.80513 -0.4167619 0.0384036 0.0536617 0.0302385
GB51508 probable elongator complex protein 3-like isoform X3 122.74449 0.0860960 0.2219367 0.7217703 0.0817006
GB48204 CD109 antigen isoform X2 122.70403 -0.1895645 -0.0868434 -0.0159124 -0.1811137
GB44906 ubiquitin conjugation factor E4 B isoform X1 122.69198 -0.3744256 -0.0109923 -0.1292852 0.0396984
GB49538 inhibitor of growth protein 1-like 122.58239 -0.5570093 0.2187936 -0.0883342 0.0977171
GB45568 uncharacterized protein C2orf42 homolog 122.28137 -0.6094268 0.1540253 0.0750140 0.1139424
GB42079 protein arginine N-methyltransferase 8 122.24493 0.5733701 -0.0329699 0.0139856 -0.0079264
GB48010 protein ENL-like isoform X2 122.19029 -0.1762306 0.1021199 0.0919987 -0.0182488
GB47844 AP-3 complex subunit delta-1 121.98324 -0.4769263 -0.0609007 -0.0141209 0.0865234
GB42778 U6 snRNA-associated Sm-like protein LSm4-like 121.95927 0.2395203 0.1258932 0.0384109 -0.0247357
GB43622 endoplasmic reticulum mannosyl-oligosaccharide 1,2-alpha-mannosidase-like isoform X1 121.93125 -0.2287433 -0.0176362 -0.0707171 0.1184653
GB41969 mediator of RNA polymerase II transcription subunit 26 isoform X3 121.89217 -0.2091069 0.1411050 0.2147840 -0.0488400
725795 INO80 complex subunit D-like 121.87241 0.0762136 -0.0682986 0.0363835 0.1172964
GB55012 transcription factor Dp-1 121.84800 0.0615153 0.2397292 0.1097454 0.9006222
GB47554 apoptosis inhibitor 5-like 121.69504 -0.1868560 0.0642729 0.1980508 0.0854192
GB54968 phosphorylated adapter RNA export protein 121.57861 -0.1946227 0.0675115 0.1038418 0.1358846
GB46962 SH3 domain-binding glutamic acid-rich protein homolog isoform X1 121.52820 0.2925105 0.0673425 0.1769261 0.1212187
GB46773 cysteine-rich protein 2-binding protein-like 121.39440 -0.4039526 0.1121328 0.0121977 0.1249059
GB51589 nuclear pore membrane glycoprotein 210-like 121.35661 0.4097703 0.0470867 -0.4446937 -0.0472264
GB53717 uncharacterized protein LOC726365 isoform X2 121.20585 -0.4442012 0.0587499 0.1435022 -0.0778604
GB50032 prefoldin subunit 6-like isoform X1 121.07031 0.2472118 -0.2161193 0.0589943 0.1217440
GB41754 protein DDI1 homolog 2-like isoform X2 121.01607 0.0928256 -0.0753114 0.0186832 0.1555542
102655440 uncharacterized protein LOC102655440 120.99542 -0.6491477 0.0444111 0.1100712 0.1183861
GB54019 myosin-1-like isoform X2 120.96709 -0.0241462 0.1489033 0.1169968 0.0254983
GB49883 uncharacterized protein CG7065-like 120.63533 -0.0001075 -0.0408664 0.0346524 0.0401417
GB44049 spermatogenesis-associated protein 5-like isoform X1 120.59942 0.0870816 -0.0981649 0.1035189 0.1074495
GB47427 protein ariadne-2-like 120.57182 -0.0655958 0.0650006 -0.0509156 0.0374485
551815 uncharacterized protein C9orf114 homolog 120.33450 0.1003637 0.1337426 0.0943394 -0.2370965
GB41455 cysteine–tRNA ligase, cytoplasmic-like 120.33315 0.0392605 -0.0313631 0.0524425 0.2351291
GB52801 phosphatidylinositol 5-phosphate 4-kinase type-2 beta-like isoformX1 120.31313 -0.1409585 -0.1214348 0.2551378 0.0593211
GB50555 thioredoxin peroxidase 3 isoform 2 120.29327 0.1611813 0.0486416 0.6320661 0.0798716
GB45107 peroxisome biogenesis factor 1-like isoform X1 120.23905 0.1556906 0.2945277 0.0638324 -0.0707098
GB42751 LOW QUALITY PROTEIN: DNA repair protein RAD50 120.16956 -0.0433836 -0.1596184 0.1787985 0.1607935
GB48467 methyltransferase-like protein 13-like isoform X2 120.13408 -0.1119520 0.0574958 0.2750865 -0.0083499
GB42744 uncharacterized protein LOC100577988 120.09494 -0.2652405 0.0042741 0.4681334 0.0599145
GB48247 uncharacterized protein LOC410423 isoform X1 119.81933 -0.3371425 0.2051331 0.0014905 -0.0374518
GB41140 UPF0609 protein CG1218-like isoform X1 119.80031 -0.7523746 0.1118520 0.3406966 0.1388311
GB45709 broad-complex core protein isoforms 1/2/3/4/5 isoform X6 119.68996 -0.2249650 -0.0039711 0.4763229 0.0518593
GB53250 PHD finger protein 12-like isoform X1 119.64041 -0.3430417 0.0713771 0.0079793 0.0835927
GB54385 cation transport regulator-like protein 2-like 119.55672 -0.2764940 -0.0538840 0.0536482 -0.2872535
GB53832 lipoyltransferase 1, mitochondrial-like isoformX2 119.49156 -0.2308916 -0.2117358 -0.0814708 -0.0068559
GB45695 protein cramped-like isoform X2 119.44908 -0.2846885 -0.1967639 0.0640146 0.1065411
GB41002 protein timeless homolog isoform X3 119.40888 -0.1157529 0.2487499 0.0645132 -0.1332480
GB45837 transcription factor 25-like isoform X2 119.39937 -0.4091535 0.0403150 0.0223616 0.1047016
GB53398 zinc finger protein 622-like isoform 1 119.29143 -0.0217688 -0.0061659 -0.0588995 0.0773505
GB42014 E3 ubiquitin-protein ligase TRIP12-like isoform X3 119.17333 -0.0545045 -0.0142915 0.1006065 0.0041780
GB45014 nuclear pore complex protein Nup93-like 119.09256 0.1809858 0.2185313 0.0794949 -0.1472499
GB54297 programmed cell death protein 2 119.06425 -0.8893836 0.0180097 0.3057900 0.1112449
GB41489 nuclear fragile X mental retardation-interacting protein 1-like isoform X1 119.04696 0.0155358 0.1158237 0.0491491 0.0189348
724372 nucleolar protein 12-like isoform X1 119.04547 -0.9134259 0.0959727 -0.2595753 -0.0694779
GB54209 prostatic acid phosphatase-like isoform X1 119.01385 -0.6946473 0.1459312 0.1345460 -0.4049664
GB42200 uncharacterized protein LOC408577 118.92969 -0.0516659 -0.0767156 -0.1588003 -0.3674519
GB43213 muskelin 118.83908 -0.1627108 0.1859857 -0.0895491 0.0845601
GB50704 spindle assembly abnormal protein 6 homolog 118.83559 0.0495763 -0.0187462 0.0070448 0.0309649
GB53538 nischarin 118.78685 0.1268951 -0.1976658 0.1935602 0.0502124
GB45507 cell division cycle protein 23 homolog 118.74905 -0.2385612 -0.0554456 -0.0119803 0.0216882
GB48789 disks large homolog 5-like isoform X2 118.66292 -1.3197825 -0.0131642 -0.0829889 0.0168027
GB46194 uncharacterized protein LOC725889 118.51732 -0.1058467 0.1584688 0.6893503 0.0837315
GB47827 exosome complex component RRP45-like isoform X2 118.50282 -0.3997369 0.1627799 0.0316627 0.1904206
GB54530 dedicator of cytokinesis protein 7-like 118.39830 -0.1409387 -0.2570711 0.5958964 0.1077095
GB41603 PTB domain-containing adapter protein ced-6 isoform X2 118.27967 -0.2280360 0.0148098 -0.4736116 -0.1136950
102656134 transcriptional adapter 2B-like isoform X2 118.21934 0.0923514 -0.0135443 0.5085743 0.0579195
GB54433 60S ribosomal protein L19 118.12611 0.3380498 0.0439157 -0.0423034 -0.0053281
411879 WD repeat-containing protein 82-like 118.10677 0.2745613 -0.0002336 0.1394681 0.1121620
GB47016 LOW QUALITY PROTEIN: kynurenine–oxoglutarate transaminase 3-like 118.10615 0.1376502 -0.1319999 -0.0056947 0.0202601
GB42714 splicing factor 45-like 118.02329 0.1632569 0.0940064 -0.0558715 -0.0012813
GB49155 lysine–tRNA ligase isoform X1 118.01783 0.1954440 0.0014015 -0.0435963 0.0016166
GB47965 MKI67 FHA domain-interacting nucleolar phosphoprotein-like 117.97305 -0.2029845 0.0070633 0.0427264 0.0366525
GB53199 N-acetylgalactosaminyltransferase 7 117.87922 0.0379632 0.1280538 -0.0674433 -0.0038215
GB40886 CCA tRNA nucleotidyltransferase 1, mitochondrial-like isoform X2 117.78899 -0.7085378 -0.0262270 -0.0970282 -0.0306402
GB45666 protein arginine N-methyltransferase 3 117.73896 -0.4486753 0.1301691 -0.2496239 -0.0423792
GB47299 bile salt-activated lipase-like isoform X4 117.71662 0.1712936 -0.2264894 -0.1647928 -0.1649715
GB49828 zinc finger CCHC-type and RNA-binding motif-containing protein 1-like 117.60240 -0.1924582 0.0943031 0.0809559 -0.1410056
GB48857 quinone oxidoreductase-like protein 2-like 117.59524 0.3740938 0.0973693 0.1411908 0.0891799
GB47589 cell division cycle and apoptosis regulator protein 1 117.48402 -0.6034875 0.0571287 -0.0059509 0.1193053
GB53223 rhomboid-related protein 3-like isoform X1 117.47946 0.0970346 -0.1594247 0.0424554 0.0386046
GB50130 nucleolar complex protein 3 homolog 117.46991 -0.1607314 0.2280594 0.0982170 0.1048403
GB49457 hydroxymethylglutaryl-CoA lyase, mitochondrial-like isoform X1 117.46715 -0.2959583 0.0575392 -0.0105712 -0.1225494
GB54049 eukaryotic translation initiation factor 3 subunit L-like 117.46284 0.1002412 0.0566860 -0.0162669 -0.1057540
GB55804 kelch domain-containing protein 10 homolog isoform 2 117.32005 0.2269868 -0.0937568 0.1937740 0.1023185
GB44140 WW domain-binding protein 4-like 117.31191 0.0271393 -0.0313370 0.1012644 -0.0578627
GB46889 SWI/SNF-related matrix-associated actin-dependent regulator of chromatin subfamily A-like protein 1-like 117.02973 -0.7178584 -0.0050299 0.1329447 0.2546890
GB48682 protein FAM50 homolog 117.00368 0.0589199 0.2917228 0.1116129 0.3004882
GB48103 syntaxin-12 isoform X1 116.98129 -0.1808274 -0.0425025 -0.0163089 0.1177951
102656501 putative uncharacterized zinc finger protein 814-like 116.97038 0.0824778 -0.0777484 0.1060117 -0.0332942
GB41231 ubiquitin-conjugating enzyme E2 G1 116.93866 0.1151667 0.1193910 -0.0606040 0.0372116
GB45449 protein LZIC-like 116.91208 -0.0162891 -0.0106699 -0.1697473 0.1709688
GB51505 sphingomyelin phosphodiesterase 4-like 116.89204 0.1305566 0.0337235 0.0787225 0.1182446
GB55517 uncharacterized protein LOC410000 isoform X1 116.84710 -0.3566292 0.0440213 -0.6104877 0.1254497
GB55477 39S ribosomal protein L19, mitochondrial 116.84411 -0.3137930 0.1760760 -0.8871225 0.0961409
GB44758 eukaryotic translation initiation factor 2-alpha kinase isoform X3 116.58269 -0.2238442 -0.0861365 -0.1326210 0.2470978
GB46898 transcription initiation factor TFIID subunit 7 isoform X3 116.52887 -0.0169386 0.1229395 0.0364866 0.1798703
GB44082 engulfment and cell motility protein 1 116.52437 0.3172257 -0.0647939 0.1798553 -0.0647439
102654955 ATP synthase subunit b, mitochondrial-like 116.51647 -0.4782838 -0.0896692 0.3057816 0.4098934
GB52790 gamma-aminobutyric acid receptor-associated protein 116.47545 0.1262545 -0.0362937 -0.1638312 -0.0066064
GB53421 Golgi resident protein GCP60-like 116.46662 -0.0056854 0.0086737 0.1447571 0.0074084
GB47409 transmembrane protein 145-like isoform X1 116.36338 -0.4348667 -0.2311721 0.4665564 0.0690933
GB41822 acid phosphatase-like protein 2-like 116.27882 -0.4131980 0.2543138 -0.0384230 0.0274197
GB54702 S1 RNA-binding domain-containing protein 1-like isoform X1 116.24635 -0.3909295 0.1058792 0.1470224 0.0728667
GB47306 sulfhydryl oxidase 1-like 116.12737 -0.2877590 -0.0311051 0.3053809 0.0075416
102654029 uncharacterized protein LOC102654029 isoform X1 116.02257 -0.4372411 0.0574868 0.1124620 0.9607665
726043 leucine-rich repeat-containing protein 57-like 115.98613 -0.2208731 0.0799332 0.0560385 -0.0141118
GB50030 SET and MYND domain-containing protein 5 115.90252 0.0860222 -0.1231709 -0.0246038 -0.0270693
GB40765 ankyrin repeat domain-containing protein 12-like isoform X3 115.86309 -0.6912359 -0.1058212 0.0258948 -0.0466013
GB46752 microtubule-associated serine/threonine-protein kinase-like, transcript variant X3 115.61251 0.3661762 0.2288786 0.0019782 0.1120890
GB49621 alpha-L-fucosidase 115.48812 -0.1944113 -0.0561931 -0.0319472 0.1204625
GB41677 adenosine kinase 1-like isoformX1 115.44721 -0.0592447 0.0065554 -0.0194049 -0.0231758
GB41510 probable deoxyhypusine synthase-like isoform X1 115.40056 -0.0703368 -0.0234259 0.0914116 0.0207224
GB44969 lipoamide acyltransferase component of branched-chain alpha-keto acid dehydrogenase complex, mitochondrial-like 115.37107 -0.0250647 -0.0634631 -0.0709718 -0.2206717
GB52803 28 kDa heat- and acid-stable phosphoprotein-like 115.37050 0.3274790 0.0195979 0.1072625 0.0931148
GB48059 ecdysone receptor isoform B1 115.21224 -0.4214454 0.1548010 -0.0528363 0.1111929
GB40654 nuclear factor NF-kappa-B p110 subunit isoform X3 115.18235 -0.4383493 -0.0627767 0.3827163 0.0480067
GB40032 rRNA-processing protein UTP23 homolog 115.16676 -1.0839536 0.2009496 0.0477468 0.2661873
GB47502 uncharacterized protein LOC409690 isoform X2 115.13113 -0.2990619 -0.0561152 0.1506158 -0.0359369
GB44598 threonine aspartase 1-like isoform X2 115.08758 -0.1337951 0.0996834 -0.0347439 0.2601827
GB40431 beta-ureidopropionase-like isoform 1 114.92861 0.4338961 0.0472415 -0.0798943 -0.0952375
GB42693 la protein homolog 114.84560 0.0741635 0.1481442 -0.1067247 0.0597770
GB41545 MD-2-related lipid-recognition protein-like 114.83046 0.1911075 -0.0147415 0.1202560 -0.0734920
GB48876 probable methyltransferase-like protein 15 homolog isoform X1 114.68117 -0.6777539 -0.0687570 0.2094694 0.1353600
GB49908 cGMP-dependent protein kinase foraging 114.55417 0.1960175 0.0596341 0.0978862 -0.0087055
GB51526 uncharacterized protein LOC410093 isoform X1 114.44815 -0.1162656 0.2363919 -0.3980980 0.0133688
GB55156 THUMP domain-containing protein 1 homolog 114.35872 -0.5870861 0.0643893 0.0534351 0.1202009
GB51963 mitochondrial ribonuclease P protein 1 homolog 114.33454 -0.4909597 -0.2002546 -0.0138016 0.1394110
GB40859 uncharacterized protein LOC100576321 114.23306 -0.6690510 0.0943930 -0.6749086 0.1173962
GB45133 zinc finger protein 341-like isoform X2 114.07938 0.0964241 0.3366654 0.1240437 -0.1139229
GB53683 integrator complex subunit 10-like isoform X3 114.07407 0.1911285 -0.1438958 0.1709601 0.0591472
102655284 serine–tRNA ligase, mitochondrial-like 114.03910 0.1166727 0.0248453 -0.0565676 -0.0908400
GB41117 LOW QUALITY PROTEIN: serine/threonine-protein kinase 11-interacting protein-like 114.01117 -0.3404501 -0.0612309 0.1694473 -0.1730021
GB52746 zinc finger protein 845-like isoform X1 113.97888 0.2113675 -0.0755249 0.1529030 0.1828755
GB46790 solute carrier family 35 member F5-like isoform X2 113.96927 -0.0971515 0.0133984 0.1145284 0.1594460
GB47820 zinc finger protein 91-like isoform X2 113.94482 -0.4734156 0.0495809 0.0593248 0.0541560
GB54568 uncharacterized protein LOC726916 113.94400 -0.1930899 0.2523648 1.7874940 0.0423096
GB48846 organic cation transporter protein-like 113.87596 -0.8209230 0.1493236 0.0115209 -0.2029515
GB45150 adenylate cyclase 3 isoform X2 113.84019 -0.1187307 0.1818096 -0.0377153 -0.2268787
GB54314 nucleostemin 1 113.82965 -0.5476981 0.1385254 -0.2240878 0.0655058
GB53824 neuferricin-like 113.76675 -0.4587086 -0.0437010 1.4207625 -0.0185231
GB41449 cytoplasmic FMR1-interacting protein isoform 1 113.67719 -0.0992664 -0.0015260 0.0517477 -0.0174742
GB49497 V-type proton ATPase subunit B-like 113.56104 0.1135658 -0.0710405 0.1697669 -0.0183821
GB48018 uncharacterized protein LOC100578752 113.51308 0.1617925 0.0749814 0.0831486 0.1310039
GB47418 uncharacterized LOC409282, transcript variant X3 113.42803 -0.1838162 0.0000321 0.1802775 0.0874728
GB45318 uncharacterized protein LOC725813 113.41338 0.0274879 -0.1252128 -0.0095494 0.0988733
GB42083 uncharacterized protein LOC100578864 113.32399 -1.0180120 -0.0754823 0.7138082 -0.0769110
GB45041 metallophosphoesterase 1 homolog 113.21960 -0.2034999 0.0398818 2.1048537 0.1223707
GB41378 probable helicase with zinc finger domain-like 113.17932 -0.3077168 0.2912704 0.0237014 -0.0556308
GB41259 INO80 complex subunit B-like isoform X1 113.15565 -0.3103358 0.0697064 0.0526251 0.1007072
GB49235 WD repeat-containing protein 24-like 113.03888 -0.0494100 0.0898371 0.1022128 0.0346863
GB46590 interaptin-like 112.99967 -0.2683662 0.0895455 0.0467887 0.1232528
GB52697 origin recognition complex subunit 4 isoform X2 112.94878 -0.7997903 -0.1736332 0.0284677 -0.0538377
GB46267 uncharacterized protein LOC727260 112.86594 0.3741879 0.1307184 -0.0529877 0.1986751
GB54729 ATP-dependent DNA helicase PIF1-like 112.83696 -0.8082459 0.2369653 -0.0595648 -0.4012492
GB54256 uncharacterized protein LOC100577343 isoform X2 112.82018 -0.2315563 -0.2971905 0.2461804 0.0149778
GB40075 importin subunit beta-1 isoform X2 112.81441 0.0097743 0.2466988 -0.2500319 -0.1020705
GB41671 uncharacterized protein LOC724294 112.79739 -0.4648615 -0.0299269 -0.0278379 0.0200333
GB55187 conserved oligomeric Golgi complex subunit 6-like 112.73256 0.0051348 0.0544917 0.0988191 0.0578531
GB49427 protein RRNAD1-like 112.69993 -0.2562656 0.0326873 -2.0529899 0.1670561
GB40296 kanadaptin-like 112.64401 -0.5470967 0.0365528 0.0502521 0.0936168
GB42785 spermatogenesis-defective protein 39 homolog 112.60368 -0.1285075 0.0191215 -0.1504102 0.1890441
GB41291 heparan-alpha-glucosaminide N-acetyltransferase-like isoform X2 112.56289 0.0145168 -0.1333306 0.1518642 0.0935770
GB53296 pipsqueak 112.53499 -0.1228549 0.1778994 0.0948562 0.0356113
GB55601 protein YIPF1-like 112.49040 0.1034192 -0.0577733 0.1365281 0.1102380
GB46714 nucleoporin SEH1 isoform X1 112.47935 0.4605465 0.0223960 0.1280122 0.0693529
GB45179 mRNA-capping enzyme 112.42404 0.2079675 -0.0086639 0.0046254 -0.0884306
GB42697 SPRY domain-containing protein 7-like isoform 1 112.33314 0.3623415 -0.1559320 0.1265800 0.2416789
GB55112 histone H4 transcription factor-like isoform X1 111.95090 -0.5402079 0.0297658 -0.3128531 -0.1327502
GB52804 lysophospholipid acyltransferase 7-like 111.89353 -0.3367843 0.0934704 0.6904438 -0.0688806
GB50024 origin recognition complex subunit 1 111.89055 -0.1826989 0.3541047 0.1395557 0.1876799
100578218 mimitin, mitochondrial-like 111.86932 -0.2705291 0.0416336 0.0851672 0.0903698
GB45372 kynurenine formamidase-like isoform X4 111.85022 -0.1700784 -0.0106097 0.0115557 -0.0291510
GB42814 calcium-transporting ATPase type 2C member 1-like isoform X2 111.66361 0.1504158 0.0404337 -0.2866773 -0.0700889
727332 protein BUD31 homolog isoform X1 111.66102 0.4063355 -0.0614017 0.1207100 0.0113972
GB52455 protein CASC4-like isoform X2 111.64079 0.3473047 -0.0645021 -0.0416983 -0.1037842
GB45740 39S ribosomal protein L40, mitochondrial 111.62270 -0.1452949 0.0202724 -0.1746363 0.0713631
GB54326 apoptosis regulatory protein Siva-like 111.41669 -0.4168160 0.0987478 0.0397571 -0.0625042
GB52701 chloride channel protein 2-like isoform X3 111.30866 -0.2212543 -0.1462758 0.2926829 -1.4150749
GB42664 probable ATP-dependent RNA helicase DDX43-like 111.28840 -0.2010126 0.1264142 -0.1278858 0.1035423
GB55010 spermine synthase-like isoformX1 111.22158 0.1096710 0.0019226 -0.7507208 0.0338901
410849 protein sly1 homolog 111.16053 -0.1188614 0.0375003 -0.1037166 -0.2413957
GB42820 N-alpha-acetyltransferase 30-like 111.12459 -0.4079194 0.0770459 0.0675232 0.1604197
GB45185 FAS-associated factor 2 110.99829 0.1199888 -0.0725345 0.3138127 -0.1180144
GB50146 xaa-Pro aminopeptidase 1-like isoform X1 110.99316 -0.0492869 0.1650069 0.0234085 -0.0524205
GB53794 melanotransferrin 110.85805 0.3004488 -0.0245872 0.0582367 -0.1024655
GB45749 sorting nexin-4-like isoform X1 110.82238 0.2778389 -0.1776120 0.0937926 0.0809841
GB43376 low molecular weight phosphotyrosine protein phosphatase-like isoform X2 110.78268 -0.1331990 0.0282981 -0.0199650 0.2658863
GB52982 magnesium transporter NIPA2 110.71762 -0.1153847 -0.0480350 0.1549438 0.1172079
GB47735 endonuclease III-like protein 1-like 110.66376 -0.1849047 0.1516198 2.4414161 0.2298213
GB53846 structural maintenance of chromosomes protein 5-like 110.62516 -0.1045349 -0.1549860 -0.0174664 0.0092808
GB47879 phosphatidylinositol 4-kinase alpha-like 110.58308 0.1399439 -0.0525335 0.5625816 0.0484953
GB40030 adenylyltransferase and sulfurtransferase MOCS3-like 110.32384 -0.3108809 -0.0444118 0.0700305 0.1701809
GB44745 zinc finger protein 267-like 110.27017 -0.5940097 0.1307057 -0.0474234 -0.1270068
GB49894 probable cytochrome P450 6a14 isoform X1 110.20932 -0.4231279 0.2240414 0.3679933 0.1745154
GB49171 protein sidekick isoformX2 110.18850 -0.1128901 0.1588067 -0.7407300 0.3438187
GB42707 mortality factor 4-like protein 1-like isoform X1 110.15387 -0.1135430 0.0153714 -0.0186611 0.1485030
GB53681 cytochrome b5 reductase 4-like isoform X4 110.08065 -0.2111228 -0.1133910 0.0298355 -0.0186916
GB40673 lambda crystallin-like protein 110.04641 0.0347234 -0.0267619 -0.2175415 0.0314696
GB53376 uncharacterized protein C18orf8-like 109.92071 0.1849792 0.0815656 0.0507849 0.2440196
GB41161 probable DNA-directed RNA polymerases I and III subunit RPAC2-like 109.87981 -0.0528962 -0.0188192 0.0057755 -0.0011473
GB41335 N(6)-adenine-specific DNA methyltransferase 2-like 109.87882 0.0246216 -0.0172813 0.1078644 0.1227047
410675 protein BTG3-like isoform X2 109.72165 0.2136615 -0.1669195 0.0877332 0.0036217
GB46477 LOW QUALITY PROTEIN: putative inositol monophosphatase 3-like 109.69954 0.0835631 -0.1117051 0.0823936 0.1410098
GB48017 transforming growth factor beta regulator 1-like 109.68454 -0.0015045 0.0281990 -0.0783565 0.2286131
GB51160 ralBP1-associated Eps domain-containing protein 2-like isoform X1 109.63895 0.0070839 -0.1034523 -0.0198323 0.0928778
102656137 coiled-coil domain-containing protein 174-like 109.58872 -0.5943258 0.0142894 0.1179950 0.1556611
GB41654 deformed epidermal autoregulatory factor 1 109.49718 0.2245943 0.1382421 0.0524434 -0.0791638
GB54659 transcription initiation factor TFIID subunit 8-like 109.44000 -0.0687825 0.1108418 -0.0510725 0.1920184
GB50993 DNA-directed RNA polymerase III subunit RPC4-like 109.43993 0.1217160 0.1176160 0.0616132 0.2109731
GB55164 lethal(2) giant larvae protein homolog 1-like isoform X9 109.41728 0.1167371 -0.0136240 0.0593902 0.5008095
GB55463 caprin homolog 109.28031 0.1306977 0.1549545 0.0043409 -0.3999232
GB52975 uncharacterized protein LOC409658 109.21241 -0.0273347 0.1067078 0.0021505 -0.1274968
GB47162 ADP-ribosylation factor-like protein 13B-like isoform X2 109.13613 -0.2809829 -0.0087423 0.0874894 -0.0487411
GB51675 uncharacterized protein R102.4-like isoform X2 108.94504 -0.2821518 0.0539370 -0.0423334 0.0714882
GB41982 polycomb protein Scm isoform X2 108.78823 0.2169077 -0.0011055 0.0656385 -0.1727408
GB48031 vacuolar protein sorting-associated protein 54 108.69785 -0.2016125 -0.1654271 0.0476317 -0.0396671
GB40400 tyrosine-protein kinase PR2-like 108.54632 -0.2171005 -0.4280187 -0.4622659 0.5577777
GB47295 KH domain-containing protein C56G2.1-like isoform X3 108.46357 -0.6147302 0.1431407 -0.0754483 -0.0953102
GB44558 probable malonyl-CoA-acyl carrier protein transacylase, mitochondrial-like 108.44477 -0.4227646 -0.0823538 -0.0371695 -0.0620607
GB47310 NECAP-like protein CG9132-like isoform X1 108.36423 -0.3260422 -0.0189028 -0.0415143 -0.2137695
GB40489 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 10, mitochondrial 108.33979 -0.5737909 -0.0697277 0.1215298 0.1709151
GB53256 39S ribosomal protein L3, mitochondrial 108.33198 -0.0168834 -0.0345604 -0.0077669 0.2118512
GB51743 protein decapentaplegic 108.31694 -0.1392645 0.0101274 0.2936252 -0.0528951
102656258 nuclear RNA export factor 2-like 108.13832 0.2240183 -0.0589057 -0.0819122 0.0338447
GB42779 alpha-1,3/1,6-mannosyltransferase ALG2-like 108.13632 -0.3617389 0.0649762 -0.1834664 0.0944667
GB45515 uncharacterized protein LOC411721 108.09928 -0.4927600 0.0402670 0.1585531 0.1398947
GB43270 MATH and LRR domain-containing protein PFE0570w-like isoform X2 108.05702 -0.8636913 -0.0222576 0.1897120 -0.4373773
GB44877 probable 39S ribosomal protein L49, mitochondrial-like 108.02184 0.1149562 0.0881126 0.0710677 0.0947513
GB53606 histone-lysine N-methyltransferase eggless 107.88955 0.2852783 -0.0166182 0.2152273 -0.0655172
GB47885 probable cytochrome P450 304a1 107.80353 0.0398263 -0.1050613 -0.2240712 0.4697969
102656433 DNA ligase 1-like 107.74829 -0.3700309 0.1291451 0.0716274 0.0333112
GB53021 PR domain zinc finger protein 10-like isoform X2 107.72912 -0.2280685 0.0258377 0.2229598 -0.0857481
GB49067 zinc finger protein GLI1-like 107.63472 -0.1125468 -0.0854113 0.0867423 -0.0385636
GB48158 uncharacterized protein LOC408905 107.59322 0.0455199 0.2143792 -0.5167773 0.1506558
GB43353 uncharacterized protein LOC727578 107.58625 -0.2261745 -0.0599955 0.3144350 0.0753310
GB43586 uncharacterized protein LOC100576934 107.50198 -0.0264041 -0.1218398 0.1726393 -0.0034741
GB49139 autophagy protein 5 107.49715 0.0630807 0.0000015 1.2160955 0.0953454
GB54253 uncharacterized protein LOC727266 107.46021 0.0966828 -0.0487246 0.1369556 -0.0515740
GB55071 F-box only protein 9-like 107.38499 -0.1974416 -0.1360946 0.1840697 0.0962722
GB42139 E3 ubiquitin-protein ligase RFWD3 107.11235 -0.1873586 0.0553139 -0.0806206 0.1609753
GB52058 chromobox protein homolog 1-like isoform X1 107.04485 0.0787815 0.1282460 0.2087798 0.1244195
GB52888 uncharacterized protein C9orf85 homolog 106.98007 -0.4439181 -0.0639822 0.0782403 0.1518754
102655203 EKC/KEOPS complex subunit TPRKB-like 106.91963 -0.4573536 -0.2727266 1.2798976 0.1655323
GB40949 homologous-pairing protein 2 homolog 106.91839 -0.1636276 -0.0494989 -0.0323305 0.2030138
GB47461 protein inturned-like 106.87189 -0.4167487 0.0531368 -0.0379586 0.2089070
GB50796 probable N-acetyltransferase CML3-like 106.86955 -0.0095568 -0.0936732 0.1011395 -0.0896497
GB49050 zinc finger protein 484-like isoform X2 106.82084 -0.2077000 0.0962310 -0.1464946 0.0013437
GB41176 polyglutamine-binding protein 1-like 106.73765 -0.3465634 0.1348326 1.1815555 0.0107641
GB41889 aminoacylase-1-like 106.69130 0.1628694 0.0439385 -0.0517544 -0.2290878
GB52266 furin-like protease 2-like 106.59146 -0.9273815 -0.0739821 0.0110234 0.0435829
GB52642 probable serine/threonine-protein kinase tsuA-like 106.36980 -0.0448327 -0.1595186 -0.0659380 -0.0027964
GB54808 protein maelstrom homolog isoform X3 106.35030 -0.1166352 0.1758062 0.0510711 -0.0130529
GB48255 isochorismatase domain-containing protein 2, mitochondrial-like isoform X3 106.24834 0.0918452 0.0040123 -0.1468156 0.0018809
GB46792 inosine-5’-monophosphate dehydrogenase isoform 1 106.19775 0.4914342 -0.0111189 0.0485542 -0.1913066
GB55076 signal recognition particle 19 kDa protein 106.10218 0.2028129 -0.0745961 0.0349813 -0.0756541
GB48414 trafficking protein particle complex subunit 3 106.01394 -0.0169477 0.1372539 0.0776237 0.0590079
GB54387 probable ribosome biogenesis protein RLP24-like 106.01234 0.2373581 0.1044930 -0.0700100 0.1311054
GB50996 DNA-directed RNA polymerase II subunit RPB3-like 105.92469 0.0411047 0.2190810 0.1506329 0.0085849
GB46476 ubiquitin-conjugating enzyme E2 W-like 105.84266 0.1427913 0.0311380 0.0333240 0.0490065
GB50298 putative transferase CAF17 homolog, mitochondrial-like 105.80257 -0.1317539 0.0136390 -0.0400881 -0.0536425
GB47389 LETM1 and EF-hand domain-containing protein anon-60Da, mitochondrial-like 105.79887 -0.0238946 0.0791973 -0.1495645 0.1909181
GB50103 crossover junction endonuclease EME1-like 105.72601 -0.2979254 -0.0526824 0.2681103 -0.0163311
GB44705 mediator of RNA polymerase II transcription subunit 6 105.62122 0.0051881 0.0372643 0.2047516 0.0110930
GB40843 leucine-rich repeat-containing protein 47-like 105.45903 -0.0414463 -0.0918743 0.0518263 0.0550407
GB42384 serine/threonine-protein kinase RIO2-like 105.24271 -0.2352432 0.1476477 0.3265530 0.0310779
GB41171 uncharacterized protein LOC551860 105.19001 -0.1053643 0.3128545 -0.1476829 0.3698557
GB51627 dehydrodolichyl diphosphate synthase-like isoform X4 105.12078 -0.9931325 0.0398059 -0.0781198 0.2136125
GB43495 tRNA dimethylallyltransferase, mitochondrial-like isoform X2 105.11658 -0.2413611 0.1205191 0.0740874 -0.0059074
GB40355 coiled-coil domain-containing protein 94-like isoform X2 105.11203 -0.5710464 0.2660566 -0.0090931 -0.0175476
413881 AP-3 complex subunit sigma-2-like, transcript variant X2 105.07424 0.1559031 0.0272858 0.1817562 0.0218726
GB46697 carbonic anhydrase 2 105.02529 -0.2196129 -0.0295819 -0.1057319 -0.0084071
GB47961 mitogen-activated protein kinase kinase kinase 4 105.01370 0.1228679 -0.0480623 0.1114288 -0.3113776
GB47454 putative inhibitor of apoptosis 104.96798 -0.4327730 -0.0272042 -0.3857389 0.0929237
GB45389 E3 ubiquitin-protein ligase RNF123-like isoform X1 104.88151 -0.4752533 -0.1062509 0.0259576 -0.2148111
GB49451 mediator of RNA polymerase II transcription subunit 28-like 104.79311 0.2205252 -0.0148582 0.0862162 0.0643483
GB55518 uncharacterized protein C17orf59 homolog isoform X3 104.79100 -0.0004063 0.0054668 0.2120552 0.1971523
GB40515 myotubularin-related protein 4-like isoform X1 104.53951 0.1288438 0.0562030 0.1026152 -0.0126216
551412 polycomb protein EED-like 104.50265 0.1029125 0.2716119 -0.0025489 0.0039970
GB40862 UPF0545 protein C22orf39 homolog 104.44706 -0.2674479 -0.1062744 0.0962665 0.2284805
GB44358 leucine-rich repeat-containing protein 48-like isoform X1 104.42516 -1.1548688 -0.5974715 0.0206248 0.3427824
GB45083 protein FRG1 homolog 104.39137 -0.2219969 0.0667667 0.1259454 0.1407993
GB47834 histone deacetylase complex subunit SAP30 homolog isoform X1 104.35493 -0.1854688 -0.0155802 -0.9767427 -0.1757420
GB45193 glutaryl-CoA dehydrogenase, mitochondrial 104.32422 0.1194852 -0.0100388 0.0610759 -0.1818264
GB49553 stromal membrane-associated protein 1-like 104.27586 0.0843935 0.0394309 0.2842563 0.0822133
GB45020 uncharacterized protein LOC408364 isoform X1 104.15960 -0.0178876 -0.0032009 0.1743422 0.1138339
GB43627 zinc finger protein GLI2-like isoform X4 103.99231 -0.5250875 0.0502684 0.1829646 0.0556758
GB45025 mTERF domain-containing protein 1, mitochondrial-like 103.95754 -0.7229887 -0.1257126 0.4072139 0.2728811
GB42089 transmembrane protein 256 homolog 103.93478 0.0788001 -0.0391551 -0.1115476 0.0284092
GB41569 UPF0364 protein C6orf211 homolog isoform X1 103.88984 -0.3512359 -0.2315017 0.0022055 0.1545650
GB47443 mesoderm induction early response protein 1-like isoform X6 103.82427 -0.1561379 0.0974842 0.2702222 -0.0396145
GB50809 sprT-like domain-containing protein Spartan-like isoform X3 103.72201 -0.0952836 0.0350733 -0.0007735 -0.0329958
GB42805 heparan-sulfate 6-O-sulfotransferase 2 103.64416 0.0473980 -0.0911816 0.0202213 0.0471005
GB50167 probable 28S ribosomal protein S26, mitochondrial 103.63404 -0.8383698 0.5278059 0.0847339 0.1749817
725620 28S ribosomal protein S33, mitochondrial 103.50080 -0.2003903 -0.0319375 0.0753086 0.1375421
GB53672 failed axon connections isoform X2 103.41105 0.2266880 0.1568684 0.0240717 -2.4708213
GB50694 F-box/LRR-repeat protein 20-like isoform X2 103.39893 -0.1127084 -0.0916047 0.1505171 0.0054693
GB43126 transmembrane protein 184B-like isoform X1 103.38120 -0.0081802 0.0111398 0.1702457 -0.0576392
GB48126 putative uncharacterized protein DDB_G0282133-like 103.29270 -0.1005232 0.1466956 0.0270128 -0.2610919
GB51465 NAD-dependent protein deacetylase Sirt7 103.14614 -0.2175926 0.3000467 -0.0779014 0.0510026
GB53430 reticulon-4-interacting protein 1, mitochondrial-like isoform 1 103.12063 0.0618704 0.0091431 0.0516170 0.2320996
GB49837 WD repeat domain phosphoinositide-interacting protein 3-like isoform 1 103.08680 0.3960110 0.0759265 0.0977843 0.0262251
GB41157 RPII140-upstream gene protein-like 102.92500 -0.4811127 -0.0234584 1.2732615 0.1490042
102654398 DNA repair protein xrcc4-like 102.91716 -1.0823790 0.0229883 0.3274392 0.2404575
GB55902 cystathionine-beta-synthase 102.90506 -0.0182529 0.0636398 -0.0983190 -0.0632421
GB41030 UV excision repair protein RAD23 homolog B-like isoformX2 102.87269 0.1722687 -0.0654878 -0.1117246 0.0523045
GB52091 protein suppressor of forked-like isoform X3 102.86446 0.1621853 -0.0201628 0.1646234 -0.0608151
102655971 5’-nucleotidase domain-containing protein 1-like 102.76983 0.1451592 -0.0678287 0.0949727 0.1648122
GB44695 lysophospholipase-like protein 1-like isoform X1 102.71681 -0.0722567 -0.0606883 -0.0222535 0.1276303
GB43434 enolase-phosphatase E1-like isoform 2 102.71007 -0.0490663 0.1371099 0.0659162 0.2804967
724133 peptide chain release factor 1-like, mitochondrial-like 102.70530 -0.2378289 0.1720038 0.1298950 0.0423699
102656263 protein farnesyltransferase subunit beta-like 102.68251 0.0024406 -0.0462655 0.0333747 -0.1234934
GB49242 apoptosis-inducing factor 3 isoform X1 102.66647 0.1783949 -0.1737989 0.1272648 0.0426385
GB53201 39S ribosomal protein L44, mitochondrial 102.66201 -0.4322023 0.0010946 -0.0754102 0.2410727
GB41441 ubiquitin-like protein 3-like isoform X3 102.65399 -0.3155675 0.0910099 -0.1761630 0.2201493
GB51756 zinc finger protein 69-like isoform X1 102.56874 0.3428832 -0.1067140 0.0444482 -0.1396647
GB40146 GTP-binding protein ypt7 102.54877 0.3700556 -0.1190567 0.1202566 0.0782783
GB55283 uncharacterized protein LOC552036 isoform X2 102.50757 0.1742628 -0.0124449 0.1809800 0.1175203
GB44540 DNA repair protein RAD51 homolog 1 102.49657 0.1046023 0.2095263 -0.2533528 0.0265824
GB51281 uncharacterized protein LOC409514 isoform 1 102.48684 -0.1879763 -0.2360590 0.1539353 -0.9075939
GB51080 uncharacterized protein C16orf52 homolog A isoform X4 102.46539 0.4100117 0.0719983 0.1228402 0.0834943
408979 eukaryotic translation initiation factor 5 isoform X2 102.32904 0.1148310 0.1468431 -0.0138056 0.1650226
GB52473 DNA polymerase eta 102.11287 0.0153179 0.1884311 0.0741648 0.1919675
GB53916 eukaryotic translation initiation factor 3 subunit E-like isoform X2 102.08028 0.0699058 0.0878676 -0.0374221 -0.5740508
GB46495 tetratricopeptide repeat protein 4 101.98783 -0.2649464 0.0456088 -0.0278906 0.1411271
GB54981 cysteine-rich hydrophobic domain 2 protein-like 101.93489 -0.0748597 0.0227370 0.0241328 -0.0051259
GB40648 disks large 1 tumor suppressor protein-like, transcript variant X2 101.91669 -0.3241854 -0.1897401 0.3085009 0.1043669
GB55452 apolipophorin-III-like protein precursor 101.76044 -0.1917584 -0.0045336 -0.1298917 -0.1635547
GB42941 uridine-cytidine kinase-like 1-like isoform 1 101.72984 0.0976224 -0.0348647 0.1663574 0.0641137
102654889 zinc finger protein 235-like 101.70459 -0.7249597 0.1640394 0.3733752 -0.1871758
GB45281 E3 ubiquitin-protein ligase hyd isoform X2 101.69504 0.0323415 0.0878511 0.0713970 -0.1985058
GB46986 39S ribosomal protein L46, mitochondrial 101.68460 -0.2538520 0.0349140 -0.0514653 0.3188129
GB45665 fidgetin-like protein 1-like 101.62753 -0.0678293 0.2886192 -0.0245314 -0.0428502
GB46067 putative N-acetylglucosamine-6-phosphate deacetylase 101.48716 0.3961385 -0.0088652 0.1103986 0.2691109
GB47719 protein KRI1 homolog 101.43537 -0.3082972 0.0751623 -0.0139878 0.0254988
GB43552 leucine-rich repeat-containing protein 15-like isoform X1 101.27937 -0.2382482 -0.1407269 -0.0256372 0.0864164
GB45618 E3 ubiquitin-protein ligase mind-bomb isoform X3 101.18146 -0.4128355 0.0661485 0.0759655 -0.0962491
GB53790 sorting nexin-27-like isoform X3 101.16913 -0.5244638 0.0567308 0.0265912 -0.0183979
GB44734 checkpoint protein HUS1-like isoform X1 101.10484 -0.9468876 0.3714348 -0.0354591 0.4284949
GB49349 CTL-like protein 1-like 101.08734 -0.0257116 -0.2350726 0.0516107 0.0343246
GB41153 peroxisomal membrane protein PEX16-like 100.92772 -0.3174647 0.2076297 -0.0068948 0.0130889
GB50197 splicing factor 3A subunit 3 isoform X1 100.81051 0.0513399 0.1173138 0.2056825 0.1779810
GB49172 nucleosome-remodeling factor subunit NURF301-like isoform X2 100.80501 -0.4133487 -0.0845701 0.0148700 -0.1943096
GB46681 cyclin-K 100.73121 0.1702849 -0.0021017 0.0137749 -0.0616683
GB51000 alpha-(1,6)-fucosyltransferase 100.68020 -0.0189872 0.0752420 -0.0050330 0.1634025
100578779 uncharacterized protein LOC100578779 100.66240 -0.8562807 -0.1249181 0.2185429 0.0369246
GB44113 5’-AMP-activated protein kinase subunit beta-1 isoform X2 100.53836 0.1717533 -0.0223231 0.0052793 0.0651376
GB44611 digestive organ expansion factor homolog 100.48490 0.1137899 0.0334740 0.0235002 -0.0499674
GB51117 rho GTPase-activating protein 18-like isoform X2 100.43732 -0.4802457 0.0563335 0.0583868 -0.0174060
GB46132 glycosaminoglycan xylosylkinase-like 100.40167 0.6697098 0.0066428 0.2236263 0.0427335
GB53415 WW domain-binding protein 2-like isoform X1 100.37013 0.4324750 -0.0179538 -0.4569268 -0.3257528
GB51060 probable serine/threonine-protein kinase DDB_G0282963 isoform X4 100.34867 -1.7290084 0.0450148 -0.2720275 0.5677084
GB46877 kinase suppressor of Ras 2 100.34579 0.1500412 0.1318707 0.1017462 0.1184538
GB41215 rotatin-like isoform X1 100.30869 -0.1119417 -0.1846935 0.7596468 0.1547873
GB17746 putative lipoyltransferase 2, mitochondrial 100.23752 -0.4370499 -0.0097135 -0.6321628 0.1179569
102656846 G2/mitotic-specific cyclin-A-like 100.17858 0.1031448 0.3257691 -0.1341649 0.1746287
GB44776 lanC-like protein 2-like isoform X5 100.10728 0.0568897 0.0117974 0.1923044 -0.0269398
GB53029 pre-mRNA-processing factor 17 isoform X1 100.09112 -0.0270357 0.2165522 -0.1192458 -0.1265628
GB49012 glycerol kinase isoform X1 99.98457 0.2732696 0.2403865 0.0729685 0.0307508
GB41794 sorting nexin-30-like 99.88747 0.0074558 -0.0904362 0.0466807 0.1762950
102655841 uncharacterized protein LOC102655841 99.84417 0.1915649 -0.0426754 0.0551005 0.1113893
GB48963 chromosome transmission fidelity protein 18 homolog isoform X2 99.75002 -1.3593902 0.0638973 1.1600603 0.2011274
GB55864 UDP-glucuronosyltransferase 1-8-like 99.64440 -0.5004614 0.0806789 -0.0497709 0.0472375
GB53710 breakpoint cluster region protein-like isoform X3 99.60728 -0.0073350 -0.1310536 0.0053834 -0.1152807
GB42383 uncharacterized protein MAL13P1.304-like 99.58586 -1.0495232 0.0604998 -0.1394046 0.2128702
GB45228 chondroitin sulfate synthase 2-like 99.56951 -0.5713597 0.0558316 0.0990164 0.0258455
GB49709 coiled-coil domain-containing protein 86-like 99.49929 -0.0832927 0.1820437 -0.0467071 -0.0246030
GB42650 GPI mannosyltransferase 4-like 99.40417 -0.5355793 0.0578004 0.1013676 0.0982105
GB42844 guanine nucleotide exchange factor DBS-like isoform X3 99.39893 -0.3899928 -0.2577590 0.1891873 -0.0036907
GB47802 signal recognition particle receptor subunit beta 99.38453 0.2915627 0.0393262 0.1650618 0.1204635
GB53403 uncharacterized LOC100577196, transcript variant X4 99.30518 0.1477353 0.1130084 -0.0058811 0.2445137
GB48022 protein henna-like isoform X3 99.27433 -0.3617271 -0.3258998 -0.0630637 0.1086631
GB54698 DNA-directed RNA polymerase I subunit RPA49-like isoform X3 99.03684 -0.5437046 0.0441890 -0.1593698 0.0777006
GB52456 LOW QUALITY PROTEIN: protein DENND6A-like 98.90104 0.2415306 0.2165214 0.1519922 0.0348819
GB42356 arginine-glutamic acid dipeptide repeats protein-like 98.80861 -0.6745294 -0.0959205 0.1892585 0.0415860
GB55020 plexin-A4 isoform X3 98.80230 -0.0434397 -0.0903060 0.0739980 -0.2630989
GB48708 sphingomyelin synthase-related 1 98.75182 -0.0999252 -0.2259788 0.0009290 -0.0348003
727539 lysocardiolipin acyltransferase 1-like 98.71258 0.1633727 0.0217869 -0.0510797 -0.0376360
GB54927 BRCA1-associated protein-like isoform X2 98.69078 -0.1718279 -0.0135477 0.1312334 0.0790459
GB41029 cell cycle control protein 50A-like isoform X5 98.59469 -0.1301546 -0.0304659 0.2460747 0.0564584
GB44149 proclotting enzyme isoform X1 98.59213 -0.1733514 -0.0902670 1.5511684 -0.0751375
GB45947 pterin-4-alpha-carbinolamine dehydratase 98.52058 0.1664513 -0.0523800 -0.0595421 -0.0281778
GB46112 replication factor C subunit 2 98.40930 0.1725601 -0.5656149 -0.1756446 0.2166316
GB55662 mitochondrial fission process protein 1-like 98.29914 0.1521653 -0.1648426 0.0180552 0.1917747
GB46775 bifunctional arginine demethylase and lysyl-hydroxylase PSR isoform X1 98.24143 0.2934628 0.1357369 0.7740193 0.0693300
GB52799 methionine aminopeptidase 1D, mitochondrial-like 98.23116 -0.1516281 0.0732996 0.1678067 0.2305654
GB52911 exosome complex component CSL4-like 98.12694 0.3482410 0.0411078 -0.1542678 0.1977397
GB55264 probable serine/threonine-protein kinase DDB_G0283337-like 98.12283 -0.1863856 -0.1572985 0.3985734 -0.0162444
GB45819 uncharacterized protein LOC725150 98.09919 -0.4450879 -0.1601616 0.5648285 0.0373663
GB41392 heterogeneous nuclear ribonucleoprotein A1, A2/B1 homolog isoform X3 98.04981 0.0071277 0.1151645 0.1560302 -0.0468350
GB51243 glutathione S-transferase omega-1 97.96337 0.1249380 -0.0376622 0.0771450 -0.1212292
GB45684 protein spire-like isoform X4 97.71656 -0.4064900 0.0209486 0.2427277 -0.1816127
GB53647 WD repeat-containing protein 75-like 97.64167 0.2812419 0.0473090 -0.0133899 0.0587657
GB54752 breast cancer metastasis-suppressor 1-like protein-like isoform 1 97.58260 0.0552216 0.1413598 -0.0204487 0.0642342
GB53821 telomerase-binding protein EST1A-like isoform X4 97.57120 -0.9237042 -0.0204516 -0.5125400 -0.3198568
GB53131 acylglycerol kinase, mitochondrial-like 97.52986 -0.3515300 0.1226544 -0.1381732 0.2512326
GB50772 uncharacterized protein LOC100578420 isoform X2 97.47817 -0.5310875 0.1137321 -0.1059591 -0.0439748
GB50272 trans-1,2-dihydrobenzene-1,2-diol dehydrogenase-like isoform X5 97.44465 0.0460011 -0.0411525 -0.1341710 -0.2369654
411763 DNA polymerase subunit gamma-1, mitochondrial 97.40571 -0.7385244 -0.1219991 0.0594008 -0.0821210
GB55091 translation initiation factor eIF-2B subunit beta 97.35810 0.2003086 0.2228942 -0.2405257 0.0239099
GB44689 E3 ubiquitin-protein ligase synoviolin A-like isoform X3 97.32197 0.0601999 0.0787588 0.1062739 -0.0053641
100576966 reticulocyte-binding protein 2 homolog a-like isoform X2 97.30328 -0.4605887 -0.1083841 0.0951272 0.1377412
GB48312 pre-mRNA-splicing factor RBM22-like 97.30040 0.3163381 -0.0135676 0.0938006 -0.1028333
GB53208 uncharacterized LOC408620, transcript variant X2 97.15218 0.1522329 0.0893646 0.1835043 -0.0595227
GB46689 kinesin 4A isoformX1 97.13237 -0.4584644 -0.0833182 -0.0603612 -0.0902299
GB46653 GPI inositol-deacylase-like isoform X4 97.01091 -0.3391296 -0.0190985 -0.0349331 -0.0234991
GB40590 metallo-beta-lactamase domain-containing protein 1-like isoform X2 96.92196 0.2500262 0.1342444 0.2364377 0.1518002
GB18213 meteorin precursor 96.88487 0.1736949 0.1853657 0.1710970 0.1081279
GB40712 malectin-like 96.87963 0.0429452 0.0108306 0.0968702 -0.2145103
GB55223 transcription initiation factor TFIID subunit 1 isoform X1 96.86710 0.2913703 0.1980952 0.0689959 -0.0358969
GB46273 uncharacterized protein LOC409083 96.80065 0.2862710 0.0444399 -0.2850645 0.0782929
GB41472 DNA-directed RNA polymerase III subunit RPC3-like 96.77235 -0.0185853 -0.0196177 0.1974508 0.1560408
GB50322 WD repeat domain phosphoinositide-interacting protein 4-like isoform X2 96.74620 0.0463944 -0.0968322 0.0146000 0.0107335
GB40415 protein brambleberry-like 96.61913 -0.2434614 0.1347445 -0.1932929 0.0821312
GB49330 nicastrin isoform X1 96.60803 0.1536412 -0.0370351 -0.1061660 0.0345264
724533 small nuclear ribonucleoprotein Sm D3 isoform X1 96.60587 0.2362631 0.1015437 -0.1600384 0.0166429
GB55538 uncharacterized protein LOC409034 96.60289 -0.4539915 0.0812493 0.8424342 -0.0298563
GB51129 cyclin-dependent kinase 20-like isoform 1 96.55732 -0.6448613 0.0291297 0.1358084 -0.1345240
GB55824 probable serine hydrolase-like isoform X3 96.44226 0.1986069 -0.1527330 -0.0377111 0.0360636
GB52029 eukaryotic translation initiation factor 3 subunit G-like 96.34038 0.5883366 0.0062951 -0.2591365 0.0687756
GB47235 protein UBASH3A homolog 96.32427 -0.0849285 -0.0706748 0.4047275 0.0155020
GB50552 oxysterol-binding protein-related protein 11-like 96.30960 0.3267309 0.0775224 0.3200843 -0.0058456
GB45045 uncharacterized protein LOC552753 isoform X3 96.26688 -0.4596840 0.1059586 0.1166623 0.0256063
GB55247 UDP-N-acetylglucosamine–peptide N-acetylglucosaminyltransferase 110 kDa subunit isoform 2 96.25230 -0.1715209 -0.0796207 0.2598054 -0.1845775
GB54259 NAD-dependent protein deacetylase Sirt2 isoform X4 96.18695 0.2536253 -0.0321462 -0.1249548 0.0062112
GB43990 peptidyl-tRNA hydrolase ICT1, mitochondrial-like 96.15094 -0.0876257 0.0800120 0.0312399 -0.0324967
GB47304 5-formyltetrahydrofolate cyclo-ligase-like 96.14601 -0.1075994 0.0542300 -0.0237679 -0.0362518
GB42066 kinesin 3D isoform X2 96.09442 -0.1180087 0.1164174 -0.0233135 0.0875068
GB47191 uncharacterized protein LOC100576348 isoform X2 96.09262 -0.6475983 0.3492833 -0.3852339 0.2046412
GB47105 nucleolar MIF4G domain-containing protein 1 homolog isoform X1 95.94502 -1.0411937 0.1427566 0.0546727 -0.0888035
GB53240 E3 ubiquitin-protein ligase RNF25-like isoformX1 95.75265 -0.2758530 0.0819541 -0.2312311 -0.0575227
GB45009 katanin p80 WD40 repeat-containing subunit B1 isoform X2 95.62678 -0.4636426 0.0977194 -0.2368156 0.0835737
551467 syntaxin-18 isoform X2 95.60963 -0.4824560 -0.0989850 -0.0740157 0.1503028
GB44492 isopentenyl-diphosphate Delta-isomerase 1-like isoformX1 95.60887 -0.4291358 -1.2839654 -0.0997690 0.0410078
GB50012 uncharacterized protein LOC726323 isoform X1 95.60231 0.3273334 -0.0577196 0.1516841 0.4737291
GB46218 transferrin isoform X4 95.58149 0.0619027 -0.0640118 0.0138558 -0.2058052
GB52796 translin 95.46532 0.1722316 0.0859329 -0.0667155 0.1746505
GB52198 LOW QUALITY PROTEIN: actin-binding protein anillin 95.44314 0.1463543 0.1008733 0.2097859 -0.0817833
GB54837 protein MAK16 homolog A-like 95.36673 -0.1382445 0.4344837 -0.1597808 -0.2313941
GB54388 RNA 3’-terminal phosphate cyclase-like isoform X1 95.28097 0.3031768 0.0651291 -0.0929415 0.1992910
GB47315 mitochondrial thiamine pyrophosphate carrier-like isoform X2 95.18060 -0.1585082 -0.0871257 -0.0072399 0.9453269
GB50365 ski oncogene 95.17597 -0.2300198 -0.0462017 0.1810374 0.0231927
GB50962 POU domain protein CF1A-like 95.16549 -1.1247133 -0.1225077 -0.0992581 -0.1522642
552237 transmembrane protein 242-like 95.08437 -0.1791799 -0.0715258 0.0276531 -0.1270237
GB55485 DNA methyltransferase 3 95.08084 -0.5874641 -0.0801435 -0.0836881 0.0236521
GB52744 poly(A) RNA polymerase, mitochondrial-like isoform X2 95.03899 -0.5308960 0.0361782 -0.0304829 0.1779329
GB40446 unconventional prefoldin RPB5 interactor-like 95.03779 -1.4828813 -0.0034895 0.2579053 0.1604642
GB53302 mini-chromosome maintenance complex-binding protein isoform 2 94.97034 -0.2953019 0.0077672 0.4077361 0.0760118
GB42263 RNA-binding protein 40-like 94.94164 -0.4951007 0.1600727 -0.1660684 0.3104967
GB44999 chascon-like 94.93942 -0.6330133 -0.3241300 0.2799470 -0.2112737
GB53246 protein unc-119 homolog B 94.86761 -0.0350373 0.0720405 0.1201924 0.0529067
GB46980 probable tRNA N6-adenosine threonylcarbamoyltransferase 94.81051 0.1315517 -0.0117101 0.1403145 -0.0602946
GB51396 hydroxysteroid dehydrogenase-like protein 2-like isoform X2 94.77277 -0.2374204 0.0924130 -0.0963337 0.0246006
GB41295 nogo-B receptor-like 94.75637 0.0958533 0.0380937 0.0656854 -0.0357791
GB53289 uncharacterized protein LOC552029 isoform X1 94.53852 0.5070273 -0.0188373 -0.5347784 -0.0068270
GB45378 thrombospondin-3 isoform X2 94.41932 -0.0770084 -0.2507295 -0.2601379 0.0172791
GB49574 uncharacterized protein LOC552171 isoform X1 94.37833 -0.4251797 -0.0442826 0.0451925 -0.1524273
GB45295 importin subunit alpha-2-like isoform X1 94.34309 0.0552061 0.1789859 0.1930522 0.0141187
GB53676 protein smoothened isoform X2 94.30730 -0.3449464 0.0311071 -0.5157579 0.2618153
GB53802 dipeptidyl peptidase 9-like 94.26286 0.3430208 0.1884472 0.1642313 -0.0412584
GB42690 FAD-linked sulfhydryl oxidase ALR isoformX1 94.22280 0.2692975 -0.0042398 0.0118296 0.1237852
GB40106 EGF domain-specific O-linked N-acetylglucosamine transferase-like isoform X5 94.15941 0.1148612 0.1102818 0.0196236 -0.0992210
GB42206 uncharacterized protein LOC100578913 isoform X1 94.06032 -0.7261422 0.2704441 -0.0506108 0.0237029
GB41179 zinc finger protein 569-like 93.98678 -0.3936925 -0.4451640 0.1390863 0.0165297
GB43121 uncharacterized protein F21D5.5-like isoform X2 93.94919 -0.1066363 0.0882362 0.2307165 0.4764706
GB53418 HD domain-containing protein 2-like isoform X1 93.94900 -0.0809322 -0.2408641 0.0755288 0.2466224
GB49100 probable tRNA pseudouridine synthase 2-like 93.89405 -0.0249829 0.0214858 0.0726497 0.1857197
GB51541 protein Hook homolog 3-like isoform 1 93.82711 -0.2802174 0.0683751 0.0043525 -0.1468906
GB40336 neutral ceramidase isoform X1 93.82467 -0.2172815 -0.0209370 1.2435980 -0.1733590
GB50886 mediator of RNA polymerase II transcription subunit 30 isoform 1 93.76072 0.2810430 0.0376696 -0.1308983 0.2308189
GB51900 surfeit locus protein 6 homolog 93.75773 -0.6434648 -0.1066969 0.4253944 0.3364999
GB41517 uncharacterized protein LOC100578546 isoform X1 93.74356 -0.7069203 -0.1630150 -0.0595612 0.0121490
GB49415 ATP synthase mitochondrial F1 complex assembly factor 2-like 93.69414 -0.0314145 -0.1036498 -0.0147971 -0.0961003
GB51394 poly(ADP-ribose) glycohydrolase ARH3-like 93.56890 0.0603564 0.0851963 0.0199196 0.0958508
GB45680 UPF0536 protein C12orf66 homolog isoform X2 93.56042 -0.1046661 0.0157279 0.2772191 0.0885859
GB45492 protein misato-like isoform X1 93.51513 0.0068212 -0.1071692 0.0694383 0.1477929
GB54242 ribonucleases P/MRP protein subunit POP1-like 93.48655 -0.1967686 0.1620998 0.1363882 0.0460275
GB55560 SH2B adapter protein 1-like isoform X1 93.43682 0.4433606 0.0599952 0.1723346 -0.0489350
GB52503 integrator complex subunit 7-like isoformX1 93.34505 0.2150206 0.0608692 0.0447569 -0.0775890
GB55837 MLX-interacting protein isoform X2 93.18636 -0.2540362 -0.1551088 -0.0549102 -0.0446344
102654737 peptide deformylase, mitochondrial-like 93.12917 -0.2554518 0.3849649 0.0145548 0.1894199
GB51537 28S ribosomal protein S11, mitochondrial isoform X1 93.06067 -0.2470972 0.0503367 0.0554409 0.1332603
GB53695 fatty-acid amide hydrolase 2-like, transcript variant X3 93.03614 0.6361273 -0.2265300 -0.1928881 0.0390553
GB44799 uncharacterized protein LOC552039 isoform X1 92.77796 -0.8875739 0.0065999 -0.0141414 -0.0415917
GB53716 estrogen sulfotransferase-like 92.75099 -0.0350864 0.3435152 0.0365727 0.1257038
GB44659 uncharacterized protein LOC100577941 isoform X2 92.65827 -0.3204513 0.1152375 0.1006300 0.1338965
GB51943 short coiled-coil protein homolog 92.65275 0.2410625 -0.0102107 0.1620607 0.2488032
GB44886 glycine-rich cell wall structural protein 1.8-like isoform X1 92.64948 0.2095647 0.1602760 0.1213634 0.2425696
GB46501 tRNA:m(4)X modification enzyme TRM13 homolog 92.53989 -0.0594015 -0.1133658 0.0821655 -0.2085400
GB53387 GTP-binding protein Di-Ras2-like 92.49583 -0.1545741 -0.0543776 0.5089875 -0.3377624
GB46920 iron-sulfur cluster assembly enzyme ISCU, mitochondrial 92.43534 0.1073840 -1.0314564 0.1151684 -0.0992589
GB53861 mitochondrial tRNA-specific 2-thiouridylase 1-like 92.34612 -0.4081187 -0.1160160 0.2351303 0.1513819
GB49516 calcium and integrin-binding protein 1-like isoform X2 91.97270 0.1561814 0.0337540 0.2311157 0.1315818
GB49953 vacuolar protein sorting-associated protein 45 isoform 1 91.76603 -0.4801051 -0.0789026 0.0278001 0.0544385
GB53532 serine/threonine-protein kinase STE20-like 91.60705 0.3969424 -0.0897346 -0.0625458 -0.2669483
102656291 coiled-coil domain-containing protein 115-like 91.60297 -0.0796903 -0.1916341 0.0325521 -0.1607303
GB40983 methylosome protein 50 isoform X2 91.34296 0.3823657 0.1548898 0.0122354 -0.0503740
GB50063 DDB1- and CUL4-associated factor 10-like 91.31214 0.0328908 0.1310338 -0.0057803 0.0418550
GB47651 dnaJ homolog subfamily B member 12-like 91.28490 -0.1784141 -0.0328870 -0.1689952 0.0596196
GB42015 tubulin polyglutamylase TTLL7-like 91.23821 -0.2235526 0.0201467 0.2891226 0.1779291
100578654 uncharacterized protein LOC100578654 isoform X4 91.11902 -0.5538979 0.1387042 0.2300069 0.2106901
GB46452 DNA replication factor Cdt1 isoform X1 91.03539 -0.1345737 0.2837372 -0.0467454 0.1549507
GB49629 ubiquitin carboxyl-terminal hydrolase isoform X2 90.93071 0.4187357 -0.0142951 -0.0752116 -0.0415293
GB54293 uncharacterized protein LOC724457 90.74656 -0.3294021 0.2137087 0.3536797 0.1142500
GB55801 uncharacterized protein LOC413738 isoform X2 90.63653 -0.5194718 0.1049738 -0.2004740 -0.1322972
GB45688 synaptic vesicle membrane protein VAT-1 homolog-like 90.59794 -0.3034135 0.1263921 0.1804847 -0.0632328
GB51635 centrin-1 90.58797 -0.5322533 -0.1183215 0.0762927 0.0077090
GB48944 vesicle transport protein SEC20-like isoform X1 90.56714 0.3366751 0.0554363 -0.0034284 0.2557447
GB46960 polypeptide N-acetylgalactosaminyltransferase 5-like isoform X1 90.55703 -0.0948943 -0.0007394 0.6793108 0.0334308
GB50941 phosphatidate phosphatase LPIN2-like isoform X1 90.55384 0.1207815 -0.1096204 0.0713860 -0.1255440
GB48677 protein O-mannosyl-transferase 2-like isoform X2 90.53177 0.9059295 0.1246935 0.1772220 0.0219852
GB53015 protein FAM151A-like isoform X3 90.38470 -0.6849796 0.2003805 0.0631963 0.0104523
GB42321 protein SGT1 homolog ecdysoneless isoform X1 90.34536 -0.2046670 -0.0392681 -0.0070138 -0.0097728
GB41452 serine/threonine-protein phosphatase PGAM5, mitochondrial-like 90.27918 0.0901027 0.3118315 -0.0645422 0.1932577
GB49540 dynactin subunit 4 90.24576 0.1646850 0.0816541 0.1351345 -0.0242987
GB53847 abhydrolase domain-containing protein 2 90.21311 0.1692020 0.0116080 0.0305612 0.0407714
GB50359 UHRF1-binding protein 1-like isoform X5 90.18544 -0.0397751 -0.0582086 0.0549535 -0.3414281
GB49352 transmembrane protein 59-like 90.08202 0.3116883 0.0703026 0.1377753 0.0505254
GB41792 putative uncharacterized protein DDB_G0282133-like isoform X2 90.02222 -0.0537082 0.2942951 0.4217642 0.0132605
GB50004 protein preli-like isoform 1 90.01359 -0.3895062 0.0249827 -0.0417402 0.0618812
GB46748 39S ribosomal protein L54, mitochondrial 90.00473 -0.1841175 0.0841938 -0.2336455 0.2113185
GB44210 contactin 89.79112 -0.1331464 -0.0913999 0.1158376 -0.1967150
GB42265 nuclear envelope phosphatase-regulatory subunit 1-like isoform X2 89.74969 0.2349445 0.0842158 0.2057079 0.0301283
GB46222 odorant binding protein 13 precursor 89.71494 0.5543802 -3.4689759 0.1206016 -0.0265572
GB40717 B-cell CLL/lymphoma 7 protein family member B-like isoform X1 89.68580 -0.0898894 0.2735373 0.0632998 0.0820293
GB43564 uncharacterized protein LOC100578443 89.67075 -0.6737872 0.3647607 0.0514503 0.1048131
GB51518 probable serine/threonine-protein kinase dyrk2-like 89.37760 -0.0004133 0.0122997 0.1444012 0.2343744
GB51015 acylamino-acid-releasing enzyme-like isoform X2 89.37110 0.0201372 0.1366339 0.1330789 0.0897596
GB52105 putative uncharacterized protein DDB_G0271606-like isoform X2 89.30089 -0.4411929 0.5547986 -0.1321549 0.2895366
GB43246 uncharacterized protein KIAA0513-like isoform X2 89.29393 -0.8503421 0.0924646 0.1442277 0.1123992
GB45456 flocculation protein FLO11-like isoform X2 89.26424 -0.1418935 -0.0530076 0.4223401 -0.1373626
GB48061 uncharacterized protein LOC413052 89.26398 -0.1461587 0.2129896 -0.2284677 0.0256383
GB52998 radial spoke head protein 9 homolog 89.19724 -0.3968545 -0.6900518 0.2269336 -0.1240472
GB49284 mucolipin-3 isoform 2 89.13228 0.1250136 0.0341408 0.0745202 0.0680570
GB55092 suppressor of fused homolog 89.12699 -0.4331377 0.1041542 0.1457209 -0.1619385
GB41260 uncharacterized protein LOC414002 89.04329 0.1780831 0.0012781 -0.3828629 0.9208742
GB40269 nucleolar protein 14 homolog isoform X1 89.00333 -0.0743241 -0.0878343 -0.1234408 0.3371177
GB44800 f-box only protein 33-like, transcript variant X3 88.97755 -0.1172438 0.0536991 0.0472356 0.0333950
GB42086 single-strand selective monofunctional uracil DNA glycosylase-like 88.96521 0.1991725 -0.0592079 0.2047978 0.2161977
102655420 uncharacterized protein LOC102655420 88.83765 -0.2653811 0.1051354 0.3037282 0.7730218
GB46741 growth hormone-regulated TBC protein 1-A isoform X1 88.75274 -0.1828512 0.1236310 0.1301753 0.3032578
GB52652 uncharacterized protein LOC724152 88.67600 0.0557587 0.2957686 0.1100580 0.2974843
GB40796 phospholipase DDHD1-like isoform X3 88.64003 -0.0263786 -0.0760152 0.0165858 -0.2344648
GB50173 TATA box-binding protein-associated factor RNA polymerase I subunit B-like 88.63451 -0.9366487 -0.1507002 0.0362161 0.1542302
GB40067 dual serine/threonine and tyrosine protein kinase isoform X1 88.60116 -0.1192028 0.0979819 0.0500681 -0.0711621
GB47768 rac GTPase-activating protein 1-like 88.57621 -0.0058123 0.2453945 0.4399285 0.3446512
GB43480 cleavage and polyadenylation specificity factor 160, transcript variant X2 88.49929 0.2048033 0.1463178 -0.0827978 -0.0654200
GB51106 mRNA turnover protein 4 homolog 88.48936 0.3291953 0.1048503 -0.1426921 0.2043811
GB55371 probable asparagine–tRNA ligase, mitochondrial-like isoform X1 88.46750 -0.1009478 0.0177979 0.0387814 0.2122506
GB41829 ubiquitin-like modifier-activating enzyme atg7-like isoform X3 88.32975 -0.0345944 -0.0776130 0.1496162 0.0442789
GB48636 exosome complex component RRP46 88.27582 0.2667908 -0.0346639 0.0866776 0.0439973
GB40941 ornithine decarboxylase-like isoform X1 88.20129 0.3750709 1.8748619 0.0913002 0.9397733
GB43551 uncharacterized protein LOC409563 88.15816 -0.1190080 0.0939626 -0.0670017 -0.0596609
GB44054 DNA replication complex GINS protein PSF1-like 88.12711 0.2513171 0.0905309 -0.0720299 0.2465212
GB45830 kinesin 8 87.88068 -1.6624050 0.2796933 0.5808391 0.0558278
GB50352 glutathione synthetase isoform X1 87.63973 -0.5080905 0.0409502 2.1326183 0.0862652
GB47992 splicing factor 3B subunit 4 87.54580 -0.6343011 0.1636712 -0.0344913 -0.0047916
GB41979 UTP–glucose-1-phosphate uridylyltransferase isoform X3 87.53836 -0.3227726 -0.0279324 0.0633688 0.0664004
GB51421 CTP synthase, transcript variant X4 87.44705 -0.3568542 0.0583338 -0.0693529 0.1393475
GB49449 uncharacterized protein LOC409179 isoform 1 87.43142 -0.4381497 -0.8399741 0.3667830 -0.0617186
GB46928 lys-63-specific deubiquitinase BRCC36-like isoform X2 87.40989 0.1480342 0.1597198 0.1955520 0.1893948
GB49123 uncharacterized protein LOC100577638 isoform X1 87.38900 0.0166608 0.1625349 -0.3324857 -0.0788806
GB44058 UDP-glucuronosyltransferase 1-3-like 87.27745 -0.0830507 0.0611422 0.2714085 0.2425317
GB45674 protein aurora borealis 87.20997 -0.6332116 0.1972691 0.1643666 0.5962880
GB53826 transcription factor E2F4 isoform X1 87.00013 0.4756216 -0.0275878 0.5271656 -0.0170795
GB55002 uncharacterized protein LOC100578883 86.99800 -0.2627749 0.0351093 0.2569920 0.0842761
GB40022 hydroxylysine kinase-like isoform X1 86.98188 0.5579033 0.1740116 -0.0428017 0.0854549
GB44434 probable glucosamine 6-phosphate N-acetyltransferase-like 86.98105 -0.1056350 0.0077800 0.1270555 0.0805236
GB52653 farnesyl pyrophosphate synthase-like 86.95563 -0.5089497 -1.3586611 0.0562782 0.1317799
GB55007 serine protease snake isoform X3 86.76174 0.0097670 -0.0807828 -0.0551113 1.0641963
GB49384 uncharacterized protein LOC725157 86.38213 -0.0163509 0.3057350 0.9665717 -0.2015295
GB55527 uncharacterized protein LOC408649 isoform X2 86.33531 -0.1482014 -0.1332727 -0.3426257 -0.3057878
GB49539 toys are us 86.26401 0.0005182 0.0564093 0.2462428 0.0461149
GB41894 uncharacterized protein LOC411277 isoform X28 85.97591 -0.5355215 0.2339110 0.0951953 -0.2051621
GB44703 proteasome activator complex subunit 4-like 85.82923 -0.2816499 -0.1590808 -0.4150473 -0.1238055
GB54462 protein LLP homolog 85.70284 -0.3072251 0.0408783 -0.2565174 -0.0053010
GB46617 rhythmically expressed gene 2 protein-like isoform X1 85.65770 0.0119956 -0.0607103 0.1333573 -0.0614694
102655268 WD repeat-containing protein 63-like 85.60235 -0.1699526 -0.0734976 -0.0823594 0.0949795
GB40251 uncharacterized protein LOC552030 isoform X1 85.18945 0.2912993 -0.0073507 -0.3901558 0.0701591
GB49343 transcriptional repressor protein YY1-like isoform 1 85.13815 0.3312658 0.0307314 0.0093500 -0.0125454
GB55317 protein lunapark-B-like, transcript variant X2 85.09443 -0.0496236 0.1410537 -0.2352945 0.0084366
GB47319 zinc finger protein Elbow-like isoform X1 84.90718 -0.0123360 0.1087597 -0.0361085 -0.1376438
GB47460 cell division cycle protein 20 homolog isoform X1 84.83402 -0.3183535 0.1663389 -0.3446409 0.1330472
GB40480 serine/threonine-protein kinase OSR1-like isoform X5 84.82442 -0.2568944 0.0271946 0.1904097 0.0829648
GB45040 Krueppel-like factor 10-like isoform X1 84.47190 -0.4999720 -0.1164206 0.1313708 -0.1121145
GB51863 flotillin-2 isoform X2 84.40611 -0.3281389 -0.2045650 0.0205942 -0.0096105
GB45609 flavin-containing monooxygenase FMO GS-OX-like 4-like 84.04785 -0.8054658 -0.2080427 -0.4021333 -0.0568395
GB42054 sodium/potassium-transporting ATPase subunit alpha isoform X5 83.97946 -0.2885692 -0.0556927 0.1781843 0.0932312
GB50877 tyrosine-protein kinase Dnt isoform X1 83.94204 -0.5189231 -0.1556333 0.2036596 0.0935233
GB48118 negative elongation factor E 83.78858 -0.0707260 0.1302923 0.1511311 0.0475081
GB45703 uncharacterized aarF domain-containing protein kinase 1-like isoform 2 83.67506 -0.0438641 -0.0966016 -0.3179459 -0.1445489
GB53953 mitochondrial coenzyme A transporter SLC25A42-like isoformX1 83.47500 -0.6876433 -0.2408674 0.1306579 0.1308437
GB45913 protein lethal(2)essential for life-like 83.41472 0.2839773 0.4565380 -0.0489928 -0.2442535
GB47106 NADH-ubiquinone oxidoreductase 75 kDa subunit, mitochondrial 83.40057 -0.2520387 -0.0002413 0.2750778 -0.0353279
GB53257 muscle, skeletal receptor tyrosine protein kinase-like isoform X1 83.26680 0.1565603 -0.2002746 -0.0428387 0.0114327
GB51487 proton-coupled amino acid transporter 4-like 83.25300 -0.2686654 -0.0094929 0.0878923 -0.0191898
GB48234 tyrosine-protein phosphatase Lar-like 83.23891 -0.2364183 -0.1281370 -0.9072325 0.0931086
GB45046 cell division control protein 6 homolog 83.21296 -0.1434414 0.0769154 -0.5399559 0.0190697
GB51937 hiiragi, transcript variant X4 83.14930 0.3273538 -0.2331733 -0.0189732 0.0968262
GB54689 hippocampus abundant transcript 1 protein-like isoform X6 83.13136 0.0901529 0.0081078 0.1082695 -0.4023399
GB54282 kinetochore protein NDC80 homolog 83.12022 -0.1898754 0.0714965 -0.1853376 0.2851134
GB54319 synaptotagmin 20 isoform X5 83.08047 -0.0133632 -0.0969320 0.1037157 -0.0670666
GB47468 integrin alpha-8 isoform X1 83.07123 -0.2510995 -0.2248056 0.0648418 -0.1559634
102656381 ceramide phosphoethanolamine synthase-like 83.05552 -0.5814417 -0.2632366 0.0176785 0.0552885
GB40535 39S ribosomal protein L48, mitochondrial isoform X4 83.04377 -0.4857669 -0.0779778 -0.0186406 0.0155700
GB49071 uncharacterized protein LOC725791 82.95622 -0.2820828 0.1907288 -0.1384828 0.9511804
551892 cytoplasmic protein NCK1 isoform X3 82.84500 0.1116069 0.0266183 0.1579394 -0.0589988
GB43095 BMP-binding endothelial regulator protein isoform X1 82.81707 -0.6405077 -0.1575684 0.1105583 0.1391731
102656425 CDGSH iron-sulfur domain-containing protein 3, mitochondrial-like 82.77827 0.0349545 -0.0505657 0.0206878 0.1643819
GB46580 protein wntless-like isoform X1 82.76926 0.3698836 0.1001693 -0.0364676 0.1940352
GB53185 GPN-loop GTPase 3-like 82.73138 0.0642120 0.0112817 0.2289060 0.1025210
GB46630 uncharacterized protein LOC100577504 isoform X1 82.69068 -0.5643841 -0.0455396 0.6300647 0.0011389
GB40904 uncharacterized protein LOC725211 82.66574 -0.4457482 0.1772111 0.0447504 0.1167974
GB45195 protein scribble homolog 82.55630 0.2878775 -0.0079496 0.1623161 -0.1936888
GB48483 chaoptin-like isoform X2 82.50116 0.1440189 0.1924029 0.0772100 0.1981336
GB40963 putative transcription factor SOX-15 isoform X3 82.43319 0.1196685 -0.1972679 -0.0097669 -0.4911171
GB51348 rootletin-like isoform X3 82.40007 -0.5380145 -0.1181323 0.8159832 -0.1210773
GB42808 neuroligin 5 82.32758 -1.9548325 0.4161654 -0.3797054 -0.2839900
GB42555 uncharacterized protein LOC100577221 82.25536 -0.2162291 0.2649999 0.0361005 0.0831645
GB44044 intraflagellar transport protein 57 homolog isoform X3 82.25237 0.4301682 -0.0381347 1.4782182 -0.0532899
GB48776 coiled-coil domain-containing protein 6-like 82.24189 0.0638946 0.1434135 -0.0610919 -0.6573213
GB42110 slowpoke-binding protein isoform X6 82.18032 0.2520122 0.0617007 0.3981189 0.2588306
552443 N-alpha-acetyltransferase 60-like 82.15701 0.1330272 0.1864223 0.2124667 -0.0438390
GB50784 zinc finger matrin-type protein 5-like 82.10262 0.3849393 -0.0385070 0.1225124 0.0488668
GB51513 UPF0183 protein CG7083-like 82.05350 0.0211656 0.1101906 -0.3676869 0.1734152
GB47815 haloacid dehalogenase-like hydrolase domain-containing protein 2-like 82.04757 0.2335904 0.2168662 0.5866022 0.1500966
GB46467 uncharacterized protein LOC726694 isoform X2 82.02291 0.4657472 0.1143384 -0.0003244 0.1612604
GB48380 major facilitator superfamily domain-containing protein 8-like isoform X2 81.98490 0.0846772 0.1259957 0.1040438 -0.1701453
GB48321 vanin-like protein 1-like 81.90914 0.2360990 -0.0943761 0.1626938 0.0598845
GB42192 metallophosphoesterase domain-containing protein 1-like isoform 1 81.82112 0.1443089 0.0198657 0.2660362 0.3914187
GB47740 leucine-rich repeat-containing G-protein coupled receptor 4-like 81.66683 -0.5303271 -0.2760097 -0.2146710 0.3886097
GB40704 dynein intermediate chain 2, ciliary-like isoform X5 81.59501 -0.7724017 -0.0421367 0.3051828 0.1678797
GB42183 uncharacterized protein LOC100578600 81.24792 -0.2412762 0.0054646 0.3746364 -0.2302673
GB45851 dnaJ homolog subfamily C member 22-like 81.14522 0.0719752 -0.0035030 -0.0351223 -0.2560347
GB53539 thyroid transcription factor 1-associated protein 26 homolog 81.06653 0.0780399 0.1355708 0.0225715 0.0663746
GB43729 rac guanine nucleotide exchange factor JJ 81.05302 -0.0465988 0.4973586 0.1165652 0.3257298
GB54190 uncharacterized aarF domain-containing protein kinase 4 isoform X4 80.86515 -0.1460776 -0.0576026 0.0695965 0.1147598
GB54421 uncharacterized protein DDB_G0287625-like 80.68366 0.2555447 -0.0223220 0.0225622 0.0343484
GB44117 roundabout homolog 2 isoform X3 80.62255 -0.2439432 -0.1580854 0.5526838 -0.2752797
724756 uncharacterized protein LOC724756 80.55652 0.0252041 -0.7245791 0.0601137 0.0430655
GB54653 U1 small nuclear ribonucleoprotein A 80.55328 0.4538914 -0.0564165 0.0005411 0.1692871
GB55296 pyroglutamyl-peptidase 1-like 80.51840 0.5804078 0.0743039 0.1908893 -0.0825618
GB43159 NF-X1-type zinc finger protein NFXL1-like 80.36205 -0.1483047 0.1208877 -0.2430825 -0.0368309
GB45139 uncharacterized protein LOC726903 80.31203 -1.3366787 0.5602430 0.1349894 0.0272964
GB52666 putative uncharacterized protein DDB_G0282133-like 79.96871 -1.0598835 -0.4212401 0.5123482 -0.1547904
GB52601 AT-rich interactive domain-containing protein 5B-like isoform X3 79.81946 0.0633386 0.1674699 0.0688821 0.0286104
GB42231 beta-1,4-N-acetylgalactosaminyltransferase bre-4 isoform X3 79.70121 -0.3728579 0.0089446 -0.1231586 0.2542434
GB54758 WD repeat, SAM and U-box domain-containing protein 1-like isoform X1 79.65627 0.0424168 -0.2816129 -0.1669858 -0.0086753
GB44387 B-cell lymphoma/leukemia 11B-like isoform X3 79.54794 -0.5453242 0.1424302 0.4329808 -0.3405438
GB55755 protein outspread 79.45071 -0.0861913 0.1010403 0.1728972 0.0608626
GB42526 malate dehydrogenase, mitochondrial-like isoform 1 79.38029 -0.2474192 -0.2335988 0.0266447 0.0804945
GB40770 dehydrogenase/reductase SDR family member 11-like isoform X2 79.18283 0.0327204 0.3536748 0.3865886 0.1673807
GB43220 transcription termination factor 2 isoform X1 79.10265 0.2644874 0.2759698 0.0538725 -0.1434828
GB53378 zinc finger protein 28 homolog 79.02376 -0.5786499 -0.1548530 0.0113102 -0.1577209
GB52797 enhancer of polycomb homolog 1 78.89984 0.1779685 0.0484715 -0.0194867 0.1231170
GB45255 aurora kinase B isoform X1 78.87479 0.1692136 0.1481645 -0.1537423 0.1794915
GB47938 uncharacterized protein LOC412825 isoform X1 78.84925 -0.4208665 -0.0042892 0.7579974 -0.2479282
GB44203 arrestin domain-containing protein 3 78.79010 0.2496367 0.2087420 0.4262637 0.0779627
GB45714 transglutaminase 78.60881 -0.3969663 -0.0184445 0.0964747 -0.0299562
GB50669 uncharacterized protein LOC410428 78.54674 -0.0373480 -0.7215476 0.1106084 -0.2177330
GB51714 stimulator of interferon genes protein-like 78.44488 0.0188718 -0.0227268 0.0198118 -0.0256844
GB47159 caspase-1-like 78.36622 -0.2970784 0.0663003 0.0945799 -0.1894921
GB52077 period circadian protein 78.26096 -0.1280252 0.1157650 -1.1662534 0.6476625
GB43261 ubiquitin thioesterase trabid isoform X1 78.20541 -0.4480047 0.0923657 -0.0073038 0.1350528
GB44781 exocyst complex component 4-like 78.17615 0.4207412 0.0228108 0.1991691 0.2717861
GB41417 leucine-rich repeats and immunoglobulin-like domains protein 1-like 78.12317 -0.2802413 0.0220012 0.1681992 -0.3004220
GB49988 SRR1-like protein-like isoform X2 78.05574 -0.7996147 0.0063959 0.0828932 0.1191617
GB44443 transmembrane protein 179-like isoform X1 78.04143 -0.0315907 0.0167050 0.0580752 0.0058616
GB47331 programmed cell death protein 5-like 78.04013 0.1977021 0.0515153 0.2636433 0.1043132
GB54851 zinc transporter 1-like isoform X7 77.94763 0.0947167 0.2326054 0.4317043 0.1249878
GB45058 MIP18 family protein CG7949-like 77.88119 0.1350506 0.2720550 0.1353205 0.3067768
GB40750 putative ATP-dependent RNA helicase me31b-like isoform 1 77.61807 -0.1704060 0.1652610 0.0847445 -0.0768376
GB54158 intraflagellar transport protein 140 homolog 77.56391 0.1830641 0.0752116 0.1407870 -0.2210602
GB45420 graves disease carrier protein homolog 77.45713 -0.1360487 0.1423748 0.1213185 0.0040754
GB40312 choline/ethanolamine kinase-like isoform X4 77.27476 -0.4635767 -0.2391946 0.0300019 -0.1293016
GB51242 uncharacterized protein LOC727370 isoform X3 77.25346 -0.1357094 -0.0283603 0.3313378 -0.2787618
GB49870 long-chain-fatty-acid–CoA ligase 6-like isoform X3 77.09863 0.1810343 -0.0752888 0.0408349 -0.2176815
GB46145 sodium/potassium-transporting ATPase subunit beta-2-like 77.04330 0.2699432 -0.1832867 0.1724996 -0.0408796
GB53531 A disintegrin and metalloproteinase with thrombospondin motifs 7-like isoform X9 76.93675 -0.8798427 0.3755786 0.0342842 -0.0944177
GB42500 peptidoglycan-recognition protein LC isoform X2 76.79466 0.3371163 -0.1100098 0.4807124 0.0370728
GB52154 protein prenyltransferase alpha subunit repeat-containing protein 1-like isoform X1 76.78576 0.3918293 0.0190154 -0.3236200 0.1186753
GB45052 LOW QUALITY PROTEIN: ral guanine nucleotide dissociation stimulator 76.77655 0.0007175 0.1210512 0.1206847 -0.1450082
GB46038 elongation of very long chain fatty acids protein 4-like isoform X2 76.74328 -0.1373967 0.3267714 0.2502768 -0.1202751
GB43831 ATP-binding cassette sub-family D member 3-like 76.66762 0.0779268 -0.3410303 -0.1571787 0.0660232
GB41921 adenylate cyclase type 5-like 76.26866 -0.0704037 -0.1245870 0.2382754 0.0372682
GB54100 ragulator complex protein LAMTOR4 homolog isoform X2 76.13231 0.2996614 0.0127978 0.1548202 0.0594167
GB50016 cell division cycle-associated protein 7-like 76.13021 -0.1436496 0.2677806 -0.0802188 0.2221760
GB44328 dynein light chain 1, axonemal-like isoform X2 76.10849 0.0981617 -1.1004849 0.0396446 0.0257270
GB52882 calcium-independent phospholipase A2-gamma-like isoform X1 76.02784 -0.6250468 -0.2402948 0.0874514 0.0770572
GB48310 zinc transporter ZIP1-like isoform X2 75.83697 -0.2838646 -0.2170711 0.1074896 -0.0326357
GB42276 uncharacterized protein LOC550958 75.79765 -0.3924328 0.0490164 0.2829247 0.0531546
GB43427 homer protein homolog 2-like isoform X2 75.65467 -0.1316778 0.0231139 0.0587408 0.4091429
GB45106 run domain Beclin-1 interacting and cysteine-rich containing protein-like isoform X1 75.60987 -0.2486185 0.0329622 0.1058623 -0.2555359
GB46056 heart- and neural crest derivatives-expressed protein 1-like isoform X1 75.47002 -0.2891780 -0.0576471 0.2999764 -0.0424345
GB50933 GATA-binding factor A 75.27293 0.4701499 0.1713163 0.1857035 0.1884606
GB46490 rho guanine nucleotide exchange factor 10-like isoform X3 75.25832 -0.1544410 -0.0197056 -0.0535951 0.1051275
GB49469 lymphocyte cytosolic protein 2-like isoform X1 75.09182 -0.6202643 0.0734105 -0.0499513 0.1704506
GB46245 integrator complex subunit 12 isoform X5 75.06811 -0.1796624 0.0187300 -0.2108451 0.1505376
GB55192 sorting nexin-16-like 75.06433 0.3271364 -0.0918411 0.0937238 0.3094774
GB53518 28S ribosomal protein S30, mitochondrial 75.01202 -0.3100083 1.4938757 -0.2760613 0.2340060
GB50282 glycine receptor subunit alpha-2 isoform X8 74.98614 -0.0919255 -0.1228171 0.2543653 0.1474961
GB53662 protein HID1-like isoformX1 74.84256 0.3060871 0.1354545 -0.2192123 0.1887126
GB55604 uncharacterized protein LOC725144 isoform X4 74.63560 0.1536292 -0.3071154 0.1386568 0.4853530
GB44440 FERM domain-containing protein 8 isoform 1 74.57709 0.3940632 -0.0726472 0.1882671 0.0247747
GB44337 DNA polymerase delta small subunit isoform X2 74.55218 -0.2086525 0.0055189 -0.2809085 0.1501402
413046 sarcolemmal membrane-associated protein-like 74.47378 -0.2565446 0.0329929 0.0268377 -0.3897590
GB52073 probable citrate synthase 1, mitochondrial-like 74.38047 -0.4023298 -0.1588605 -0.0628810 0.1885859
GB48829 blood vessel epicardial substance-like, transcript variant X4 74.35871 0.1896171 -0.0712744 0.0563397 0.0232820
GB42719 E3 ubiquitin-protein ligase MARCH8-like isoform X1 74.11818 0.3485036 -0.0921535 0.2507317 0.0607427
GB52025 neprilysin 2 isoform X4 74.07443 0.3741702 -0.1377266 0.2515321 0.0582520
GB46395 40S ribosomal protein S12, mitochondrial 74.03483 0.3373619 -0.0544390 0.1722078 0.0598111
GB42478 CD2-associated protein 73.86326 -0.0005831 0.0698841 0.1739929 -0.0826623
GB50290 uncharacterized protein LOC724917 isoform X2 73.84131 0.2263371 0.3499708 0.2695718 -0.0350391
GB49084 dual specificity protein kinase TTK-like 73.75643 0.4391332 0.1772004 -0.3232440 0.0302207
GB49769 putative tRNA (cytidine(32)/guanosine(34)-2’-O)-methyltransferase-like isoform 1 73.57879 0.3505131 -0.0229773 -0.8812585 0.3794693
724643 borealin-like 73.26823 0.0835274 -0.0693634 -0.0539582 -0.0574988
GB51504 solute carrier family 23 member 1-like 73.11624 0.0835258 0.3747462 0.0918719 -0.1470971
GB51118 28S ribosomal protein S28, mitochondrial 73.09820 0.0297621 0.0819829 -0.5428747 0.0015057
GB51739 alpha-ketoglutarate-dependent dioxygenase alkB homolog 4-like 73.03627 0.2744241 0.1467053 0.0545301 -0.2248307
GB55746 myosin-IB isoform X2 72.92993 0.0128099 -0.0518167 -0.0272041 -0.2939229
GB42156 enhancer of filamentation 1 72.90725 -0.5293556 0.1365882 -0.2005914 -0.0974010
GB41773 proteoglycan 4-like isoform X1 72.90297 0.2517214 -0.6911315 0.1915830 0.1824917
GB50978 general transcription factor IIE subunit 1 72.88375 0.5505829 -0.0008111 0.0661839 0.1300035
GB50435 zinc finger and BTB domain-containing protein 20-like 72.48761 -0.6793546 0.0732153 0.3980137 0.2278010
GB46368 15-hydroxyprostaglandin dehydrogenase [NAD(+)]-like 72.34977 0.0298679 -0.4406704 -0.2348546 -0.3117601
725196 putative peptidyl-tRNA hydrolase PTRHD1-like isoformX2 72.05179 0.3978826 -0.0016375 0.3028199 0.0498457
GB51558 dentin sialophosphoprotein-like isoform X2 71.89535 -0.3974676 -0.1135625 -0.2204494 0.0636279
GB48836 uncharacterized protein LOC100577578 isoform X1 71.83474 0.1288726 0.1039358 0.0723859 -0.0156149
GB50460 ras association domain-containing protein 2 71.78631 0.4585587 0.5016901 0.0470089 0.1202778
GB55840 protein sidekick-1-like isoform X5 71.58552 0.1847896 0.0070244 -0.0582451 -0.0416547
GB41486 putative neutral sphingomyelinase-like isoform X1 71.45629 -0.0033464 -0.0528102 0.0978353 0.0876926
GB50407 uncharacterized protein LOC100578579 isoform X2 71.06894 -0.7437220 0.1885016 1.0069762 0.2613802
GB51409 homeobox protein Nkx-6.1-like 70.82281 -0.9111943 -0.9564960 0.2917807 0.2140245
GB54525 ras-like protein family member 11B-like 70.73745 0.0476575 -0.1214252 0.1008147 -0.1737334
GB46537 cell death-related nuclease 6 isoform X1 70.64259 0.0845914 -0.0773749 0.0483848 0.2116229
GB55909 uncharacterized protein LOC725992 isoform X1 70.56496 -0.3152749 -0.1171764 0.8843745 -0.0457715
102656840 probable cyclin-dependent serine/threonine-protein kinase DDB_G0292550-like 70.50464 -0.4002282 0.2248767 0.1535262 0.0438474
GB42872 G1/S-specific cyclin-E 70.25337 0.1914332 0.3032163 -0.0240269 0.2118319
GB53943 tRNA methyltransferase 112 homolog 70.18889 0.0370066 0.1885109 -0.2325104 0.1581564
GB45525 kin of IRRE-like protein 3-like isoform X2 70.04210 -0.9642374 -0.1422867 0.1615934 0.0941893
100577213 tumor necrosis factor receptor superfamily member 10B-like 70.01077 -1.1452914 -0.1691454 0.5108142 -0.1780156
GB50990 protein FAM76A-like isoform X3 69.28323 0.3229110 0.0016474 0.1488574 0.0778880
GB45815 SCY1-like protein 2-like isoform X2 69.10924 -0.0667885 -0.0596507 -0.4399345 0.4220746
GB40781 fibroblast growth factor receptor substrate 2-like 68.90474 -0.3171705 0.2331021 0.7553513 0.0572574
GB47057 protein tramtrack, alpha isoform-like isoform X7 68.79220 -0.2612772 0.0269970 0.0671450 0.3998210
GB51817 glucose dehydrogenase [FAD, quinone] 68.69944 -2.5637785 0.7384892 0.3225832 0.1556621
GB43825 lysosomal aspartic protease 68.47974 0.6021461 0.0937831 0.8615854 1.8961223
GB40871 protein bric-a-brac 1-like 68.31938 -0.4667468 0.0246127 1.0435273 0.0889583
GB55299 serine/threonine-protein kinase PAK mbt isoform X3 68.09970 -0.1574919 0.1371840 0.0997319 0.0408209
GB41414 titin-like isoform X3 67.97853 0.2227736 -0.3134406 0.7665292 0.4024970
GB47470 cadherin-related tumor suppressor 67.92032 -1.2828778 0.0599174 0.6093695 -0.6214463
GB45841 ras guanine nucleotide exchange factor P-like isoform X2 67.56666 0.2774367 -0.0055298 0.0624082 -0.0653708
GB54522 Bardet-Biedl syndrome 2 protein homolog isoform X2 67.19257 0.1878212 -0.1241067 0.3689639 -0.0461029
GB51515 uncharacterized LOC100577174, transcript variant X4 66.92524 0.0487011 0.1238639 0.0958852 -0.0929412
GB44462 cytochrome c oxidase subunit 5A, mitochondrial 66.92109 -0.3791897 -0.2157607 0.6898045 0.1789873
GB52039 hairy/enhancer-of-split related with YRPW motif protein 1-like isoform X4 66.83893 -0.7086989 -0.1028304 0.2043076 -0.0668303
GB50050 ADP-ribosylation factor-like protein 3-like 66.79205 -0.0761433 -0.1824594 0.0229471 0.1313307
GB52504 lachesin-like isoform X4 66.46035 -0.4024399 0.4698165 0.0810441 -0.3807297
GB49115 probable low affinity copper uptake protein 2-like isoform X1 66.20512 -0.2712830 -0.1177837 -0.3492182 0.1590764
GB53788 tyrosine-protein phosphatase non-receptor type 9-like isoform 1 66.09907 0.0665039 0.1117453 0.4406215 0.2292932
GB47804 peptidoglycan-recognition protein LB isoform X2 65.95727 0.0098779 -0.0007363 0.1696490 0.0098228
GB55486 histone lysine demethylase PHF8-like isoform X3 65.60089 0.1421111 -0.0346205 0.1656952 0.0461724
GB51014 EF-hand domain-containing protein CG10641-like isoform X2 65.28955 0.3613154 0.1724833 -0.0378858 -0.0103540
GB51418 uncharacterized protein LOC725844 65.26256 0.1521675 -0.1600204 0.8616428 0.0348054
GB54359 uncharacterized protein LOC726251 isoform X1 65.24457 0.8501316 -0.1421378 -0.0264114 -0.0572257
GB42894 disheveled-associated activator of morphogenesis 1 isoform X1 65.08864 0.0387441 -0.1185047 0.4577864 0.1485406
GB42330 protein DPCD-like 64.81360 0.2873032 0.1494385 -0.0708865 0.1086516
GB54886 LOW QUALITY PROTEIN: protein GDAP2 homolog 64.72424 0.2352555 -0.0471316 0.0839623 -0.4307745
102655356 thyrotropin-releasing hormone receptor-like 64.71649 0.4707057 0.3582825 0.2926145 0.3059052
102656439 adenosine deaminase CECR1-like 64.65076 -0.1502085 -0.0463265 1.2832897 -0.2414131
GB18327 pyrokinin-like receptor 2 64.49841 -0.7115854 -0.3042653 0.0385518 -0.1267117
GB52279 neurexin 1 precursor 64.30439 -0.9448179 0.2203311 0.4762512 0.4204253
GB45547 uncharacterized protein LOC726958 64.29820 0.2933015 -0.0472358 0.2176309 0.2077648
GB45870 uncharacterized protein LOC551818 63.89730 -0.1902776 0.0532255 0.3610019 0.1820232
GB55531 rab11 family-interacting protein 1 isoform X2 63.84537 0.2097737 -0.0089849 0.0953808 -0.0312325
102655904 DNA-directed RNA polymerases I, II, and III subunit RPABC3-like isoform X6 63.81509 0.3877567 -0.0725608 0.2238133 -0.0798492
GB50181 RCC1 domain-containing protein DDB_G0279253-like 63.56678 0.1525277 -0.0392366 0.0951083 -0.1963366
GB50525 serine/arginine repetitive matrix protein 2-like isoform X3 63.48967 -0.2321031 -0.1337802 0.1990983 -0.1474399
GB47185 uncharacterized protein LOC551433 63.48035 -0.9903041 -0.9239763 0.2812161 0.0699502
GB47838 flocculation protein FLO11-like 63.33045 -0.6459520 -0.3086387 1.0126782 -0.3385289
GB44072 E3 ubiquitin-protein ligase TRIM9 isoform X2 63.24766 -0.7105547 0.1197700 0.3339203 -0.1632030
GB42062 uncharacterized protein LOC724563 63.01870 -0.0159379 -0.2795829 0.2090740 0.2098259
GB40876 pleckstrin homology domain-containing family J member 1-like 62.95027 -0.3288025 0.1302610 -0.0356572 0.1944279
GB44045 protein croquemort isoform X6 62.79329 -0.2163677 0.0159170 -0.2992615 0.0330013
GB41975 cyclin-Y 62.61946 -0.2421144 0.0363458 -0.0614363 0.1393621
GB45875 G-protein coupled receptor Mth2-like isoform X2 62.43391 0.3817644 -0.1509732 0.8212698 0.3126977
724832 innexin inx2 61.70746 0.1517293 0.1934897 -0.3190546 0.1470327
GB46541 B(0,+)-type amino acid transporter 1-like isoform X2 61.50690 0.0683294 -0.0225892 0.2508287 -0.1600118
GB49738 photoreceptor-specific nuclear receptor isoform X1 60.92910 0.2406627 -0.2892613 0.1619275 -0.2571818
GB52417 spatacsin, transcript variant X2 60.76413 -0.2159015 -0.0688343 1.1431620 0.0780870
GB49655 uncharacterized protein LOC726100 isoform X1 60.68510 -0.0398938 -0.0207831 -0.0073220 0.2094088
GB43909 plasma membrane calcium-transporting ATPase 3 isoform X1 60.42327 -0.0717766 -0.0683675 0.0439869 -0.0410479
GB42412 tubulin delta chain-like 59.98401 -0.8131011 -0.1104493 0.0222230 0.0381230
GB49807 cell cycle checkpoint protein RAD1 59.59164 -0.1794221 0.0652831 0.1917067 0.2196132
GB50620 peptidyl-prolyl cis-trans isomerase-like 59.18989 0.0163374 0.0346210 -0.1198109 0.2204073
GB43130 single Ig IL-1-related receptor-like 58.93308 0.1697364 0.2185858 -0.0188302 -0.2928417
GB50648 serine proteinase stubble isoform X1 58.74000 -0.9247339 -0.0887801 0.3230406 0.4094308
GB52947 protein mesh-like isoform X2 58.65355 0.6160398 0.1705780 0.1355985 0.2805696
GB41734 reversion-inducing-cysteine-rich protein with kazal motifs isoform X2 58.58734 -0.5098348 0.0544886 0.2156190 0.1059428
102656594 uncharacterized protein LOC102656594 58.46945 0.1010416 0.0056006 0.3214435 0.0087650
GB46060 UPF0501 protein KIAA1430 homolog 58.30671 0.0252131 0.1278140 0.2153479 -0.1359132
GB41591 putative glucose-6-phosphate 1-epimerase-like 57.82898 0.2733866 0.1734465 0.1066729 0.2132363
GB46376 protein LSM14 homolog A isoform X1 57.77768 -0.0359011 0.2511789 0.0581416 0.2918125
GB51736 tweedle motif cuticular protein 2 57.41328 -0.1708556 0.3323590 0.1818311 0.4852333
GB42758 forkhead box protein D3-like 57.21339 -0.2353991 -0.0105576 0.0915022 -0.1879695
GB40799 protein HOS4-like isoform X1 57.07600 -0.0929235 0.0652953 0.4530388 0.1594375
GB54778 CAD protein isoform 1 56.94917 -0.1316537 0.1638002 0.8838453 -0.3362347
GB44464 ubiquinone biosynthesis protein COQ7 56.73898 0.2628560 0.0480824 0.1787419 -0.1173611
GB52756 apyrase precursor 56.41373 -0.0832512 -0.1085466 0.0584467 0.0602014
GB53625 uncharacterized protein LOC411622 56.37878 0.1395023 -0.2898437 0.1560606 0.0324178
GB45073 fibrillin-2-like 55.38762 -0.2637609 -0.3453368 0.7762066 -0.6774509
GB51613 uncharacterized protein LOC408570 isoform X1 55.33685 0.5553386 -0.1551220 1.0905932 0.5852404
GB54268 nicotinate phosphoribosyltransferase-like isoform X3 55.13134 0.0151011 -0.0255891 -0.0575809 0.0197632
GB49416 protein msta, isoform A-like isoform X3 54.01849 0.0159441 -0.1873364 0.5657615 -0.5931037
GB46398 thyrotroph embryonic factor isoformX1 53.62674 -0.9310904 0.2375295 -0.0979614 -0.0104330
GB55516 bone morphogenetic protein 2-B isoform X2 53.33755 -0.0057689 0.0401956 0.2185907 0.5014711
GB51331 tektin-4-like 53.26269 0.2398246 -0.1448660 -0.0114410 0.1740892
GB45403 innexin inx1-like 53.22721 0.0057850 0.1700522 0.2551215 0.0874559
GB47970 alpha-aminoadipic semialdehyde synthase, mitochondrial 53.22618 0.0036304 -0.0962658 0.0137247 0.0340244
GB52700 uncharacterized protein LOC410520 53.18054 -1.5603852 -0.0460095 -0.0763453 -1.0769759
GB54499 molybdenum cofactor sulfurase-like isoform X3 53.06893 0.0290549 -0.0719749 0.0700159 0.1118500
GB51938 leucine rich repeat G protein coupled receptor 53.01662 -0.4037629 0.5053746 0.1885290 0.0499168
GB49862 uncharacterized protein LOC724773 isoform X1 52.85923 -0.5242188 -0.2540650 0.1607607 -0.2321009
GB50257 uncharacterized protein LOC408508 isoform X1 52.80735 -0.0362760 0.1809520 -0.4082392 0.2420318
GB50129 tektin-3-like 52.58387 -1.0760862 -0.3458620 1.3452251 0.0724621
102656337 mitotic spindle assembly checkpoint protein MAD2A-like isoform X1 52.34531 0.2786206 0.1718437 -0.0561645 0.3612307
102653588 cleavage and polyadenylation specificity factor 73-like 51.69641 -0.1388123 -0.0529202 1.9604224 -0.1036728
GB43158 nuclear pore complex protein Nup205 51.15607 0.0531488 0.1495736 0.8006445 0.0622148
GB51560 histone-lysine N-methyltransferase 2D-like isoform X1 51.14060 0.5870860 1.1297587 0.5931453 -0.0850856
GB54295 beta-1-syntrophin isoform X3 51.07129 -0.5961330 0.2034047 -0.8783025 -0.4991127
GB50745 sphingosine kinase 2-like isoform X3 51.02808 0.0362962 -0.1725146 0.2085656 -0.1847709
GB47849 pyrroline-5-carboxylate reductase 2-like isoform X2 50.91214 -0.0079302 -0.2430339 0.0248888 0.6111611
GB40437 adenomatous polyposis coli protein-like 50.52433 -0.4570451 0.0825313 -0.0379912 -0.1944207
GB55505 open rectifier potassium channel protein 1-like 50.45895 -0.1804009 -0.1825428 0.1016832 -0.0514651
GB52791 ammonium transporter 1-like 50.26889 -0.6510191 -0.0709328 0.2307484 0.2822120
100578205 uncharacterized protein LOC100578205 50.23934 -0.9996975 0.1679468 -0.2736439 0.5058984
GB48271 broad-complex isoform X10 50.19891 -0.3264123 -0.9120557 0.3661601 0.3676537
GB42812 uncharacterized SDCCAG3 family protein-like 49.48408 -0.0537222 -0.1026573 -1.0757927 0.0419329
GB52614 REST corepressor 3 isoformX2 49.11374 0.4039927 0.1530866 0.1275605 0.1361707
GB43877 aquaporin AQPcic-like isoform X2 48.97815 0.2743879 0.1263906 0.3627980 -0.0080933
GB48543 uncharacterized protein LOC100577936 isoform X5 48.83182 -0.4903594 -0.2120898 -0.1008715 -0.2597354
GB41027 BAG family molecular chaperone regulator 2-like 48.74667 0.2521315 0.0389659 -0.3967533 0.0917787
GB41583 cysteine-rich PDZ-binding protein 48.72062 0.1588802 0.0457086 0.1889442 0.3023709
GB41296 uncharacterized protein LOC100578542 precursor 48.66540 0.1464229 -0.3591324 1.7522270 0.2166730
GB54239 zinc finger protein 853 isoform X6 48.40169 0.3000663 -0.0687687 -0.0055985 0.0456838
100577273 uncharacterized protein LOC100577273 48.19120 0.1279529 0.7481239 0.1511708 -0.2342699
GB44163 transmembrane and TPR repeat-containing protein CG4341-like isoform X1 47.99393 0.1886519 0.0920604 0.1520100 0.1803761
GB41760 lipase 3-like 47.86088 0.1987229 0.4916942 0.3682522 0.3250953
GB48086 uncharacterized protein LOC551512 47.61673 0.1452494 0.0096495 0.0682472 0.0422986
GB49149 neurogenic locus Notch protein isoform X3 47.48812 -0.2222969 0.2137294 -0.0012329 -0.1195830
GB41115 Kv channel-interacting protein 1-like isoform X5 47.39684 -1.0616212 0.1832864 0.3516676 -0.4092668
102655819 extensin-like 47.27870 -0.4510156 -0.9163967 0.9484551 -0.2868919
GB44043 uncharacterized protein LOC724216 47.14662 0.5168608 -1.3710471 0.6925880 -0.5326878
GB44829 bifunctional purine biosynthesis protein PURH-like isoform X2 46.74025 -0.0006758 -0.0501562 0.4026800 0.0861745
GB48446 interferon regulatory factor 2-binding protein-like B-like 46.68582 -0.0672429 0.0519734 0.2015959 -0.9135980
GB44170 intraflagellar transport protein 43 homolog isoform X4 45.89960 0.1172748 0.0179837 0.5435114 -0.1708747
GB55834 uncharacterized protein LOC726282 45.59171 0.1360734 0.4479348 0.7575685 -0.0757016
GB41182 proton-associated sugar transporter A-like isoform 1 45.27011 0.4659433 -0.0092487 0.0615205 -0.2746701
GB50113 mitogen-activated protein kinase kinase kinase 15-like isoform X3 43.84136 0.6085096 -0.0682533 0.1691411 0.2290563
102656841 WD repeat-containing protein WRAP73-like 43.10688 -0.4081065 0.0389685 -0.5288194 0.0535406
GB50094 MMS19 nucleotide excision repair protein homolog 42.87412 -0.0697374 -0.2026910 0.2241561 -0.3217248
102655306 uncharacterized protein LOC102655306 41.89924 -0.8361760 0.4347175 0.4053602 -0.0115265
GB46663 uncharacterized protein LOC410375 isoform X2 41.85294 0.1848931 -0.0531352 0.0263710 0.0658579
GB50402 uncharacterized protein LOC412801 41.66312 -0.3061277 -0.2847435 0.5059297 -0.3866755
GB46296 slit homolog 1 protein-like 41.11175 -0.0344174 0.0044020 -0.1650275 0.0422088
GB48694 probable inactive protein kinase DDB_G0270444-like isoform X2 41.00674 -0.9867388 0.1988047 0.2814439 0.2802956
GB44577 solute carrier family 35 member G1-like 40.87708 -0.3001515 -0.0023463 0.8842170 NA
GB47635 suppressor of variegation 3-9 isoform X2 40.78175 0.1472413 0.0664006 0.2667078 0.0347691
GB47199 bifunctional methylenetetrahydrofolate dehydrogenase/cyclohydrolase, mitochondrial isoform X2 40.66767 -0.0412714 0.0275652 0.1725019 -0.2279684
GB49794 uncharacterized protein LOC100577530 isoform X3 39.72344 -0.2210553 0.0912312 0.2545806 -0.0680889
GB54817 muscle-specific protein 20 39.53068 0.5054273 -0.1022903 0.3433915 0.0893511
GB47579 vesicular glutamate transporter 3 isoform X2 39.00617 -0.0788585 -0.2609606 0.1051467 -0.0942900
GB52517 oxysterol-binding protein-related protein 1-like isoformX1 38.94730 -0.0648616 0.0327672 0.3061130 0.0098350
GB54765 cytochrome P450 18a1 35.95987 -1.0594604 0.0586940 0.0430433 -0.5771207
GB44783 putative GTP cyclohydrolase 1 type 2 Nif3l1-like 35.90006 0.3311548 0.0178708 0.0138595 1.0805774
GB50763 arrestin domain-containing protein 2 35.76708 -0.1285922 0.0395234 0.1553251 -0.7556396
GB19642 troponin C type IIa 35.62903 0.4253569 -0.5991469 0.2855267 0.1694526
GB43860 protein ELYS-like isoform X3 35.55157 -0.3521961 0.0626613 0.4992968 -0.1149052
GB51013 T-related protein-like isoform X2 35.36915 0.2661110 -0.3048160 0.3234008 -0.7060438
GB45344 probable phosphatase phospho2-like 35.31529 0.5535069 -0.0146228 0.1994171 -0.1196679
GB13325 chemosensory protein 6 precursor 34.92767 0.8386459 -0.0081968 0.1835364 0.7685853
GB49079 estradiol 17-beta-dehydrogenase 8-like 33.90588 0.5773511 -0.0851843 -0.4223868 0.0102120
GB50845 uncharacterized protein LOC725891 isoform X5 33.63126 1.1653787 -0.3772206 0.4313499 0.2741969
GB46437 histone chaperone asf1 33.55454 -0.2510559 0.2098430 0.2038942 0.0779987
GB46286 zinc carboxypeptidase A 1-like isoform X1 33.38593 0.4642732 0.3880605 0.4536903 -0.2305250
GB50062 sulfotransferase 1C4-like 33.34935 -0.4984718 -0.7360999 0.1208885 1.2023152
GB45076 transcription factor Sox-21-B-like 32.98055 -1.4364426 0.8753540 0.6971990 -0.5555090
GB48028 circadian locomoter output cycles protein kaput 32.81373 0.0999370 -0.1207097 -0.2512987 0.1248088
GB42300 uncharacterized protein LOC100577920 32.66700 -0.6277404 0.0516783 0.2900979 0.2462532
GB48270 uncharacterized protein LOC100577045 isoform X1 31.61988 0.6296575 -0.0395377 0.3347949 0.1779517
GB44913 fringe glycosyltransferase isoform X1 31.44783 0.6965961 0.0329426 0.1261872 0.2355285
GB49541 zinc finger SWIM domain-containing protein 8-like isoform X3 31.36059 -0.0863004 0.1482970 -0.3694119 0.0822621
GB47805 peptidoglycan-recognition protein S2 isoform X1 30.43869 0.5130847 0.0102949 -0.0542260 0.3830162
GB41695 transcription factor Sox-10-like isoform X1 30.15929 -0.1617476 -0.2052570 0.0879113 -0.4831547
GB51292 homeobox protein H90 29.95961 -1.5717484 0.2605334 -0.2242671 0.0479805
GB52040 popeye domain-containing protein 3-like 28.47698 -0.6500925 -0.2791416 0.2676382 0.0385765
GB53025 sister chromatid cohesion protein DCC1-like 24.61047 -0.2549911 0.2814634 -0.1452519 0.3348280
102655272 NHP2-like protein 1-like 23.81786 0.7631749 0.1487093 -1.6188682 0.0676269

Module 2

Table S27: List of all the genes in Module 2, ranked by their within-module connectivity, \(k\). The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(2)
saveRDS(gene_list, file = "supplement/tab_S27.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB43105 casein kinase II subunit alpha isoform X6 82.779541 0.3899105 0.0790337 0.0091448 0.0169172
GB40946 serine/threonine-protein phosphatase 2A 65 kDa regulatory subunit A alpha isoform-like isoform X1 80.538588 0.4085220 0.0719860 0.0454678 0.0178463
GB45257 ubiquitin-conjugating enzyme E2 L3-like isoform 2 80.094381 0.3617777 -0.0299000 -0.0057910 0.1267934
GB53180 importin subunit alpha-3 79.075096 0.5678582 0.0364811 -0.0212055 -0.0225912
GB53723 cytoplasmic tRNA 2-thiolation protein 1-like 78.714595 0.0514981 0.0446512 0.0289127 0.0386278
GB43750 prefoldin subunit 5-like 77.478531 0.5561579 0.1149251 -0.0003891 0.0341238
GB43742 thioredoxin 1-like 1 isoform 1 77.173530 0.4209603 -0.0210857 0.2473120 -0.0689485
GB51414 mRNA export factor-like 76.222672 0.4047987 0.0893679 -0.1083921 0.0576379
GB40429 ras-related protein Rab-11A isoform X1 75.954541 0.2469198 -0.0608410 -0.3090996 0.0560599
GB46322 electron transfer flavoprotein-ubiquinone oxidoreductase, mitochondrial isoform X2 74.438935 0.3642614 -0.1334926 -0.1350087 0.1225978
GB45181 probable Bax inhibitor 1 74.401365 0.4470905 -0.0666689 -0.1669489 -0.2705991
GB53311 neuralized-like protein 2-like 72.979406 0.7559364 -0.0231900 0.5787808 0.0139633
GB55232 3-hydroxyacyl-CoA dehydrogenase type-2-like 72.680153 0.6767801 0.0350239 -0.1210798 0.2163465
GB45127 transmembrane 9 superfamily member 4-like isoform 1 72.448290 0.2315142 -0.0807298 -0.1055090 -0.0041899
GB51710 eukaryotic initiation factor 4A-like isoformX2 72.193983 0.3309664 -0.0062636 0.2603149 0.3071035
GB50369 ankyrin repeat and FYVE domain-containing protein 1-like isoform X3 71.979643 0.2708422 0.0356164 -0.7052720 0.0465993
GB56034 nuclear migration protein nudC-like 71.171411 0.5010790 0.0665033 0.0234851 0.0770466
GB45752 ubiquitin-conjugating enzyme E2 N 69.697025 0.4236299 0.1418321 0.0016739 0.5385159
GB49192 ribosomal RNA small subunit methyltransferase NEP1-like 69.453530 0.3097282 0.0144822 -0.1003551 0.0004354
GB55434 rab GDP dissociation inhibitor beta 68.379381 0.3532497 0.0506273 -0.1635366 -0.3187517
GB50080 calmodulin-like protein 4-like 68.210793 0.6356881 0.0852815 -0.0993701 -0.0554956
GB48487 xylosyltransferase oxt 68.192030 0.3098182 -0.0137376 -0.0434064 0.0144619
552579 proteasome subunit beta type-3-like 67.350603 0.4186865 -0.0716817 -0.1044372 0.0315463
GB44693 complement component 1 Q subcomponent-binding protein, mitochondrial-like 67.275201 0.0634121 0.1181245 -0.0278215 0.0880520
GB51009 T-complex protein 1 subunit delta-like isoform 1 66.897641 0.6491909 0.0219451 0.0734191 -0.0577987
GB44312 hydroxyacylglutathione hydrolase, mitochondrial-like isoform X2 66.474024 0.4281245 -0.0354899 -0.0453722 0.0527255
GB48369 lysM and putative peptidoglycan-binding domain-containing protein 1-like isoform X2 66.443097 0.3609862 -0.0933002 -0.0076084 0.1088149
GB53382 cytosolic Fe-S cluster assembly factor NUBP1 homolog isoform X1 66.352637 0.4559343 -0.0619590 -0.0181799 0.0431696
GB47478 glutathione peroxidase-like 1 65.944626 0.2031135 -0.0122454 -0.2598539 -0.3733075
GB51333 coatomer subunit gamma isoform X3 65.732174 0.4601223 0.0981151 -0.0742245 -0.0280520
GB50731 ragulator complex protein LAMTOR1-like 65.449433 0.5385336 0.1081764 0.8160667 -0.0406650
GB51065 40S ribosomal protein S10-like isoform 1 65.323225 0.6008137 0.0628584 -0.2291556 -0.0091458
GB45285 eukaryotic translation initiation factor 3 subunit F-like 65.166123 0.5837586 0.0345384 0.0428350 -0.0349192
GB53349 proteasome subunit alpha type-3 64.904659 0.3093979 -0.0735537 -0.1904000 -0.1817445
GB49597 eukaryotic translation initiation factor 4B-like 64.753478 0.4181901 0.0397658 -0.0731381 0.1006943
GB55568 short-chain specific acyl-CoA dehydrogenase, mitochondrial isoform X1 64.411735 0.4896179 -0.0348562 0.0069892 -0.1003224
GB55572 S-phase kinase-associated protein 1 isoform 1 64.297278 0.1502337 0.0103900 -0.3256861 0.0396846
GB45047 proteasome subunit beta type-7-like 64.215028 0.3781791 -0.0678040 0.4018756 -0.0769933
GB45354 V-type proton ATPase subunit d isoform X1 63.727478 0.3323942 -0.0317595 0.0216173 -0.0028670
GB44576 ester hydrolase C11orf54 homolog 63.638054 0.1890940 -0.0014018 0.2807424 0.2776325
GB48072 eukaryotic translation initiation factor 3 subunit M 63.521086 0.3070557 0.0892132 0.0210727 0.0951780
GB50598 aldose reductase-like isoform 1 63.496085 0.5400739 0.2243442 -0.0377091 -0.2016640
GB51072 40S ribosomal protein S4-like isoform 1 62.457789 0.6691693 0.0755220 -0.1558421 -0.1441905
GB48916 charged multivesicular body protein 6-like 62.202785 0.2544770 0.0432777 -0.1154126 -0.0473375
GB48669 neutral and basic amino acid transport protein rBAT isoform X3 62.107824 0.2328783 -0.0290059 0.0726677 0.0858647
GB41358 elongation factor 1-alpha 61.731114 0.8151329 0.0700644 -0.2097850 NA
GB51497 DNA-directed RNA polymerase II subunit RPB11 61.629369 0.2523410 -0.0415946 0.0144893 0.0995764
GB41664 group XIIA secretory phospholipase A2-like isoform X1 61.328010 0.2658127 -0.0302407 0.0560136 0.0996414
GB44755 eukaryotic translation initiation factor 4E type 3-A-like 61.144935 0.1038005 0.1238230 0.0373720 -0.6723524
GB55625 NEDD4 family-interacting protein 1-like 60.731413 0.5654293 -0.0125876 -0.0039550 0.0090174
GB43147 proteasome subunit beta type-2-like isoform 1 60.664909 0.3079746 -0.1349309 -0.0459174 0.0588287
GB40653 60S ribosomal protein L24 60.471702 0.5381179 0.0425044 -0.1804111 0.1994310
GB54784 ATP-dependent RNA helicase DDX42-like isoform X2 60.315962 0.2414669 0.0847043 -0.0247280 0.0133743
GB47655 protein AAR2 homolog 60.035350 0.3305521 0.1761220 -0.0186990 -0.0660279
GB55420 programmed cell death protein 6-like isoform 3 59.941234 0.5828077 -0.0819480 0.0200568 0.8212542
GB43852 ubiquitin-like protein 4A-like isoform 2 59.610870 0.3051302 0.0387012 -0.0238347 0.1142672
GB40539 40S ribosomal protein S20 59.556613 0.5181401 0.0718535 -0.1277454 -0.0451962
GB55639 40S ribosomal protein S3 58.751362 0.6660898 0.0144752 0.1362449 -0.0812502
GB50057 dihydroorotate dehydrogenase (quinone), mitochondrial-like 58.648425 0.1933239 -0.0531178 0.1113681 0.1511399
GB41363 26S protease regulatory subunit 6B isoform 1 58.459081 0.5410512 -0.0136308 -0.0270127 0.0203711
GB47998 AP-2 complex subunit mu isoform 1 58.347165 0.3301556 -0.0335771 -0.0048470 -0.5143606
GB42560 14-3-3 protein epsilon isoform X2 58.339471 0.5044700 0.0369770 0.1695536 -0.0780955
GB53626 myotrophin-like isoform 2 58.008840 0.5073563 0.1610072 -0.0604751 0.1382949
GB54379 cleavage stimulation factor subunit 1-like 57.944057 0.5957286 0.1892855 0.0290971 0.0109216
GB44704 flavin reductase (NADPH)-like 57.916538 0.2107071 0.0867890 0.0238738 -0.0130074
GB46420 eukaryotic translation initiation factor 3 subunit I isoform X1 57.072059 0.5630588 0.1272195 -0.0568560 0.0321002
GB45018 prolactin regulatory element-binding protein-like 56.995307 0.3388228 0.0271635 -0.0186523 -0.0721073
GB45880 ubiquinone biosynthesis protein COQ4 homolog, mitochondrial-like isoform X3 56.946969 0.2255158 -0.0648247 0.0143367 0.0134140
GB50333 40S ribosomal protein S6-like 56.907873 0.3803377 0.2920983 -0.0166515 0.0469258
410306 ADP-ribosylation factor 2-like 56.596623 0.3596849 0.0122742 -0.0693314 -0.0121140
GB54211 protein DJ-1-like 56.344516 0.3136343 0.0014124 0.7698125 0.0166411
GB40576 60S acidic ribosomal protein P0 isoform X2 56.090846 0.7419921 0.1036318 -0.0189775 0.1186527
GB41211 ATP-binding cassette sub-family E member 1 55.949884 0.7874174 0.0996597 -0.0588728 -0.0078862
GB40414 protein SMG8-like 55.864277 0.1311333 0.0260062 0.3267312 -0.0158654
GB48810 60S ribosomal protein L8 55.819919 0.5374155 0.0864496 0.0594938 0.0886045
GB18750 T-cell immunomodulatory protein isoform X1 55.698119 0.4093780 0.0152509 -0.0393054 -0.0955995
GB42679 40S ribosomal protein S8 55.513452 0.2985759 0.0726029 -0.1494389 0.1072492
GB52728 prohibitin-2-like 55.364673 0.2622934 0.0968903 0.0467469 0.0321292
GB54797 brahma-associated protein of 60 kDa-like isoform X2 55.360103 0.3609989 0.0245313 -0.1375910 0.0428848
GB46540 cytochrome b5-like isoform X2 55.297320 0.4561460 0.1260684 -0.1412306 0.0714888
GB45171 SUMO-conjugating enzyme UBC9 isoform X2 55.126919 0.5777018 -0.0071439 -0.0952634 0.0741116
GB47103 elongation factor 1-beta’ 55.076449 0.3100352 0.0947439 -0.0233222 0.2622463
GB52116 60S ribosomal protein L36 isoform X2 54.840113 0.5609103 0.0633467 0.0034544 -0.0399395
GB42537 40S ribosomal protein S15 54.821238 0.7335142 0.0675785 -0.0002162 0.0342294
GB54747 26S proteasome non-ATPase regulatory subunit 11-like 54.722684 0.3825784 -0.0310609 -0.1317055 -0.0194236
GB54973 selT-like protein-like isoform 1 54.677274 0.6929597 -0.0817881 0.0294361 -0.0229722
GB43392 guanine deaminase-like 54.428508 0.2595250 -0.0557265 0.2379932 -0.6192207
GB54814 60S ribosomal protein L31 isoform 1 54.369542 0.7211279 0.0815471 -0.0702305 -0.1517580
GB40718 thioredoxin reductase 1 isoform X1 54.110820 0.3976980 -0.0923669 0.1908874 0.0141603
GB46888 alpha-methylacyl-CoA racemase-like 53.922636 0.4389072 -0.1826352 -0.6123075 -0.1119572
GB55901 ribosome biogenesis protein NSA2 homolog isoform X1 53.877207 0.4878904 -0.0036286 -0.0417069 -0.0789324
GB53402 calcineurin B homologous protein 1 53.641579 0.3779003 -0.1525626 -0.1477300 -0.1176049
GB45856 protein GPR107-like isoform X4 53.484790 0.4014230 -0.0503593 -0.1783136 0.0155807
GB53849 segment polarity protein dishevelled homolog DVL-3 isoform X2 53.479444 0.4988536 0.0988280 0.0008910 0.8151443
GB47925 coatomer subunit beta 53.402838 0.5520184 0.1110889 -0.0674825 0.3316757
GB52694 proteasome subunit beta type-4-like 53.270162 0.5807396 -0.0642302 -0.1116811 -0.0137662
GB49377 40S ribosomal protein S3a 53.267539 0.5013839 0.0272403 0.2853204 0.0019517
GB44997 palmitoyltransferase ZDHHC5-like isoform X1 52.976965 0.1054200 0.1607361 0.0125694 0.0378256
GB50652 T-complex protein 1 subunit epsilon 52.915369 0.7727276 0.1218119 -0.4867803 0.0174350
GB53360 V-type proton ATPase subunit D 1-like isoform 1 52.782785 0.1923389 -0.0209061 0.0346521 0.6134235
GB51033 E3 ubiquitin-protein ligase parkin-like isoform 1 52.691442 0.2712819 -0.0369253 -0.0357602 0.0192391
GB51683 annexin-B9-like isoform X1 52.637726 0.5436988 -0.0376760 0.0689681 -0.0325108
GB50158 60S ribosomal protein L4 isoform 1 52.599917 0.7484971 0.1027183 0.1668092 0.1127432
GB55011 eukaryotic translation initiation factor 3 subunit K-like 52.504836 0.3517346 0.0330282 -0.0599971 0.0271320
GB44749 60S ribosomal protein L9 52.408203 0.6183303 0.0584793 -0.1931285 0.1710115
GB42036 protein SEC13 homolog isoform X2 52.387806 0.4850137 0.0510745 0.0181188 0.8574785
GB45261 mannose-1-phosphate guanyltransferase beta-like 52.324926 0.4964924 0.0599660 0.0055369 -0.0066053
GB47880 superoxide dismutase 1 52.265335 0.4669031 -0.3461375 -0.0193634 -0.3238591
GB40341 uncharacterized protein LOC413618 52.059747 0.1733059 0.0828853 -0.0880786 0.0376459
GB54183 DNA-directed RNA polymerases I, II, and III subunit RPABC2-like 51.823221 0.2400619 0.0464102 -0.1435838 0.1383333
GB44160 protein dpy-30 homolog 51.691222 0.6329524 0.1202659 -0.1786552 -0.0467911
GB45369 receptor of activated protein kinase C 1, transcript variant X3 51.674572 0.6061490 0.0987082 0.0099143 -0.1744317
GB50870 39S ribosomal protein L41, mitochondrial 51.531271 0.0882601 0.0205089 -0.0402980 0.0514872
GB43559 60S ribosomal protein L3 51.530487 0.6010300 0.1141575 0.0020165 0.1404949
GB50519 transmembrane emp24 domain-containing protein eca-like 51.316906 0.7096674 0.0156954 0.3864642 -0.8619462
GB48536 T-complex protein 1 subunit beta-like isoform 1 51.251431 0.7461775 0.0972661 0.0278174 -0.0214331
GB51889 vesicle-trafficking protein SEC22b-B-like isoform X1 51.132352 0.4296799 -0.0444747 -0.0715219 0.0663911
GB53974 probable RNA helicase armi 51.115561 0.1423549 0.2440794 0.5106117 0.1041671
GB54854 proteasome maturation protein-like 51.069422 0.5228479 -0.0802985 -0.0483899 -0.0077136
GB50455 ubiquitin-conjugating enzyme E2-17 kDa-like 51.033981 0.6761680 0.0520493 0.0526095 0.2928392
GB53799 proteasome subunit alpha type-2 50.979772 0.6359607 -0.0960932 -0.1479950 -0.0181309
GB42152 puromycin-sensitive aminopeptidase isoform X3 50.954882 0.1569441 0.0437223 -0.0293714 -0.0880934
GB42810 uncharacterized protein C7orf26 homolog 50.806485 0.4203041 -0.0287058 -0.0536175 0.0291954
GB50917 60S acidic ribosomal protein P1 50.680174 0.6271819 0.0677499 0.0325577 0.1420895
GB43466 retinol dehydrogenase 11-like 50.633644 0.3269587 -0.0443370 -0.0360959 0.1183058
GB51973 methionine aminopeptidase 1-like 50.380731 0.2620277 -0.0378810 0.0823959 0.0843747
GB54779 syntenin-1-like isoform X1 50.289759 0.4066501 -0.0324619 0.0160917 -0.0574747
GB47638 ER membrane protein complex subunit 3-like 50.175741 0.7047659 -0.0103128 -0.0468210 0.0482700
GB46750 40S ribosomal protein S16 50.099142 0.6200634 0.0900704 0.5508549 -0.4241530
GB45737 target of rapamycin complex subunit lst8-like 50.031832 0.4024227 0.1178256 0.0377706 0.1993536
GB52512 60S ribosomal protein L28 50.019615 0.7142262 0.0644402 0.3955537 -0.0487567
GB48150 actin-related protein 2/3 complex subunit 1A 49.842642 0.5254966 0.0383029 -0.0457504 -0.0498008
GB55748 exosome complex component RRP40 49.785262 0.3223877 0.1683391 -0.1277459 0.0471182
GB53219 40S ribosomal protein S17 49.704548 0.7418752 0.0967735 0.1160953 -0.2496817
409728 40S ribosomal protein S5 isoform X1 49.449695 0.9166193 0.0687048 0.1743880 0.1204288
GB51201 40S ribosomal protein S12 isoform X1 49.398062 0.7241416 0.0665665 -0.0115462 0.0278723
GB44039 malate dehydrogenase, cytoplasmic-like isoform 1 49.341750 0.5132430 -0.1385158 -0.0072436 0.1747652
GB55077 ras suppressor protein 1 isoform X2 49.163900 0.2799454 -0.1094379 0.0624915 0.0908027
GB46562 40S ribosomal protein S24-like isoform X2 49.143478 0.3207560 0.0310005 0.1096683 0.0507754
410017 protein OPI10 homolog 49.120658 0.5637709 0.0736794 -0.2682441 0.0110299
GB46776 40S ribosomal protein S11 isoform X1 49.040441 0.6238829 0.0884087 -0.0580724 -0.2446433
GB48309 uncharacterized protein LOC552534 48.952661 0.2012036 0.0296439 0.0455195 0.0495045
GB51038 60S ribosomal protein L23 48.907138 0.7391449 0.0806656 -0.1850061 -0.0270500
GB40232 peroxiredoxin 1 48.840666 0.7901203 0.1037701 0.4673685 0.2752115
GB41604 chloride intracellular channel exc-4 48.699728 0.2227495 -0.0207292 0.2289713 0.2574692
GB50356 60S acidic ribosomal protein P2 48.671273 0.8365958 0.0997759 -0.0280343 -0.0520760
GB53321 transmembrane protein adipocyte-associated 1 homolog isoform X1 48.633211 0.1024060 -0.0260643 0.0572123 1.0129798
GB50303 unc-112-related protein-like isoform 1 48.557126 0.0148390 -0.0282174 -0.0320966 -0.0198174
GB48630 JNK1/MAPK8-associated membrane protein-like 48.447486 0.1865434 0.1182197 -0.0520282 0.0503337
GB54184 bridging integrator 3 homolog 48.279512 0.2466236 0.0417203 0.0903113 0.0893227
GB47881 signal peptidase complex catalytic subunit SEC11A 48.132542 0.5259525 0.0728970 -0.0701575 0.6412736
GB51264 glutamine-dependent NAD(+) synthetase, transcript variant X3 48.094964 0.0142024 -0.0534230 -0.0001249 -0.0485017
GB41631 60S ribosomal protein L34 isoform X2 48.040862 0.5177244 0.1056566 -0.1693279 -0.1979203
GB52789 60S ribosomal protein L22 isoform 1 48.019156 0.5070319 -0.0093149 0.0130311 0.4249085
GB41198 CDGSH iron-sulfur domain-containing protein 2 homolog isoform X1 47.967191 0.3082537 -0.0667401 -0.0120996 0.0453404
GB52256 60S ribosomal protein L5 47.584566 0.3701003 0.0480082 -0.0066581 0.0173758
GB47689 deoxyhypusine hydroxylase-like 47.480226 0.2358357 0.0216275 0.9671095 0.2023949
GB44646 uncharacterized protein LOC100577295 47.302129 0.3302109 0.1785077 0.0911463 0.0268888
GB51031 uncharacterized protein LOC727650 isoform X1 47.280388 0.5050479 0.1136070 0.0952381 -0.0658795
GB55528 26S proteasome non-ATPase regulatory subunit 6-like 47.151562 0.3463811 -0.0554685 -0.2101987 0.0554781
GB55891 diphosphoinositol polyphosphate phosphohydrolase 1 47.112910 0.4242604 0.0298030 0.0465558 0.0249876
GB54243 LOW QUALITY PROTEIN: carbonyl reductase [NADPH] 1-like 46.880407 0.8190460 -0.0922616 0.5122605 0.0553386
GB52946 CCR4-NOT transcription complex subunit 7-like isoform X2 46.803434 0.4343569 0.1315751 0.0491481 -0.0073155
GB48172 GDP-mannose 4,6 dehydratase-like isoform X3 46.740558 0.3111105 0.1665557 -0.2324340 -0.1158285
GB44147 60S ribosomal protein L15 46.714214 0.4978002 0.0498709 0.2427027 -0.0199072
GB49750 leucine-rich repeat neuronal protein 1-like isoform X2 46.626903 0.6966922 0.1934088 -0.1826017 -0.0551242
GB40882 40S ribosomal protein S13 isoform X1 46.598165 0.4453960 0.1071488 -0.0564354 -0.0494756
GB44803 glutathione S-transferase omega-1 isoform X1 46.504648 0.7204112 0.1338771 -0.0209039 0.1151655
GB54165 signal recognition particle subunit SRP68 46.494918 0.3128175 0.0216995 -0.1242084 -0.2011966
GB49364 splicing factor U2af 38 kDa subunit 46.472765 0.5054174 0.0178074 0.6264466 0.1099871
GB51359 60S ribosomal protein L27a isoform X1 46.464438 0.7097672 -0.0024837 -0.1914487 -0.2088384
GB46774 dnaJ protein homolog 1-like 46.337676 0.1484461 0.1210105 -0.0467028 -0.1039836
GB51727 activator of 90 kDa heat shock protein ATPase homolog 1-like isoform 2 46.273632 0.4366550 0.0956855 -0.0363729 0.0126642
GB48886 protein YIF1B-like 46.028119 0.5613595 -0.1968543 0.6536449 0.0233382
GB47030 serine/threonine-protein phosphatase 6 catalytic subunit isoform 1 45.990010 0.4341155 0.0759850 -0.0504535 0.1418442
GB44927 DNA excision repair protein haywire isoform X2 45.979563 0.1517190 0.0417968 0.0208726 0.1384257
GB48261 116 kDa U5 small nuclear ribonucleoprotein component-like isoform 1 45.925218 0.2817736 0.1651438 0.7974310 -0.0546132
GB53247 transmembrane emp24 domain-containing protein-like 45.867920 0.5408780 -0.0406452 -0.0698274 -0.0735425
GB41362 H/ACA ribonucleoprotein complex subunit 1-like 45.853707 0.4084010 0.1768990 -0.1266717 -0.0936333
GB40395 transmembrane emp24 domain-containing protein bai 45.718197 0.3775638 0.0038366 -0.0011633 -0.0912656
GB44520 uncharacterized protein LOC552106 isoform X1 45.565831 0.5595378 0.1096068 0.2488975 -0.0783400
GB48750 F-box-like/WD repeat-containing protein ebi isoform 1 45.555075 0.5668867 0.1738535 -0.0462195 0.1490442
GB50513 dihydropteridine reductase isoform X1 45.519610 0.4696026 -0.0805356 -0.1389577 -0.0478528
GB44905 serine/threonine-protein kinase mTOR 45.440451 0.1399487 -0.0801889 0.0358749 -0.0938493
GB54343 10 kDa heat shock protein, mitochondrial-like isoform X1 45.414153 1.3670969 0.3058799 -0.1385513 -0.1028236
GB54131 uncharacterized protein LOC726184 45.096310 0.2581199 -0.0324977 0.0064764 -0.1899681
GB55288 O-acetyl-ADP-ribose deacetylase MACROD2-like isoform X3 45.010043 -0.0701100 0.0501111 -0.0148078 0.0669644
GB40513 GPI transamidase component PIG-S-like isoform X1 44.900368 0.2520018 -0.0029193 0.0565069 -0.0221804
GB41525 3-ketodihydrosphingosine reductase-like isoform 1 44.781531 0.3324147 -0.1206715 -0.0847338 -0.0189033
GB46375 ubiquitin-conjugating enzyme E2 variant 2-like isoform 1 44.762194 0.5367427 0.1156024 0.0835825 0.0435480
GB45624 diphthine synthase 44.598973 0.6656462 0.1686916 -0.1192467 0.1462904
GB43379 membrane-bound transcription factor site-2 protease-like 44.339755 0.6085154 -0.0932733 -0.0354369 0.1984883
GB47590 40S ribosomal protein S7 44.263419 0.5270456 0.0158844 -0.0091037 0.0814972
GB44841 methylthioribose-1-phosphate isomerase-like isoform X4 44.167984 0.6414365 0.2232774 -0.1929597 0.0307568
GB46462 6-phosphogluconolactonase-like 44.116737 0.4650669 0.0373244 -0.0835065 -0.8228923
GB44870 zinc finger protein 706-like isoform X3 43.891333 0.3545765 0.1076419 0.0446852 0.0675200
GB43115 U6 snRNA-associated Sm-like protein LSm7 isoform X3 43.467445 0.4776964 -0.0135304 -0.0478167 -0.1758477
GB43999 peroxiredoxin-5, mitochondrial 43.349254 0.0732070 -0.3380318 -0.3673372 -0.2759739
GB42809 translationally-controlled tumor protein homolog isoform 1 43.010403 0.4061440 0.0698239 0.0900855 0.0633612
GB45374 40S ribosomal protein S23-like 42.727967 0.5758931 0.1610627 -0.0270890 0.2803566
GB49552 venom protease 42.578657 0.1675165 1.4648481 -0.0215227 -0.0318005
GB50228 uncharacterized protein LOC726353 isoform X1 42.577074 0.1211343 -0.1284816 0.3793189 -0.0821865
GB44678 hairless 42.238089 0.2916253 0.1073772 0.0558900 -0.0093131
GB44936 histone-arginine methyltransferase CARMER-like isoform 1 42.203187 0.3900523 -0.0439618 0.0049739 0.2849423
GB53070 phosphatidylcholine:ceramide cholinephosphotransferase 1-like isoform X1 42.186019 0.2529439 0.0004315 0.0472357 0.1726479
GB42705 protein archease-like 42.063547 1.1836621 0.0316737 -0.0220735 0.0778518
GB50929 mitochondrial import receptor subunit TOM40 homolog 1-like isoform 1 42.005871 0.6013777 0.1121208 -0.2549371 -0.0340123
GB43634 congested-like trachea protein-like isoform X2 41.916349 0.3995916 0.0722602 -0.0719677 0.1157975
GB45690 phosphoribosylformylglycinamidine synthase 41.774341 0.3164739 -0.0276276 -0.0571260 0.0472686
GB50873 60S ribosomal protein L30 isoform 1 41.746568 0.5402477 0.1317952 0.1376664 0.5569548
GB42516 Rab escort protein 41.739346 0.2774325 0.2220908 0.0370276 0.0213474
GB42189 15 kDa selenoprotein-like isoform X1 41.640051 0.3217956 0.0086248 -0.0226840 0.1198621
GB48215 endoplasmic reticulum resident protein 44 isoform X2 41.597766 0.2290880 0.0486694 -0.1194541 0.1039772
GB55220 L-xylulose reductase 41.366242 0.4809481 0.1879742 -0.0277015 0.0302539
GB40073 COP9 signalosome complex subunit 8-like 41.235040 0.3732147 0.0471352 0.0949733 -0.1663873
GB55989 AN1-type zinc finger protein 2B-like isoform X1 41.195155 0.2808078 -0.1577414 -0.3145776 0.1737176
GB42780 CCHC-type zinc finger protein CG3800-like isoform X3 40.989593 0.4092362 0.0394895 -0.0121921 0.5246606
GB44206 death-associated protein 1-like 40.987986 0.5192956 -0.1178852 -0.1665770 0.1888227
GB43844 ARL14 effector protein-like 40.832929 0.5968430 0.0038058 0.2182950 0.0570652
GB44735 2-hydroxyacylsphingosine 1-beta-galactosyltransferase-like isoform X2 40.832642 0.2204333 0.0730009 -0.0484108 0.1718789
GB49312 glyoxylate reductase/hydroxypyruvate reductase-like 40.826942 0.3504554 -0.0231545 -0.0319473 -0.0845797
GB49628 cytosolic non-specific dipeptidase-like isoform 1 40.777943 0.5284877 0.0642127 -0.1101325 -0.0712679
GB40866 heat shock protein cognate 4 40.767345 0.4959365 0.0757019 -0.3686440 -0.4316138
GB42829 juvenile hormone epoxide hydrolase 1 40.756928 0.4913756 -0.0032371 -0.0424883 -0.1199800
GB55186 B(0,+)-type amino acid transporter 1-like 40.582654 0.4529002 0.0743865 0.0275208 0.0831733
GB53027 mediator of RNA polymerase II transcription subunit 4 40.496747 0.8484267 0.0886531 0.0887659 0.0321004
GB46334 uncharacterized protein LOC724516 40.373143 0.5353789 0.0786186 0.0594108 -0.0320568
GB51188 lysophospholipid acyltransferase 2-like 40.363198 0.8433372 -0.1379839 -0.1829511 -0.0977305
GB47514 dynactin subunit 6 40.146181 0.5054052 -0.1031793 0.0604960 0.0139110
GB52102 40S ribosomal protein S26 40.131992 0.3976449 0.0070740 0.1111791 -0.0226270
726117 triosephosphate isomerase 40.090804 0.1395483 -0.1446589 0.1406493 -0.1781347
GB47553 electron transfer flavoprotein subunit alpha, mitochondrial-like isoform 1 39.917364 0.6502117 0.0287081 -0.0954829 0.4726565
GB41522 methyl-CpG-binding domain protein 2 isoformX3 39.872734 0.5590640 0.1441634 -0.1323572 -0.0203530
GB54263 integrator complex subunit 6-like isoform X2 39.853968 0.1091482 0.2221864 -0.0539982 -0.0538853
GB54166 uridine 5’-monophosphate synthase isoform X1 39.789943 0.5356910 0.0077522 -0.1132544 -0.0118682
GB51062 exostosin-1 isoform X2 39.767134 0.6700835 -0.1649515 -0.0674832 -0.0065497
GB50981 enoyl-CoA delta isomerase 2, mitochondrial-like 39.664539 0.4853369 0.0142770 -0.1447816 0.1043021
GB53138 inorganic pyrophosphatase-like 39.494639 0.4374424 0.0801488 0.6293370 0.0720627
GB51533 pleckstrin homology domain-containing family F member 2-like isoform 2 39.482219 0.3383239 0.0040882 0.0148291 -0.0667705
GB55053 soluble calcium-activated nucleotidase 1-like 39.368821 0.6681203 -0.1064675 -0.0743620 0.0515004
GB55081 TM2 domain-containing protein CG11103-like 39.261033 0.2691649 0.1561582 -0.0534835 0.0031019
GB54693 fumarylacetoacetate hydrolase domain-containing protein 2A-like isoformX2 39.260362 0.4670920 -0.0336729 -0.0612872 -0.1413475
GB52500 rRNA 2’-O-methyltransferase fibrillarin 39.249959 0.7049029 0.3018185 0.0747833 -0.0542918
GB47469 rRNA-processing protein FCF1 homolog 39.226316 0.3784451 0.0773401 -0.1736200 0.0064344
GB40887 V-type proton ATPase subunit E isoform 3 39.169647 0.2660676 -0.0541195 -0.2188922 0.0628958
GB50637 SUZ domain-containing protein 1-like isoform X2 39.158264 0.3365759 0.1525198 -0.0322719 0.1197489
413799 mitochondrial import inner membrane translocase subunit Tim17-A isoform 2 39.088007 0.6277067 -0.0118524 0.0953315 0.0244473
GB40208 WD40 repeat-containing protein SMU1-like isoform 1 38.990223 0.3488774 -0.0759484 -0.0018886 0.0822596
GB41342 DNA replication licensing factor Mcm7 38.907369 0.5220052 0.0661896 -0.2051643 0.1026983
GB54192 60S ribosomal protein L13 isoform 1 38.869924 0.3960935 0.0581891 0.0284640 0.1850297
GB49159 probable nuclear transport factor 2-like isoform 3 38.577587 0.7173716 0.1870569 -0.0748590 0.0314335
GB47441 V-type proton ATPase 21 kDa proteolipid subunit-like 38.387577 0.5488847 0.0296993 -0.0164798 0.0005787
GB47399 muscle segmentation homeobox-like isoform X1 38.281333 0.7726426 -0.2560368 -0.4934270 -0.1176520
GB52698 synaptobrevin-like isoformX1 38.199554 0.6054745 0.0700210 -0.0062005 0.7656234
GB41598 brahma associated protein 55kd 38.136391 0.5223367 0.1824931 -0.0865195 0.0770117
GB51590 protein MEF2BNB homolog 37.970941 0.0350231 0.5733454 -0.1097075 -0.0192604
GB50299 tubulin–tyrosine ligase-like protein 12-like 37.863749 0.4386535 0.0200704 0.0203359 0.0931801
GB42649 putative deoxyribonuclease TATDN1-like isoform X1 37.767873 0.6144898 -0.1334785 -0.0008459 -0.0464900
GB55013 NTF2-related export protein isoform X5 37.737791 0.2957515 0.0715186 -0.1244231 0.2906846
GB52120 peroxiredoxin-6 37.723802 0.3815528 -0.0549447 -0.0153712 0.1088140
412837 ribonuclease H2 subunit A-like 37.637595 0.6143030 0.2112714 0.0226790 -0.0337567
GB48905 glutathione S-transferase S1 37.552635 0.6149408 0.0735945 0.0441112 0.1725105
GB45435 LOW QUALITY PROTEIN: probable tRNA(His) guanylyltransferase-like 37.547394 0.5282156 0.0298744 0.0549206 -0.0936598
GB43228 uncharacterized protein LOC408327 isoform X1 37.497565 0.3574256 0.0669808 -0.1890138 0.0886291
GB53737 zinc finger protein Xfin-like 37.344477 0.6339409 -0.0096106 -0.0772934 0.1107826
GB51043 arginase-1-like isoform X2 37.281674 0.1954107 -0.0820244 -0.0722952 -0.2933409
GB51543 60S ribosomal protein L13a isoform 2 37.211310 0.5936986 0.0355861 0.3556922 -0.1331714
GB45012 adenosylhomocysteinase-like 37.172393 0.5826456 0.1557345 -0.0089272 0.2478642
GB43697 mediator of RNA polymerase II transcription subunit 16 isoform X3 37.166590 0.4572046 0.0564145 0.9954842 -0.0983094
GB47617 peptidyl-prolyl cis-trans isomerase-like 37.129701 0.5692158 0.0566404 0.0179629 0.5436083
GB45147 clavesin-2-like 36.835485 1.2746476 -0.3386410 0.0210604 -0.1062741
GB42239 senecionine N-oxygenase-like isoform X3 36.751052 0.9159164 0.2969766 -0.2133698 -0.0683422
GB45640 adenosine monophosphate-protein transferase FICD homolog isoform 1 36.667935 0.5072528 0.1286747 -0.2046637 0.1015171
GB48811 ATP-dependent RNA helicase bel 36.570261 0.3780202 0.0460197 -0.1383828 0.0565625
GB49264 protein phosphatase methylesterase 1-like isoform 1 36.437393 0.2721547 -0.0278315 0.1217598 0.0078390
GB50928 39S ribosomal protein L14, mitochondrial 36.372804 0.5544350 -0.0195158 0.0016640 0.1106904
GB45433 small ribonucleoprotein particle protein B 36.334570 0.6382426 0.2386140 0.0583849 -0.1183339
GB42039 ribosomal RNA processing protein 36 homolog 36.173318 0.1783264 -0.0143247 1.3149644 0.1733263
GB55282 von Willebrand factor A domain-containing protein 9-like 36.034725 0.1389616 0.0665630 -0.0764848 0.1580834
GB50304 zinc transporter 7-like 35.996177 0.6582333 0.0821459 -0.1040851 -0.0658023
GB49129 uncharacterized protein LOC408761 isoform 2 35.770421 0.2113484 0.1095795 -0.5414360 -0.0139188
GB47973 integrin-linked protein kinase-like 35.678532 0.3762086 0.0006932 0.0191762 -0.0349425
GB52033 uncharacterized protein LOC100578121 isoform X2 35.582917 0.3537501 -0.4012048 0.3829831 -0.1716993
GB46059 THO complex subunit 3-like 35.530423 0.3194108 0.0717260 -0.0117113 -0.0779956
GB53712 putative phospholipase B-like lamina ancestor-like isoform X1 35.414923 0.6169889 -0.1238982 -0.0328792 -0.1221804
GB50198 serine/threonine-protein kinase grp isoform X3 35.255701 0.4279161 0.1002945 -0.1677843 -0.0779089
726972 uncharacterized protein LOC726972 isoform X2 35.210866 0.6476377 -0.1440157 -0.0907672 -0.0189809
GB44292 cyclin-dependent kinase 14-like isoform X3 35.055190 0.2714366 0.0709247 -0.0685493 -0.0231703
GB48364 inactive hydroxysteroid dehydrogenase-like protein 1-like isoform X3 35.036875 0.6741367 -0.0122741 -0.0418749 -0.0280792
GB53628 serine/threonine-protein kinase STK11 isoform X1 34.891795 1.2258648 0.1815268 0.2809482 0.0470098
GB44130 nucleolar protein 9-like 34.810127 0.0665729 -0.0372271 -0.0167726 0.0511577
GB52433 BET1 homolog isoform X2 34.796416 0.5047887 -0.1044451 0.0848754 0.1821689
GB45490 regulator of chromosome condensation 1, transcript variant X9 34.691978 0.2896307 0.2398020 0.0958906 0.0191185
724802 protein Asterix-like 34.625251 0.9962429 -0.0774107 -0.0921391 0.0100145
GB51698 hexamerin 70a precursor 34.611360 4.0709651 0.1794889 -0.2182265 -0.2564748
GB45527 TM2 domain-containing protein almondex 34.595298 0.4263687 0.0437405 0.1267896 0.0272550
GB55515 inositol oxygenase-like 34.543629 0.4181886 -0.0692648 -0.1373579 -0.2522306
GB53823 3-oxoacyl-[acyl-carrier-protein] synthase, mitochondrial-like 34.398700 0.7237633 -0.0223450 0.0049224 0.0746281
GB50265 glutathione S-transferase D1 isoform X4 34.396160 0.5387060 -0.0841277 0.6371068 0.0131081
GB51977 PEST proteolytic signal-containing nuclear protein-like 34.369532 0.2503364 0.1323459 0.0669926 0.1923790
GB43709 cytochrome P450 9e2-like isoform X3 34.366441 0.0310104 -0.0817461 0.0398331 -0.1268613
412189 phosphopantothenoylcysteine decarboxylase-like isoform X2 34.310445 0.2180685 -0.0241535 0.0498233 -0.1011485
GB44133 tubulin beta-1 chain 34.216225 0.1425112 0.1583071 -0.1100392 -0.1070295
GB40596 ubiquitin-like protein 7-like isoform X2 34.191567 0.4242164 0.0705997 -0.1479794 -0.0407598
GB46844 uracil phosphoribosyltransferase homolog isoformX2 34.091116 0.5031466 0.1660574 -0.0300010 0.0660326
GB50902 glyceraldehyde-3-phosphate dehydrogenase 2 isoform 1 34.080725 0.1704842 -0.0559713 0.0043715 -0.0009891
GB53341 sortilin-related receptor 34.025613 0.1655368 0.0665988 -0.0906773 -0.1495009
GB41142 probable dolichyl pyrophosphate Glc1Man9GlcNAc2 alpha-1,3-glucosyltransferase-like isoform X2 34.022238 0.7118568 0.0037875 0.0464534 0.1383188
GB43471 alpha/beta hydrolase domain-containing protein 17B-like isoformX1 34.018729 0.2980576 0.0936578 -0.1490984 0.1285026
GB51283 retinal dehydrogenase 1-like isoformX1 34.005792 0.4277303 0.2285386 0.0656507 -0.0458237
GB40976 heat shock protein 90 33.999770 0.2842467 0.1271968 -0.5039286 0.0374273
GB52648 Golgi SNAP receptor complex member 2 33.918858 0.2966624 0.1435515 -0.1180942 0.0429528
GB52893 protein sel-1 homolog 1-like 33.912818 0.1162447 0.0814928 -0.2028604 -0.0536227
GB53540 AP-2 complex subunit alpha isoformX1 33.836994 1.2207820 0.0668260 -0.0311315 0.0286913
GB44804 uncharacterized protein LOC100578631 isoform X1 33.815745 0.3890033 0.1779732 0.0143412 -0.0031628
GB53656 mitochondrial ubiquitin ligase activator of nfkb 1-like 33.731016 0.3618164 0.1463395 0.3565455 0.2768054
GB42244 uncharacterized protein LOC100576169 33.593810 0.2262147 -0.1343608 -0.0763432 -0.1179807
102654594 WD repeat-containing protein 18-like 33.592994 0.8522417 -0.0160588 -0.2746388 -0.0658119
GB48111 proteasome subunit beta type-1 33.588540 0.5521815 -0.0956113 -0.0390874 0.3819071
GB42747 la-related protein 4-like isoform X2 33.487155 0.2965637 -0.0720432 -0.3111985 -0.0642602
GB53500 transcriptional regulator Myc-B-like 33.403976 0.5233659 0.2675591 -0.2968898 0.0530876
GB53427 nicotinic acetylcholine receptor alpha9 subunit precursor 33.352610 0.7546002 -0.0056201 0.0043316 0.2246328
GB44960 actin-related protein 2/3 complex subunit 4 33.333158 0.5330853 0.0982736 -0.0652905 0.0223607
GB46167 polycomb group RING finger protein 3-like 33.308854 0.9574296 0.1014605 0.0599765 0.4142648
GB51656 zinc finger HIT domain-containing protein 3-like 33.267316 0.4039773 -0.0954720 -0.3056184 0.0824175
GB55139 nucleoside diphosphate kinase 33.259515 0.3924253 -0.0414809 -0.0310907 -0.0381059
GB44571 PQ-loop repeat-containing protein 1-like 33.254813 0.3688100 0.1041339 0.2008808 0.0750425
GB49649 2-oxoisovalerate dehydrogenase subunit beta, mitochondrial-like 33.237695 0.6600860 -0.0237834 -0.0388480 0.2357869
GB55529 PRA1 family protein 3-like isoform 1 33.229144 0.2353809 0.0090145 0.1193451 0.0700857
GB41150 40S ribosomal protein S2 isoform 2 33.224993 0.6284082 -0.0902920 0.0655730 -0.1114302
GB41465 N-alpha-acetyltransferase 15, NatA auxiliary subunit-like isoform 1 32.993832 0.2790684 -0.0696969 -0.4329684 0.5994728
725416 U1 small nuclear ribonucleoprotein C 32.956622 0.4472242 0.3176340 0.1222915 -0.2178911
GB48225 ras-related protein M-Ras-like isoform X1 32.671002 0.3345829 -0.0530224 0.0776197 0.0188784
GB53674 peflin-like isoform X1 32.435203 0.3959338 -0.0327476 0.1274997 0.1606821
GB52780 retinal rod rhodopsin-sensitive cGMP 3’,5’-cyclic phosphodiesterase subunit delta isoform X1 32.260049 0.7238365 0.0849793 -0.0384044 0.2578750
GB53440 mitochondrial enolase superfamily member 1-like 32.151718 0.1776162 -0.1318327 1.5401379 0.1079620
GB55532 dnaJ homolog subfamily C member 2-like isoform X1 32.067972 0.2413996 0.1702226 0.0188892 -0.0407716
GB45871 protein halfway-like isoform X2 32.064078 0.3415784 -0.0335953 -0.8563808 0.0089181
GB42465 DTW domain-containing protein 2-like isoform 1 31.931286 0.6219920 0.2379340 -0.2470032 0.1068856
GB43302 SPARC isoformX2 31.878990 0.2619840 0.0263749 0.1496186 0.3523250
GB51257 eukaryotic translation initiation factor 5B 31.875261 0.1044346 0.0730455 -0.0365932 -0.0068101
102656905 nuclear receptor-binding factor 2-like 31.761967 0.1086756 -0.0803804 0.1474292 0.0384732
GB54865 TATA-box-binding protein-like 31.749942 0.8660753 -0.0173659 -0.0978571 -0.0816912
GB42252 armadillo repeat-containing protein 6 homolog isoform X1 31.702890 1.2709305 0.1845252 -0.1368748 -0.0675243
GB50100 copper homeostasis protein cutC homolog 31.531884 1.0248974 0.0182128 0.0291729 0.2337146
GB48435 phosphotriesterase-related protein-like isoform X2 31.411113 0.5460466 0.1454967 0.0745007 0.2220091
GB52251 multifunctional protein ADE2, transcript variant X2 31.396200 1.0875039 0.0247651 0.0162857 -0.1691127
GB46916 cyclin-related protein FAM58A-like isoform 1 31.382010 0.4234627 0.1109239 -0.1763806 0.1182154
GB41827 ATP-binding cassette sub-family G member 5-like isoform X1 31.285479 0.4530376 -0.1428870 -0.0654960 0.0102242
GB40362 flap endonuclease 1 31.277116 0.8298649 0.0452845 -0.1322030 0.0309338
102656183 histidine triad nucleotide-binding protein 1-like 31.237390 0.5690462 0.0385712 0.2355515 -0.0547463
GB48638 autophagy-specific gene 6 isoform X1 31.232070 0.5681974 -0.0265661 0.0543033 0.0584607
GB40259 sel1 repeat-containing protein 1 homolog isoform 2 31.212354 0.1376695 -0.2944141 0.0555338 0.0710728
GB50603 ribose-5-phosphate isomerase 31.170045 0.8285446 -0.1338319 0.0237765 0.0421493
GB54634 uncharacterized protein LOC725260 isoform X1 31.137384 0.8775452 -0.0659674 -0.3703763 -0.0965796
GB41841 glucoside xylosyltransferase 1-like 30.810540 0.1769068 0.2874888 -0.1092433 -0.3125580
GB44918 transcription initiation factor TFIID subunit 5 isoform X1 30.759823 0.4251998 0.1419422 0.0382117 0.0645328
GB44731 tafazzin homolog isoformX2 30.738304 0.4114771 0.0114507 -0.1192272 -0.2164392
GB41806 calcyphosin-like protein-like isoform X1 30.706926 0.5851605 -0.0656464 0.0784322 -0.2542647
GB51079 probable UDP-glucose 4-epimerase-like 30.649903 0.5580345 0.3067217 0.1699667 0.0331168
GB46254 NAD-dependent protein deacetylase Sirt4 isoform 2 30.410241 0.1273520 -0.1698665 0.1228588 0.1010001
GB53419 nicotinamidase-like isoform X3 30.372005 0.0893133 -0.1542998 -0.1407974 -0.2210602
GB50527 putative aminopeptidase W07G4.4-like 30.180623 0.4359569 -0.0364170 0.0989020 -0.1947446
GB46544 DNA-directed RNA polymerase II subunit RPB7-like 30.054552 0.1100188 0.1691845 0.0778603 0.1406468
GB49521 NAD(P)H-hydrate epimerase-like isoform 1 29.929004 0.5741302 -0.0080668 0.0208250 0.1272394
GB53965 uncharacterized protein LOC100578606 isoform X5 29.892683 0.3983250 0.0333526 0.0178619 0.0662521
GB40831 serine protease gd isoform X2 29.878436 0.0510234 0.0933828 -0.1035422 -0.1703292
GB49839 sorting nexin-8-like isoform X2 29.787022 0.2056523 0.0651203 0.1055640 -0.2936047
GB51600 6-pyruvoyl tetrahydrobiopterin synthase-like 29.668592 0.3046772 0.2902129 -1.9326712 0.0575645
GB46347 uncharacterized protein LOC100577486 29.664994 0.6622822 0.0311075 -0.0655065 -0.2490207
GB55816 GTP-binding protein Rhes-like 29.642993 0.4987564 0.2343088 0.0027367 0.2108746
GB48765 uncharacterized protein LOC410179 29.570101 0.4766588 0.1655350 0.3294756 0.0338604
GB49808 uncharacterized protein LOC100578801 29.568225 0.7269238 0.2352185 -0.0187932 0.0719461
GB54174 E3 ubiquitin-protein ligase RING1 isoform 1 29.510672 0.6425785 0.0440419 0.7884749 -0.0686108
GB41901 protein phosphatase PTC7 homolog 29.428359 0.2094565 0.0834667 0.0939843 0.0300697
GB51964 F-box/LRR-repeat protein 4 isoform X1 29.414811 0.1934627 0.1246155 0.1516790 0.1638128
GB51088 isovaleryl-CoA dehydrogenase, mitochondrial-like 29.407560 0.2242543 0.1480175 -0.0697042 -0.1237095
GB48566 BTB/POZ domain-containing protein 2-like isoform X2 29.307070 0.6609997 0.0140202 -0.0985550 0.0814511
GB53925 uncharacterized protein LOC724993 29.103857 0.5088155 -0.0219957 0.0137111 -0.0592972
GB48983 RING finger protein 121-like isoform X3 28.981301 0.5407186 0.0156023 -0.1881486 0.0552048
GB50427 nucleoporin NDC1-like 28.973708 0.6836237 0.3949079 -0.0816620 -0.1138518
GB50087 solute carrier family 25 member 44-like isoform X1 28.888649 0.1056903 -0.1144416 -0.0343900 -0.0622543
GB48250 putative gamma-glutamylcyclotransferase CG2811-like isoform X4 28.883100 0.4355265 -0.0197162 -0.0314356 0.1135341
GB46249 non-structural maintenance of chromosomes element 1 homolog isoform X1 28.851656 0.2092181 -0.0888038 0.0184521 0.1300475
GB55496 pyruvate dehydrogenase E1 component subunit beta, mitochondrial 28.836512 0.0111701 -0.1652602 -0.0961041 0.0087354
GB54611 antithrombin-III 28.817759 0.7560407 -0.3379042 -0.3660910 0.7450817
GB45316 tetratricopeptide repeat protein 8-like isoformX1 28.810093 0.7312728 -0.4271400 0.2064960 0.0312159
GB55984 protein RCC2 homolog 28.338670 0.3134334 0.3528683 -0.0094091 -0.2586981
GB51210 lateral signaling target protein 2 homolog 28.269582 0.0033017 -0.0672044 -0.0875045 -0.0758575
GB42924 zinc transporter ZIP1-like 28.158372 0.4218655 0.0024998 -0.0998613 -0.0896504
GB49080 nose resistant to fluoxetine protein 6-like isoform X1 27.955088 0.7965459 -0.2482813 0.6468446 -0.2593906
GB45850 clavesin-2 isoform X1 27.917818 0.3462547 0.1786017 -0.0403362 0.0571887
GB40906 myb-like protein P-like isoform X2 27.822077 0.2541050 -0.3743120 -0.2370745 -0.0554477
GB54485 UDP-glucuronosyltransferase 1-3-like 27.810168 0.2278894 0.4785468 0.1038331 0.0755244
GB43256 ATP-binding cassette sub-family D member 1-like 27.776357 0.7924238 0.0110735 0.0954340 -0.1462086
GB44109 peptidylglycine alpha-hydroxylating monooxygenase 27.772170 0.2974999 0.1141963 0.0420266 -0.0499873
GB49013 RNA-binding protein 8A 27.750317 0.7522450 -0.0250096 1.3311638 0.0345261
GB47955 S-adenosylmethionine synthase-like isoform X1 27.739687 0.0151463 0.0697443 0.0491890 -0.8258631
GB44798 uncharacterized protein LOC410725 isoform X2 27.686933 0.1437405 -0.0707626 0.4714857 -0.0286064
GB46017 uncharacterized protein C4orf29 homolog isoform X3 27.642151 0.5102835 0.1383028 0.0603317 0.0278043
726289 transcription factor AP-1 27.304862 0.4485677 -0.0314476 0.1690213 -0.0536848
GB49331 leucine-rich repeat neuronal protein 1-like 27.177192 0.7165005 0.1190606 0.1251638 -0.1974832
GB44871 glycine N-methyltransferase-like 27.121342 0.1565539 -0.1719917 0.3473429 -0.3408810
GB43816 probable tubulin polyglutamylase TTLL1-like isoform X1 27.090329 0.6247142 -0.2125553 0.2205965 0.1756876
726860 cytochrome b5-like isoform 1 27.054590 0.7781139 -0.0943622 0.0442322 0.0956303
GB41823 pachytene checkpoint protein 2 homolog 26.978707 -0.0038771 0.2146061 -0.2143731 0.2723933
GB45700 serine protease easter 26.877951 0.1450440 -0.2263427 -0.0134006 -0.0597830
411552 ceramide glucosyltransferase 26.819149 0.1868746 -0.0843795 -0.1422361 -0.1427414
GB54511 probable ATP-dependent RNA helicase DDX17-like 26.805777 0.1707317 0.0287610 -0.4040921 -0.0180637
GB50678 2-oxoglutarate and iron-dependent oxygenase domain-containing protein 1-like isoform X1 26.786549 0.5544786 0.1773563 0.0155991 -0.0061252
GB46297 cuticular protein 14 precursor 26.754073 0.4781626 -0.5100832 0.0415980 -0.3862613
GB54541 leukocyte elastase inhibitor-like isoform X1 26.716280 0.3035549 -0.4191563 -0.1065526 -0.0195558
GB40490 inhibitor of growth protein 5-like 26.560746 0.4942504 0.0790253 0.0102877 0.0778037
GB49403 ragulator complex protein LAMTOR3-A-like 26.511371 0.5993310 -0.0989575 0.0962456 0.1230149
GB40931 uncharacterized protein LOC409781 isoform X2 26.463120 0.4805960 -0.1312670 0.1538417 -0.1986780
GB44344 uncharacterized protein LOC100576497 isoform X1 26.402541 0.7218161 -0.1572443 0.4768652 0.0444223
GB55973 dentin sialophosphoprotein-like isoform X1 26.349769 0.4036062 -0.5672132 0.2376085 -0.1456705
GB48335 40S ribosomal protein S19a-like 26.255508 1.9310966 0.1137886 0.1388761 -0.0301033
GB51095 cryptochrome 2 isoform X4 26.233786 0.0379224 -0.0010832 -0.3590930 0.1773192
GB50867 cell differentiation protein RCD1 homolog isoform X2 26.207232 0.7943851 0.2055238 -0.0219147 0.0974795
GB41224 mediator of RNA polymerase II transcription subunit 18 isoform X1 26.166928 0.7639701 0.0324939 -0.0068027 0.0421223
GB40157 uncharacterized protein LOC408421 isoformX2 26.082219 0.2366776 -0.1198910 0.2234059 -0.2108447
GB46767 UPF0553 protein C9orf64 homolog 26.007129 0.5959738 0.1278340 -0.1139575 -0.2677754
GB44559 probable small nuclear ribonucleoprotein Sm D1-like 25.974615 0.8064139 0.0669506 0.0615713 0.0726980
GB50824 protein trapped in endoderm-1-like isoform X3 25.860783 1.3440660 0.0108216 -0.0176470 0.0675029
GB50677 lipoma HMGIC fusion partner-like 2 protein-like isoform X2 25.829936 0.3349662 0.2498731 -0.2060702 -0.2283655
GB46215 ras-related protein Rab-24-like isoform X2 25.810947 0.3587997 0.0765448 0.1076939 0.2626888
GB46684 monocarboxylate transporter 3-like 25.620508 0.1898639 -0.1036857 -0.0372247 0.0665315
GB48452 protein Smaug homolog 1-like 25.585377 0.0687841 0.1826631 -0.0684584 0.1423131
GB47833 transmembrane protein 165-like 25.501588 0.4242674 0.2512318 0.7126863 0.1263984
GB41720 uncharacterized protein LOC727121 isoform X1 25.224127 0.2649846 0.1637064 0.0271937 -0.1419746
GB48884 egl nine homolog 1-like 25.152847 0.2873459 0.1642512 0.1052568 0.0571584
GB55629 capa receptor-like GPCR 25.008182 0.6529393 0.2371041 0.0746141 -0.0716892
GB44868 uncharacterized protein LOC409307 24.919307 0.4300665 0.3894421 -0.2051877 0.1249847
GB48419 carbohydrate sulfotransferase 11-like isoform X1 24.861867 0.0924938 -0.1157845 -0.0051810 -0.2042507
GB49026 ataxin-2 homolog isoform X4 24.857003 0.1895306 0.0237818 -0.0972415 0.0514067
GB41222 G-protein coupled receptor Mth2-like 24.829642 0.4023854 0.0130028 -0.0182808 0.1325339
GB51611 latrophilin Cirl-like isoform X9 24.676624 0.2225114 -0.0837081 0.1235594 -0.0707102
GB50893 insulin-like growth factor-binding protein complex acid labile subunit-like 24.612551 0.0915730 0.1110917 0.0723576 -0.2334804
GB44424 lipoma HMGIC fusion partner-like 3 protein-like isoform X2 24.500388 0.4686285 -0.4087396 0.0144542 -0.0681400
GB52511 probable methyltransferase BTM2 homolog 24.493373 0.2856529 -0.1519408 -0.1302534 0.2680772
GB47043 succinate dehydrogenase [ubiquinone] flavoprotein subunit, mitochondrial isoform X2 24.477285 0.1309517 0.0010817 1.0619318 0.2987727
GB55096 NADP-dependent malic enzyme isoform X3 24.441188 1.4834020 -0.1389430 0.0401010 -0.0665408
GB50509 nimrod C2 isoform X3 24.440592 0.4141087 0.0748913 -0.0915857 -0.2470926
GB50218 ornithine aminotransferase, mitochondrial 24.437909 1.0004847 0.1929614 0.1480193 0.1135575
GB47823 CD81 antigen isoform X1 24.195404 0.1827757 0.1509973 0.2598396 -0.1960760
GB45950 organic cation transporter protein-like isoform X5 24.117976 0.3847965 -0.2660872 -0.0637336 -1.0512509
GB56027 prothrombin 24.074828 0.6439574 -0.0380335 0.2002270 -0.0224381
GB52258 peptidyl-prolyl cis-trans isomerase-like 3-like 23.961526 0.4829926 -0.1145227 0.1310623 0.1013030
GB41159 bifunctional dihydrofolate reductase-thymidylate synthase 23.959629 0.6645720 0.1681940 0.1631102 -0.2037979
GB41897 GTP-binding protein 128up-like isoform 1 23.747737 0.4305934 0.2081510 -0.1112843 -0.0523071
GB53381 cytochrome c oxidase assembly protein COX11, mitochondrial-like isoformX2 23.638929 0.2774799 -0.0811438 0.0101308 0.0719343
GB41881 U3 small nucleolar ribonucleoprotein protein IMP4-like 23.436648 0.2777885 -0.0399905 -0.2910851 -0.1787689
GB46762 cyclin-dependent kinases regulatory subunit-like 23.409520 0.6991755 0.3029322 -0.0807622 0.1458233
GB55944 trafficking protein particle complex subunit 6B-like 23.290718 0.1946912 0.0800499 0.8888456 0.1964253
GB43738 phenoloxidase subunit A3 23.274415 0.8178992 -0.0015525 -0.1105374 0.1258630
GB40085 carboxypeptidase B-like 23.162645 -0.0880914 0.5498435 -0.4701129 -0.6711759
GB10293 aubergine 22.990016 0.3603924 0.2336865 3.1250154 0.0223516
GB50891 solute carrier organic anion transporter family member 5A1-like 22.950913 0.0205965 -0.0346673 0.0484672 -0.1399681
GB53136 chromatin assembly factor 1 subunit B 22.892182 0.4492767 0.1760773 -0.0081902 0.2573357
GB45250 uncharacterized protein LOC409595 22.835541 0.1616667 -0.1337739 4.8113488 0.0167603
726409 peptidyl-prolyl cis-trans isomerase H-like 22.720396 0.3241290 0.2047631 0.1482712 0.1857630
GB40778 UDP-galactose translocator 22.704589 0.3352234 -0.1043535 0.0475606 -0.0133141
GB41376 J domain-containing protein-like isoform 2 22.701178 0.2801721 -0.3909910 -0.1688615 -0.7719860
GB46832 lactosylceramide 4-alpha-galactosyltransferase-like isoform X2 22.685977 1.2370613 0.2794976 0.0738181 -0.1103460
726804 protein BTG2-like 22.534699 0.2013436 0.0036074 0.0249574 0.0546210
GB44994 coiled-coil-helix-coiled-coil-helix domain-containing protein 10, mitochondrial-like 22.519335 0.2836273 0.0711428 0.1321522 0.0182785
GB48474 probable chitinase 3-like 22.510089 0.3170042 -1.0892794 -0.1370133 -0.2971068
GB41912 trans-1,2-dihydrobenzene-1,2-diol dehydrogenase-like 22.461304 2.0837612 0.4404114 -0.2127462 -0.2862259
GB50226 transferrin 1 precursor 22.312751 1.2337829 -0.4342198 -0.1939724 -0.1412922
GB41670 sialin-like isoform X2 22.226273 0.4541402 0.0867647 0.0660579 -0.2317839
GB53750 UPF0454 protein C12orf49 homolog isoform X2 22.213256 0.6817408 -0.1463571 0.2551895 0.0210236
GB42038 WD repeat-containing protein 92-like 22.040656 0.3330190 -0.0430653 -0.1517129 0.3275360
GB42614 LIX1-like protein-like isoformX2 21.905475 0.4260895 0.2255945 0.1146797 0.0634728
GB48251 [Pyruvate dehydrogenase (acetyl-transferring)] kinase, mitochondrial isoform X4 21.796424 0.2874702 -0.0168522 0.0941125 0.0924191
GB54097 protein Malvolio isoform X3 21.777543 0.9121160 -0.6312734 -0.0017033 0.0588475
GB55576 uncharacterized LOC408661, transcript variant X2 21.274156 0.3916209 0.0581601 -0.4809768 -0.0807577
GB50819 microtubule-associated protein futsch-like isoform X2 21.207395 0.1702950 0.2340726 0.0202836 -0.0006498
GB50239 short/branched chain specific acyl-CoA dehydrogenase, mitochondrial-like 21.158472 0.7946267 -0.0053800 -0.2844090 0.0030283
GB42822 chitooligosaccharidolytic beta-N-acetylglucosaminidase-like 20.977118 0.0978782 0.1788705 0.1566748 -0.1217243
GB42306 ATP-dependent RNA helicase vasa 20.807569 0.6286335 0.3085074 -0.0439372 0.0310578
GB41083 ras-related protein Rab-23 isoformX2 20.362388 0.1417700 0.1167938 0.0131733 0.1229782
GB55388 arylsulfatase J-like 20.360747 0.4224041 0.1317412 0.0132846 0.2447127
GB49919 MATH and LRR domain-containing protein PFE0570w-like isoform X2 20.270881 0.6524171 0.2988537 0.5303577 0.1968502
GB55082 protein PBDC1-like 20.151629 0.7263361 0.2790082 0.0025923 0.4892421
GB44079 menin-like 19.990028 0.6334125 0.1343951 0.2058177 -0.0462450
GB46686 uncharacterized protein LOC411065 isoform X2 19.985390 0.0484926 0.0667052 -0.1570095 -0.1514708
GB53956 uncharacterized protein C17orf104-like 19.932790 0.2594661 0.1349512 -0.5530299 0.1632245
GB55615 cell wall protein IFF6-like 19.754017 0.5948476 -0.2442130 0.1699421 -0.3776250
GB43789 tubulin polyglutamylase TTLL4-like isoform X6 19.630384 0.2402280 0.1653948 -0.0854485 -0.0199505
GB43963 tyrosine kinase receptor Cad96Ca-like 19.602162 0.1385403 0.0456529 -0.1090652 0.3527115
GB44064 uncharacterized protein LOC725703 19.595955 0.1753559 -0.4976784 0.6518392 -0.3025440
GB50661 inosine triphosphate pyrophosphatase-like isoform X3 19.564632 0.6086716 0.1821689 0.8561824 -0.0819466
GB46206 LOW QUALITY PROTEIN: origin recognition complex subunit 2-like 19.550308 0.0655212 0.0549359 -0.1491518 0.3027507
GB42190 protein arginine N-methyltransferase 5 isoform X2 19.040369 0.2059919 0.1715484 0.0878941 -0.1018650
GB40837 alpha-tocopherol transfer protein-like isoform X1 19.037232 2.0494077 0.2111793 0.3144220 0.0974071
GB53835 zinc finger protein 704-like isoform X4 19.025743 0.1486738 -0.0731218 0.4883919 -0.1326713
GB43202 uncharacterized protein LOC725540 isoform X2 18.995035 0.4909215 -0.0059242 0.2232381 0.4279267
GB48790 monocarboxylate transporter 9-like isoform X4 18.821376 0.0143936 -0.0312915 0.0016004 0.0044720
GB54735 uncharacterized protein LOC100578100 18.448826 0.6161257 0.0694335 -0.3544360 -0.4787110
GB40523 uncharacterized protein C20orf112 homolog isoform X3 18.401316 0.3561527 -0.2782914 0.0116579 -0.3352261
GB55628 probable RNA-binding protein EIF1AD-like isoform X1 18.256673 0.6025193 0.3214591 0.1051554 0.0819251
GB55203 yellow-e3 precursor 18.120966 0.5200993 0.4004946 -0.0359437 0.0110322
GB43581 uncharacterized protein LOC100577641 18.076515 0.4686080 0.0074804 0.1783573 -0.1090593
GB48936 facilitated trehalose transporter Tret1-1-like 17.945899 -0.0549303 0.0206267 0.8995737 -0.1952635
102654371 pro-resilin-like 17.867616 1.4636111 1.0042796 0.3007601 0.0144023
GB42981 beta-1,3-glucan-binding protein 17.584820 0.2261198 -0.2653720 -0.3266416 -0.1945631
GB45015 SHC SH2 domain-binding protein 1 homolog B-like isoform X1 17.427841 0.2039554 0.1067866 -0.2983730 0.0477274
GB48937 facilitated trehalose transporter Tret1-like 17.412797 0.3953911 -0.0160381 0.0266284 -0.3139843
GB46635 phytanoyl-CoA dioxygenase domain-containing protein 1 homolog 17.401740 1.1839629 0.0149362 0.1415970 0.1678399
GB48300 twin protein isoform X1 17.308660 0.8254375 0.2486517 -0.2057866 0.0298086
GB42318 uncharacterized protein LOC727116 16.896178 0.2658590 0.2117759 0.0819290 0.0200483
GB46589 SAGA-associated factor 29 homolog 16.791888 0.2863611 0.1570792 -0.4033081 0.0184646
GB51200 DNA-binding protein D-ETS-6-like 16.707124 1.4817916 1.2113416 0.1755298 0.1266821
GB51697 hexamerin 70b precursor 16.651244 0.9248467 1.5924077 -0.1427654 -0.3249182
GB50693 neuropeptide Y-like 16.565203 0.6360874 0.1883506 0.1215497 0.0675225
GB41669 baculoviral IAP repeat-containing protein 5 isoform X2 16.330454 0.4048918 0.1856556 -0.0364725 -0.0010212
GB51075 putative odorant receptor 13a-like 16.296858 1.9618676 0.6381054 -0.5792237 0.2468440
551223 probable cytochrome P450 305a1 16.281624 0.7879659 0.1545479 -0.4608964 0.4521486
GB43786 calsyntenin-1-like 16.095850 0.3820659 -0.0888083 0.1999730 -0.4354000
GB41207 26S proteasome non-ATPase regulatory subunit 14 15.814350 0.5494013 -0.0171297 -0.5985089 0.0350963
GB43778 enhancer of split mgamma protein-like 15.716420 0.4747451 0.1126744 0.1897304 -0.1016009
GB54885 transcriptional activator cubitus interruptus isoform X1 15.600480 0.2490596 -0.2580801 0.2588245 -0.1211705
GB49755 uncharacterized protein LOC410867 15.313914 0.2579409 0.0158985 0.1922534 0.0041577
102654312 KRR1 small subunit processome component homolog 15.079442 0.3038765 0.1766635 -0.3099838 -0.0574668
GB42865 solute carrier organic anion transporter family member 5A1-like isoform X2 15.006988 0.3500124 -0.2813211 0.0250345 -0.1616591
GB51494 phosphoenolpyruvate carboxykinase [GTP] isoformX1 14.953698 0.4265587 0.0664003 -0.1820904 -0.0190253
GB55423 major facilitator superfamily domain-containing protein 12-like 14.831630 0.0670125 0.1545912 0.1122418 0.3077878
GB48999 helix-loop-helix protein 11 14.691145 1.2032462 0.1904779 0.0442749 0.4397348
GB43508 inositol polyphosphate 1-phosphatase-like isoform X2 14.582376 0.8995039 -0.1733001 0.1792418 -0.0066540
GB54549 alpha-glucosidase precursor 13.837729 -0.1032902 0.3679270 0.0907531 -0.6487863
GB55482 Na(+)/H(+) exchange regulatory cofactor NHE-RF1-like isoform X2 13.271243 0.5441203 0.0848370 -0.5433699 -0.4133416
GB51528 DUOXA-like protein C06E1.3-like 12.346642 0.3637062 -0.1761584 0.2110072 -0.3584878
GB55729 major royal jelly protein 1 12.059382 1.2663658 0.0540387 0.0529924 0.0860528
GB41230 TWiK family of potassium channels protein 18-like isoform X1 11.965445 0.2913849 -0.2434501 0.8795289 0.3367857
GB50469 pituitary homeobox homolog Ptx1-like isoform X5 11.636791 0.6862815 -0.2646145 -0.1322774 0.0207802
725344 histone H2B-like 11.544799 0.8287250 0.2877058 0.0546868 0.3815404
GB49170 40S ribosomal protein S15Aa-like isoform 1 10.727466 0.7575857 0.0485161 0.2191911 -0.0479406
GB42794 circadian clock-controlled protein-like isoform 1 10.676774 0.3401701 -0.1571344 -0.0433361 -0.0342076
GB42580 short-chain dehydrogenase/reductase family 9C member 7-like 10.165651 0.4876963 -0.3705932 -0.0212293 -0.4697422
GB41967 uncharacterized protein LOC100576746 isoform X1 9.971801 1.4321516 0.9766916 0.3786228 NA
GB50477 uncharacterized protein LOC100577527 9.690182 1.6209961 -0.0203154 -0.0110509 -0.0796754
GB45499 sodium-coupled monocarboxylate transporter 2-like isoform X1 6.617566 0.3509317 -0.3151852 0.4100339 0.4019417

Module 3

Table S28: List of all the genes in Module 3, ranked by their within-module connectivity, \(k\). The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(3)
saveRDS(gene_list, file = "supplement/tab_S28.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB40980 glucose transporter type 1 isoform X7 39.155203 0.0515493 -0.0914463 1.2158850 0.0827688
GB53562 uncharacterized protein LOC408874 isoform X9 38.524205 -0.0053583 -0.0767846 0.5414695 -0.2110189
GB42840 leukocyte receptor cluster member 8 homolog isoform X4 37.430874 -0.4552272 -0.1083006 0.3866756 0.0557920
GB42142 nuclear hormone receptor FTZ-F1 isoform X2 36.814881 -0.2021608 0.0411590 0.1695697 -0.3207699
GB54291 YTH domain-containing protein 1-like 36.717412 -0.2442935 0.0414818 0.3023902 0.0744219
GB41401 RUN and FYVE domain-containing protein 2-like isoform X4 36.490531 -0.0812565 -0.0365944 0.2610568 0.1318950
GB44662 A-kinase anchor protein 10, mitochondrial-like isoform X1 36.432341 -0.2406660 0.0060739 0.2497817 0.0577195
GB45265 uncharacterized protein LOC409634 isoform X2 36.139631 -0.4079269 -0.0632309 0.2599943 0.1477586
GB43636 transmembrane and TPR repeat-containing protein CG4050-like isoform 1 35.659017 0.1852364 0.1472132 0.6771330 0.1899545
GB52643 poly(U)-specific endoribonuclease homolog 35.336141 0.0061922 0.0672971 0.3553078 -0.3260960
GB46539 protein vav-like isoform X3 35.216629 -0.0659974 -0.1911996 0.1640791 -0.0902326
GB53721 receptor-type tyrosine-protein phosphatase N2-like isoform X2 34.716589 -0.1851935 0.0959131 0.2832307 0.1999022
GB52588 conserved oligomeric Golgi complex subunit 7 34.709702 -0.0513822 -0.0465948 -0.0373914 0.0821898
GB50853 myotubularin-related protein 13 isoform X4 33.869164 0.0507376 0.0333520 0.1510548 0.0709991
GB41811 filaggrin-like isoform X3 33.098429 -0.5342210 0.0316090 0.2110495 0.0731692
GB43218 microtubule organizer protein 1-like isoform X4 33.029172 -0.5773672 0.0507792 0.1303719 0.2102495
GB46243 zinc finger Ran-binding domain-containing protein 2-like isoform X2 32.772599 -0.5218356 -0.0285268 0.2599025 0.1790063
GB52247 serine/arginine repetitive matrix protein 1-like isoform X2 32.446726 -0.4856359 0.0495576 0.0623353 -0.0805552
GB42651 mitochondrial intermediate peptidase-like 32.431912 -0.3940520 -0.0651001 0.0660068 0.1799557
GB51503 mitogen-activated protein kinase 1 32.148307 -0.0154365 0.1281304 0.2040299 0.1804699
GB46102 vesicle-fusing ATPase 1-like 31.643506 0.3024808 -0.0732729 0.2154283 0.2736418
GB45702 ubiquinone biosynthesis monooxygenase COQ6-like isoform X2 31.608995 -0.2582537 -0.0284028 0.1919151 0.2482199
GB45145 MAGUK p55 subfamily member 6 isoform X4 31.521291 -0.0981234 -0.1440841 0.1761089 0.1261872
GB45555 putative RNA-binding protein 15B isoform X1 31.345259 -0.4018994 0.0129431 0.1138609 -0.0700187
GB47779 uncharacterized protein LOC410467 31.130864 0.0049755 -0.0096486 0.1932615 0.1271564
GB48526 protein fem-1 homolog CG6966-like isoform X1 30.914796 -0.0583846 0.1327861 0.0673771 0.1552170
GB54715 protein kintoun-like isoform X1 30.634038 -0.2736121 0.0704394 0.1192902 0.0704214
GB55514 LOW QUALITY PROTEIN: protein suppressor of white apricot 30.562897 -0.3566308 0.1364996 0.0914357 0.0264259
GB53944 exocyst complex component 1 30.154087 -0.4672611 0.1161820 0.1557686 0.1470324
GB51596 neuroblastoma-amplified sequence 29.978350 -0.6521495 -0.0470851 -1.0394192 0.2242830
GB44483 PRKC apoptosis WT1 regulator protein-like isoform X4 29.863103 0.0985655 0.0317316 0.1805171 0.1971958
411347 peripheral plasma membrane protein CASK-like isoform X12 29.847222 -0.2141844 0.1578634 0.2794613 -0.3148287
GB55146 uncharacterized protein LOC409323 29.785985 0.2725906 -0.1402887 0.5153834 0.0859016
GB44208 WD repeat-containing protein 37-like isoform X4 29.591743 -0.0174274 -0.0041616 0.0825576 0.4068904
GB53700 solute carrier family 12 member 8-like 29.550937 0.0729533 0.0318466 0.1686427 0.0426324
GB49488 O-phosphoseryl-tRNA(Sec) selenium transferase-like isoform X3 28.733717 -0.2467713 0.2352608 0.2717046 0.1671923
GB50679 UPF0430 protein CG31712-like isoform X3 28.597092 -0.6043757 -0.0354073 0.2136135 0.1190436
GB55507 FYVE, RhoGEF and PH domain-containing protein 4-like isoform X2 28.573054 0.1464816 0.1292345 0.1671979 0.0672144
GB55285 uncharacterized protein LOC724761 28.419308 -0.2318332 -0.1909534 0.2826152 0.2484804
GB41146 synembryn isoform X3 28.265962 0.0660072 0.0103353 0.1428126 0.1002792
GB41079 guanine nucleotide-binding protein subunit beta-5 isoform X2 28.079443 -0.0150056 0.0661792 0.1762058 0.0499223
GB49896 kinesin 2A 27.925674 0.1380803 0.0948071 0.2336285 0.0896094
GB51002 fasciculation and elongation protein zeta-2 isoform X4 27.832948 0.1751121 0.0994907 0.4154053 0.1346307
GB44031 dorsal protein isoform B 27.826815 -0.1264089 -0.0969409 0.2227205 -0.1212030
GB44721 cleavage and polyadenylation specificity factor subunit 5-like isoform 2 27.582858 0.0543117 0.0683613 0.0893530 0.2781177
GB55350 amyloid beta A4 precursor protein-binding family B member 2-like isoform X7 27.523852 -0.0033611 -0.2010763 0.3022455 0.3595586
GB47963 probable E3 ubiquitin-protein ligase HERC4-like isoform X3 27.279176 -0.1072215 0.0085017 0.3024338 0.1582591
GB44077 kxDL motif-containing protein CG10681-like 27.273547 -0.0806378 0.1813562 0.1483027 0.1370592
102654127 neurochondrin homolog 27.164136 -0.4227097 -0.1567769 0.4266425 0.0696887
GB44296 JNK-interacting protein 1 isoform X3 26.897786 -0.1116452 -0.1539155 0.5432720 0.2334244
GB50144 galactoside 2-alpha-L-fucosyltransferase 2-like 26.797730 -0.6950435 0.0636122 0.4266873 0.2436411
GB45227 transmembrane protein 64-like isoform 1 26.751202 -0.1984516 -0.0631240 0.1790250 0.1587587
GB45535 phosphoribosyl pyrophosphate synthase-associated protein 2-like isoform X1 26.578051 0.0646934 -0.0329508 0.2006897 0.1827454
GB54201 uncharacterized protein LOC100577050 isoform X4 26.192930 -0.2625878 0.0378657 0.3161599 0.5298425
GB49397 insulin-like growth factor-binding protein complex acid labile subunit-like isoform X6 26.105822 0.0298056 -0.2957700 0.3036323 -0.0014611
GB42675 adenylate cyclase type 2-like 25.971556 -0.4302477 -0.1156186 0.3942392 0.0897006
GB52759 brefeldin A-inhibited guanine nucleotide-exchange protein 3-like isoform X2 25.954786 -0.2543826 -0.0397308 -0.0333180 0.2135026
GB52464 uncharacterized protein LOC726793 25.801960 0.2826988 0.0973073 0.0659393 0.2571978
GB55441 uncharacterized protein LOC409164 isoform X2 25.574085 0.1552340 -0.0460763 0.1939540 0.0307548
GB42917 transmembrane protein 53-like 25.514571 -0.0089100 0.2011469 0.3120569 0.0961105
GB45413 GTPase activating Rap/RanGAP domain-like 3 isoform X2 25.513119 -0.6745272 0.0814359 0.1845606 0.0041558
GB55635 cAMP-responsive element-binding protein-like 2-like 25.489690 -0.1137511 -0.0119179 0.1326484 0.0432608
GB46914 unzipped precursor 25.406465 0.0688776 -0.2079623 0.3240089 0.0806107
GB40973 glutamate receptor 1-like isoform X2 25.188876 0.0343906 -0.1784854 0.1815953 0.1776326
GB52600 uncharacterized protein LOC413002 isoform X2 25.018496 -0.2291788 0.1380160 0.2663379 0.3479869
GB45036 breast cancer anti-estrogen resistance protein 3-like isoform X1 24.895367 -0.4742001 -0.1592545 0.2798366 0.1466932
GB40305 NADH dehydrogenase [ubiquinone] iron-sulfur protein 2, mitochondrial isoform 1 24.824313 -0.2441574 -0.1926550 0.1474342 0.0397377
GB54057 uncharacterized protein LOC551162 isoform X3 24.794819 0.2057112 0.1691141 0.2332495 0.0927002
GB47039 dynamin isoform X11 24.654723 -0.4514198 -0.1258553 0.2012804 0.1285005
GB55539 uncharacterized protein LOC100577742 24.584418 -0.2489971 0.2389540 0.1092647 0.0345600
GB53582 serine/threonine-protein kinase tricorner isoform X6 24.418876 -0.3968406 0.0303525 0.0933007 0.1127029
408663 soma ferritin 24.386439 -0.3793862 0.7353754 0.3450990 0.0944351
GB45617 protein eyes shut isoform X1 24.337514 -0.4162517 -0.1027993 0.3807624 0.0800984
GB40343 uncharacterized protein LOC413620 isoform X2 24.324698 -0.2014450 0.0331841 0.0802108 -0.9260997
GB40356 spondin-1-like isoform X9 24.093795 0.2385692 0.0173705 0.3801365 0.1357436
GB45140 junctophilin-1-like isoform X3 23.905069 -0.3176739 0.0547538 0.3119804 0.2704978
GB44523 NACHT and WD repeat domain-containing protein 1-like isoform X2 23.891586 -0.4078231 0.0037661 0.2684293 -0.0662191
GB49480 cGMP-specific 3’,5’-cyclic phosphodiesterase-like isoform X4 23.856050 0.2547182 -0.0856179 -0.0945584 0.2762381
GB48162 anoctamin-8-like isoformX1 23.848473 -0.1334123 -0.2456800 0.2832485 0.3596429
GB51722 tetraspanin-1 isoformX1 23.813979 0.3409996 0.1570373 0.2992587 0.1753064
GB40118 glutamate decarboxylase-like isoform X2 23.789420 -0.1639796 -0.0828520 0.3842894 0.2501437
GB40358 RILP-like protein homolog isoform X2 23.607551 -0.0595644 0.0531572 0.3154857 0.2155084
GB51489 proton-coupled amino acid transporter 1-like isoform X2 23.432554 -0.2201609 -0.1580994 0.4209838 0.3151434
GB44746 uncharacterized protein LOC412112 isoform X1 23.351191 0.1816134 -0.0871766 0.2381982 0.1846010
GB44482 solute carrier family 12 member 7-like isoform X5 23.301647 -0.0871783 -0.1660832 -1.1787562 0.2748877
GB50415 diacylglycerol kinase theta-like isoform X7 23.214175 0.0659766 -0.2058608 0.5586630 0.1722711
GB41746 neogenin isoform X2 23.158976 -0.3449802 -0.1371039 0.1408065 0.0365518
GB52028 elongation factor 1-alpha 23.107009 -0.1320001 0.1115101 0.4240778 0.0393219
GB43116 sarcoplasmic calcium-binding protein 1 isoformX2 23.065999 0.4083459 -0.0467683 0.1728039 0.3255584
GB50516 TPPP family protein CG4893-like isoform X1 22.733193 0.2592859 -0.0017917 0.2166818 0.1251679
GB43052 paramyosin, long form-like 22.730108 -0.1753998 -0.1732361 0.0876652 0.1091558
GB45013 repressor of RNA polymerase III transcription MAF1 homolog 22.588896 -0.0473054 -0.0546453 0.2385886 0.1038500
GB50911 probable G-protein coupled receptor CG31760-like isoform X5 22.577797 -0.6052421 -0.3492217 0.2771937 0.2677893
GB43546 uncharacterized protein LOC410487 22.424375 -0.4689972 0.0530247 0.1119586 0.0601744
GB51838 uncharacterized protein LOC552650 22.273044 0.0810884 -0.4106210 0.1851129 0.2274499
GB48539 calcium-dependent protein kinase 4-like 22.181841 -0.3764667 -0.0424535 0.1640102 -0.6938558
GB52723 uncharacterized protein LOC726322 isoform X2 22.153906 -0.3292076 -0.0862735 0.3133750 0.2277422
GB51689 muscarinic acetylcholine receptor DM1-like 22.101925 0.0815534 0.0500541 -0.1721455 0.2141637
GB40923 nicotinic acetylcholine receptor alpha8 subunit 22.070057 0.5052163 -0.0945717 0.3181790 0.1871547
GB47352 zinc finger protein Noc-like 21.817701 -0.2492754 0.0410122 0.3587598 0.0966715
GB49396 sodium- and chloride-dependent GABA transporter 1 isoform X2 21.814461 -1.3581757 -0.1649135 0.8194765 0.0342622
GB44810 LOW QUALITY PROTEIN: carboxyl-terminal PDZ ligand of neuronal nitric oxide synthase protein-like 21.786015 -0.3173358 0.0605219 0.3109436 0.1602752
GB46705 muscle M-line assembly protein unc-89 isoform X5 21.660134 -0.5256014 -0.1752851 0.2134925 -0.4106971
GB46673 two pore potassium channel protein sup-9-like isoform X1 21.626412 -0.1216310 0.1012412 0.1407964 0.1843102
GB45263 prohormone-4 21.606850 0.1538383 -0.0323490 0.3624705 0.3772112
GB48632 synaptotagmin 14, transcript variant X3 21.363059 0.0727930 -0.3070684 0.4161671 0.0266612
GB52321 agglutinin-like protein 1-like isoform X4 21.241305 -0.3522057 -0.0816684 0.3561753 0.2277453
GB53345 uncharacterized protein LOC100578770 21.092281 -0.6699866 0.0478591 0.3629673 0.2243062
GB40701 uncharacterized protein LOC551765 21.056443 -0.3662364 -0.1890637 0.1549515 0.0620317
GB50651 prohormone-3 21.047080 0.1366545 -0.0676341 0.3382996 0.2170452
GB46720 regulator of G-protein signaling 17-like isoform X1 20.923524 -0.0820377 0.3676264 0.2799898 0.1328548
GB53030 transmembrane protein 181-like isoform X2 20.919242 0.3170529 0.0407814 0.3887276 0.3264278
GB44369 suppressor APC domain-containing protein 2-like isoform X2 20.760600 0.0509287 0.1539895 0.1557634 0.1321094
GB40303 broad-complex core protein isoforms 1/2/3/4/5-like isoform X2 20.629826 0.0741437 -0.0687444 0.3963796 0.1786596
GB49174 uncharacterized protein LOC412265 isoform X2 20.586644 -0.9324891 0.1064352 0.1906466 -0.0504898
GB52953 guanylate cyclase, soluble, beta 1 20.443805 0.6072084 0.1513733 0.1693598 0.2061758
GB45235 uncharacterized protein LOC724460 20.276758 -0.2838255 0.9094258 0.2583031 0.3126307
GB40794 synaptotagmin-4 isoform 2 20.255822 -0.6093872 -0.1360159 0.2684501 0.1741523
GB44213 filamin-like 20.215422 -0.4303453 -0.0542641 0.4264474 -0.0124774
GB47203 uncharacterized protein LOC552612 20.155226 0.1069055 0.0243062 0.2103766 -0.0349762
GB53340 spectrin beta chain isoform X1 20.116249 0.2736734 -0.0955519 0.3377706 0.0876865
GB43814 potassium channel subfamily K member 18-like isoform X2 20.014024 -0.5722042 -0.1680483 0.2463202 0.0195043
102656283 uncharacterized protein LOC102656283 19.767035 -0.5789037 -0.0575661 0.8208169 -0.0251430
GB49268 glutamate receptor ionotropic, kainate 2-like isoform X1 19.755842 -0.2957918 -0.0823437 0.3864055 0.2220661
GB42529 signal peptide peptidase-like 3-like isoform X2 19.664462 0.1323459 -0.1493902 0.2219016 0.1617285
GB48187 mitogen-activated protein kinase kinase kinase 7 isoform X2 19.660413 -0.0443926 0.1087015 0.3467619 -0.1090669
GB44988 prohormone-2 precursor 19.653234 -0.0546106 -0.2561033 0.3076662 -0.7683125
GB46886 NMDA receptor 1 isoform X2 19.640100 0.3615873 -0.2205375 0.3614490 0.2769770
GB40599 fukutin-related protein-like 19.589442 -0.1622265 0.0916666 0.1427301 0.0116238
GB49732 uncharacterized protein R02F2.2-like isoform X2 19.589428 -0.5014320 -0.1982269 0.1985966 0.0196824
GB42659 cAMP-dependent protein kinase type I regulatory subunit isoform X5 19.556951 0.0951226 -0.1877133 0.6991097 0.0984813
GB43293 high-affinity choline transporter 1-like 19.554643 0.4459734 -0.0936936 0.5242129 -0.2360701
GB53652 coenzyme Q-binding protein COQ10 homolog B, mitochondrial-like 19.532844 -0.3874882 -0.2074187 0.0943089 0.0856498
GB45733 kinesin 13 isoform X2 19.513308 -0.4691764 0.1121083 0.0304380 0.1411362
GB44536 uncharacterized protein LOC100576683 19.449884 -0.5808087 0.0629350 0.2294547 0.1308008
GB54724 cationic amino acid transporter 4-like 19.417278 0.3113255 0.1360071 0.2703558 -0.1836218
GB46165 fibroblast growth factor receptor homolog 1 isoform X2 19.398835 -0.5585660 -0.3268543 0.3356287 0.1816028
GB48892 LOW QUALITY PROTEIN: synaptogyrin-2 19.361165 -0.6324875 0.1682813 0.0625846 0.2719394
GB54818 muscle LIM protein Mlp84B-like isoform X2 19.345615 -0.2826653 -0.0654761 0.2387279 0.2020251
GB48489 dipeptidyl aminopeptidase-like protein 6-like isoform X1 19.303984 -0.0784904 -0.1392929 -0.9277102 0.1192834
GB55504 zinc finger protein 143-like isoform X2 19.176118 -0.1397815 -0.0341459 0.0768685 0.0929361
GB52763 uncharacterized protein LOC100578776 isoform X2 19.167854 -0.0468317 -0.0133573 0.4850054 0.1898818
GB41659 endothelin-converting enzyme 1 isoform X4 19.100588 -0.2768391 0.0360079 0.2676889 0.2457807
GB55237 disco-interacting protein 2 isoform X1 19.093588 0.1891830 0.0895356 1.4083799 -0.8325983
GB45393 surfeit locus protein 1 19.046890 -0.3007976 -0.0407981 0.1662574 0.1525407
GB47678 protein FAM69C-like isoform X2 18.982397 -0.1217844 -0.1356090 0.3516168 0.2260748
GB52679 uncharacterized protein LOC409139 isoform X2 18.975709 0.1482778 0.1011442 0.1363535 0.1891389
GB41866 uncharacterized LOC552431, transcript variant X4 18.956451 0.4110198 -0.0127336 0.2639560 0.3002171
725415 BTB/POZ domain-containing protein KCTD16-like 18.950874 0.9409643 -0.6514749 0.2958511 0.3458427
GB47990 tropomyosin-1-like 18.937747 0.1503472 -0.3462256 0.1156195 0.3927175
GB55520 PDZ domain-containing RING finger protein 4 18.829258 -0.5604969 -0.0269463 0.3270404 0.0439836
GB43818 trimeric intracellular cation channel type B-like 18.770242 -0.0542100 -0.4532958 0.2997434 0.3859680
GB49969 tubby-related protein 4-like isoform X3 18.752440 -0.1399939 0.2723870 0.2337417 0.1057941
GB43231 uncharacterized protein LOC408329 18.748260 -0.3721146 0.2672594 0.2644489 0.0270706
GB40625 synapsin isoform X2 18.745487 -0.0007463 0.2642269 0.4957649 0.2952794
GB42692 ultraspiracle isoform X7 18.741237 0.0024864 -0.0020192 0.2272694 -0.2902473
GB48362 protein kinase DC2 isoform X1 18.697126 0.0144671 -0.0862512 0.4479301 0.1956692
GB54423 uncharacterized protein LOC551958 18.658466 -0.0182288 -0.1217524 0.5110847 -0.1082280
GB50142 uncharacterized protein LOC726068 18.625706 -0.1832653 0.2964760 0.2214939 0.0568193
GB55559 D-beta-hydroxybutyrate dehydrogenase, mitochondrial-like isoform X2 18.615623 0.0097019 -0.3884461 0.3465838 0.4558630
GB44430 dihydrolipoyllysine-residue succinyltransferase component of 2-oxoglutarate dehydrogenase complex, mitochondrial-like isoform X1 18.610733 -0.5926677 -0.0665588 0.1894260 -0.2475919
GB54446 arginine kinase isoform X2 18.602183 0.2311390 -0.1289730 0.4408448 0.1410691
GB52013 isocitrate dehydrogenase [NAD] subunit gamma 1, mitochondrial-like isoform 2 18.533786 -0.6028590 -0.1348051 0.1594659 0.1912483
GB51787 myosin light chain alkali-like isoform X5 18.437615 0.4439891 -0.2793164 0.3723450 0.3497629
GB47928 allatostatins precursor 18.420611 -1.0599542 -0.0880527 0.3043287 0.2816394
GB40537 reticulon-4-interacting protein 1 homolog, mitochondrial-like 18.410422 0.0209046 0.0215747 0.1688833 0.2246331
GB48163 probable NADH dehydrogenase [ubiquinone] iron-sulfur protein 7, mitochondrial isoform X1 18.344105 0.0714526 0.0607222 0.2036164 0.1557124
GB55549 lachesin-like isoform X1 18.310222 -0.1648579 0.0177020 0.2890627 0.0088269
GB42644 nicotinic acetylcholine receptor alpha2 subunit precursor 18.299345 -0.6912923 -0.2580954 0.1386431 0.1566976
GB47663 uncharacterized protein LOC727019 isoform X2 18.288701 -0.6102756 -0.2592534 0.5557404 0.3145607
GB54598 sodium-dependent phosphate transporter 2-like 18.284224 0.4473326 -0.0180989 0.2539486 0.0175071
GB50123 myophilin-like 18.224951 0.1235467 -0.2641748 0.2260472 0.2157248
GB42676 epimerase family protein SDR39U1-like 18.153999 -0.2997739 -0.0866989 0.1779110 0.1303428
GB41845 dual specificity protein phosphatase Mpk3 18.146658 -0.0481926 0.0168287 0.2460271 0.1511945
GB41839 uncharacterized protein LOC552552 isoform X1 18.134727 -0.6290870 -0.1294563 0.0826175 -0.0749326
GB51917 1-acyl-sn-glycerol-3-phosphate acyltransferase alpha-like isoform X1 18.076845 -0.7884807 0.1459607 0.4419118 0.3395123
GB41863 glutamate receptor-interacting protein 1 17.991009 -0.1607764 -0.0277491 0.1835944 -0.0384194
GB41860 serine/threonine-protein kinase STE20 isoform X1 17.951469 -0.7087824 0.5159097 0.4174642 0.3735759
724169 transcription factor kayak isoform X3 17.830227 -0.3392672 0.0570718 0.3706900 0.3128189
GB48151 F-box/LRR-repeat protein 16 17.764501 0.2889661 0.0707071 0.4207396 0.2248933
GB47728 uncharacterized protein LOC409327 isoform X2 17.741284 0.0452367 -0.0341232 0.5200907 0.2405244
410562 serine/threonine-protein kinase SBK1-like isoform X1 17.708632 -0.3271830 0.3895611 0.5692589 -0.1388751
GB48232 uncharacterized protein LOC552578 isoform X1 17.668741 -0.6357718 -0.0956581 0.4937880 0.0942855
GB45497 histone-lysine N-methyltransferase, H3 lysine-79 specific isoform X3 17.637557 -0.8636643 -0.2042806 0.3040861 -0.1837393
GB40703 cadherin-23-like 17.589329 0.1546920 -0.1493760 -0.3526411 0.6811609
GB44498 uncharacterized protein LOC551934 isoform X3 17.498893 0.2086090 -0.2604815 0.3855567 0.1219437
GB41241 SET and MYND domain-containing protein 4-like 17.495350 0.0608500 -0.1388716 0.3527382 0.0284537
GB44970 RUN domain-containing protein 1-like 17.329197 -0.9322910 0.0121563 0.2084180 0.0591890
GB45406 innexin shaking-B isoform X1 17.231771 -0.5128147 -0.1674207 0.5925262 0.1320149
GB54827 synaptotagmin 1 17.230302 0.4031080 -0.1543626 0.2437063 -0.1691167
GB44889 neurogenic protein big brain 17.199669 -0.6922649 -0.0037840 0.3695044 0.5347946
GB41487 transcription factor SPT20 homolog isoform X3 17.170134 -0.2291478 -0.0286335 0.1732298 0.1687227
GB40735 fructose-bisphosphate aldolase-like isoform X1 17.026386 0.0502705 0.0659511 0.1683899 0.0707604
GB40603 uncharacterized protein LOC410369 17.025161 -0.2494051 -0.1161132 0.3930715 -0.2010532
GB50150 major facilitator superfamily domain-containing protein 6-like isoform X2 17.015236 0.1944749 -0.2309688 0.4398861 0.4354699
GB52350 BRO1 domain-containing protein BROX-like 16.895098 0.0251370 -0.0151419 0.0630647 0.0318475
GB55976 zinc finger protein 271-like isoform X2 16.891859 0.3351956 0.0037890 0.2225968 0.2054870
GB49559 intraflagellar transport protein 88 homolog isoform X2 16.889134 0.2668334 0.0508070 0.2711415 0.1094384
GB44910 nuclear receptor-binding protein homolog 16.815190 0.0472513 -0.0977933 0.1435630 0.1575120
GB45833 putative methyltransferase NSUN7-like isoform X1 16.698836 -1.0927675 -0.1155145 0.5108046 -0.0390299
GB49688 peroxidase isoformX2 16.659376 -0.1014136 -0.2238851 0.1038606 0.0081065
GB53163 transient receptor potential channel pyrexia isoform X3 16.648401 -0.3313750 -0.3406834 0.2947176 0.2831949
GB51074 differentially expressed in FDCP 8 homolog isoform X2 16.564010 -0.1425567 0.1420270 0.2989413 0.0375067
GB48709 uncharacterized protein LOC724300 16.558623 0.1015272 0.0587105 0.4403682 0.3266977
GB50985 yorkie homolog isoform X2 16.550915 -0.0587983 -0.0269504 0.2617774 0.1803131
GB48331 GTP-binding protein RAD-like isoform X2 16.456567 -0.4165385 0.2348699 0.7690865 0.4342525
GB55798 cyclin-dependent kinase 5 activator 1 isoform X2 16.279053 0.0952047 -0.0655147 0.3694129 0.1360139
GB42775 transmembrane protein 189-like 16.243327 -0.7237029 -0.1637982 0.2517442 0.0892714
GB49967 NADP-dependent malic enzyme isoform X1 16.164695 -0.4037762 -0.0858154 0.2919158 0.2794340
412927 uncharacterized protein LOC412927 isoform X4 16.110429 -0.7754149 -0.1198548 0.4751749 0.1089946
GB47799 protein hairy isoform X2 16.105701 -0.5155486 -0.1040845 0.3328577 0.0162919
GB56017 paired mesoderm homeobox protein 2-like isoform X2 16.097799 -0.2105191 -0.3431956 0.5366410 0.3841222
GB46581 ubiquitin-conjugating enzyme E2 H 16.095537 0.0159472 -0.0154422 -0.1194925 0.0888370
GB40541 vesicular inhibitory amino acid transporter-like 16.089482 0.2687177 0.1596356 0.6513254 0.4144100
GB42792 uncharacterized protein LOC409805 isoform X3 15.973436 0.2876909 -0.2801362 0.4438630 0.4154002
GB45017 RNA pseudouridylate synthase domain-containing protein 2-like isoform X3 15.969769 -0.3168366 -0.0121638 0.2034878 0.2164005
GB53646 polycomb group protein Pc 15.933332 -0.0963384 -0.0346554 0.1200365 0.1950194
GB44011 E3 ubiquitin-protein ligase Rnf220-like isoform X5 15.908808 -0.3867762 -0.0270429 0.2611436 -0.2114363
GB42757 protein disabled isoform X4 15.903414 -0.5858988 0.0597639 0.2367152 0.0414481
GB50442 uncharacterized protein LOC100577562 isoform X1 15.870343 0.2302594 0.4191878 0.7750161 0.3076271
GB54037 uncharacterized protein LOC727502 15.794219 -0.1105505 -0.1426724 0.8009610 0.0651269
410229 slit homolog 3 protein 15.714912 0.1677186 -0.2064498 0.0496820 -0.0442317
GB47148 uncharacterized protein LOC552326 15.713800 0.1051884 0.0235050 1.3461976 0.2395930
GB53986 dehydrogenase/reductase SDR family member 11-like isoform X1 15.709492 0.3039867 -0.3381257 0.2595285 0.1333076
GB51159 uncharacterized protein LOC413925 isoform X5 15.705241 -0.4739860 -0.2076484 0.2877617 0.1070991
GB48933 methenyltetrahydrofolate synthase domain-containing protein-like 15.668023 -0.8760827 0.0341808 0.5730859 0.1763404
GB42606 serotonin receptor 15.665441 -0.0399272 -0.0611863 0.6977175 0.0109041
GB43365 nucleoside diphosphate kinase 7 15.646689 -0.3570455 -0.0098416 0.2813375 0.3381824
411207 CCAAT/enhancer-binding protein 15.645080 -0.6195679 -0.1924736 0.3585323 -0.0524647
724740 forkhead box protein G1 15.639002 -0.2007863 0.2318166 0.6060152 0.1682673
GB48451 protein yippee-like 5-like isoform X1 15.604803 0.2249800 0.0831261 0.1174656 0.0902425
GB46312 cuticular protein 22 precursor 15.571915 0.3941880 -0.1897257 0.1996916 -0.5429218
GB40304 ankyrin repeat and SOCS box protein 16-like isoform X2 15.562554 -0.3703452 -0.0217728 0.4131607 -0.0338316
GB40240 myosin regulatory light chain 2 15.537435 0.5198008 -0.4811814 0.2578078 0.2791373
GB42875 ATP-binding cassette sub-family A member 2-like isoformX2 15.495406 -0.2022811 -0.0643080 0.3013218 -0.1625268
GB41243 uncharacterized protein LOC408729 isoform X2 15.481154 -0.0961139 -0.1463401 0.1604827 -0.0858921
GB47237 protein naked cuticle homolog 2-like 15.466641 -1.4587881 0.2052271 0.3160004 0.0359239
GB49400 protein msta, isoform A-like isoform X3 15.436729 0.2130109 0.0692844 0.4102789 0.0730650
726815 phosphatidylinositol-glycan biosynthesis class W protein-like 15.405703 -0.6211279 -0.0432988 0.2534542 0.0559762
GB44903 calcineurin subunit B type 2-like 15.400084 -0.3690599 -0.0323468 0.2586576 0.3400857
GB40496 aftiphilin-like isoform X2 15.353746 0.3123896 -0.0021761 0.1516327 0.0668674
GB40159 ankyrin repeat and death domain-containing protein 1A-like isoform X3 15.338868 -0.9287671 -0.1708180 0.1862042 -0.0916638
GB47229 heparan sulfate glucosamine 3-O-sulfotransferase 3A1 isoform X1 15.277497 0.7488732 0.1117085 0.4567357 0.0835861
GB53055 nicotinic acetylcholine receptor beta1 subunit precursor 15.275694 0.8052158 0.6551395 0.3567407 0.4670622
GB48208 protein argonaute-2 isoform X4 15.254452 -0.2092086 -0.1481536 0.6297834 0.2431558
100576814 uncharacterized protein LOC100576814 15.235960 0.3458361 -0.2340662 1.1643477 -0.1628239
GB41745 LOW QUALITY PROTEIN: serine/threonine-protein kinase atr-like 15.163603 -0.5220902 0.0056408 -0.0634446 0.1541954
GB41981 jmjC domain-containing protein 4-like isoform 1 15.089675 -0.6830191 0.0685019 0.2269399 0.1861268
GB40416 twist isoform X1 15.050220 0.1746768 -0.1954057 0.3353427 0.0370247
GB40545 microprocessor complex subunit DGCR8-like isoform X4 15.014488 -0.4215839 0.1644370 0.3061618 0.1654158
GB47014 wiskott-Aldrich syndrome protein family member 2-like isoform X2 14.992856 -0.4790326 0.0490454 0.0720573 -0.3700189
GB42866 bruchpilot 14.984149 -0.6732870 -0.1107115 0.0068422 0.4366532
GB52956 synaptotagmin-10 14.956048 0.1403263 -0.0496245 0.3017734 0.4816307
GB45035 histone acetyltransferase KAT6B-like 14.950725 0.4555221 -0.0375517 0.4085010 0.5484510
100578339 condensin-2 complex subunit D3-like 14.921732 -0.9452916 0.0655228 0.3611837 0.0258053
GB53550 heat shock protein beta-1-like isoform X3 14.853049 0.1137667 -0.1101359 -0.0807538 0.2267810
GB48698 tetraspanin-7 isoform X1 14.850910 1.0420339 0.0949066 0.2067971 0.1425195
GB55663 LOW QUALITY PROTEIN: LIM/homeobox protein Lhx1-like 14.789809 -0.3226875 0.2402790 0.4224435 -0.0745866
GB51063 uncharacterized protein LOC552276 isoform X1 14.736234 -0.3592629 -0.5973709 0.1580166 0.0362386
GB48352 TBC1 domain family member 14 14.723320 -0.4388469 0.0523390 0.3386816 -0.2360601
GB42670 WD repeat-containing protein 35-like 14.692785 0.3135844 0.0031752 0.3421378 -0.0070221
GB49945 BRCA1-associated RING domain protein 1-like isoform X1 14.683129 -0.0553931 -0.2586330 0.1972627 0.4190530
GB44824 corazonin receptor isoform X1 14.678732 -0.3009799 -0.1562374 -0.1472673 -0.1130528
GB42576 limbic system-associated membrane protein-like 14.615751 -0.6587715 -0.0945517 0.2464464 0.2469177
GB41082 tyrosine-protein kinase Src42A-like isoform X5 14.596125 0.0388012 0.0337538 0.6878599 0.0900157
GB43456 18-wheeler precursor 14.595748 -0.8609148 0.0679012 -0.1989253 0.0263266
GB53305 LOW QUALITY PROTEIN: protein still life, isoform SIF type 1-like 14.532129 0.1336125 -0.1438707 0.6295653 -0.0098067
GB43389 8-oxo-dGDP phosphatase NUDT18-like 14.494416 0.3072804 -0.1161499 0.2413855 -0.0762126
GB49368 rho-related GTP-binding protein RhoU-like 14.451697 0.1988707 -0.0075346 0.1519758 0.1489892
GB49105 ecdysteroid-regulated gene E74 isoform X10 14.440487 -0.3805369 -0.1026102 2.9210447 0.1422702
GB44276 discoidin domain-containing receptor 2-like 14.362689 0.6563774 -0.1394740 0.6697288 0.1013780
GB49248 tachykinins precursor 14.345529 0.6788863 -0.0240857 0.2638734 0.3006781
GB49476 lysyl oxidase homolog 4 isoform X2 14.253445 -0.4140959 -0.1441085 0.4441635 0.0050025
GB41265 nucleoredoxin-like isoform X3 14.208226 -0.0250208 0.2309961 0.2964353 0.0450238
GB50480 mitochondrial inner membrane protein COX18-like isoform X1 14.196996 -0.0499001 -0.1484684 0.3402176 0.4398377
GB50689 L-threonine 3-dehydrogenase, mitochondrial-like 14.181562 0.5938554 -0.0330625 0.4041427 0.1300934
102653641 glomulin-like 14.154186 -0.5667234 -0.2011382 0.2555917 0.1108833
GB54537 protein slit isoform X2 14.075373 -0.0126188 -0.0843548 0.7197783 0.4252038
GB43143 tubulin-specific chaperone cofactor E-like protein-like isoform X2 14.023650 0.0612125 -0.0809272 0.1838574 -0.0942275
GB51029 band 4.1-like protein 5-like isoform X1 14.002161 -0.6668539 -0.0545778 0.0894735 -0.0016594
GB52719 segmentation protein Runt-like 13.759744 -1.2877537 0.1757163 0.0618145 -0.0312513
GB47734 uncharacterized protein LOC100577325 isoform 1 13.722415 0.2243826 -0.0592934 0.2491272 0.0995916
GB41085 tektin-B1-like isoform X3 13.700821 -0.3748334 1.0541514 0.5021390 0.4364121
GB52002 agrin-like isoform X10 13.648175 -0.3814819 0.1502947 0.1656457 0.0423272
GB53665 tyramine beta hydroxylase 13.554831 -0.7343286 -0.0328800 1.2794363 0.0629392
550870 uncharacterized protein LOC550870 13.546847 -1.8653555 0.3195073 -0.0099437 -0.0212492
GB43719 alpha-catulin-like isoform X2 13.486767 -0.5041119 0.2381516 0.4204339 0.8312580
GB44254 uncharacterized protein LOC411586 isoform X1 13.354572 0.1548909 -0.0759203 0.3807907 0.3661557
GB54467 probable G-protein coupled receptor 52 isoform 1 13.156538 -1.0596453 0.1235973 0.4530378 0.3156867
GB52328 protein patched-like isoform X4 13.142650 -0.0470780 0.0827657 0.4715143 -0.1167653
102654980 transient receptor potential channel pyrexia-like 13.087750 -0.5031178 0.0273209 0.6911742 0.1151823
GB49844 mediator of RNA polymerase II transcription subunit 1 isoform X1 13.038627 -0.2415949 -0.0343759 0.5057169 -0.0666262
GB51276 protocadherin-like wing polarity protein stan-like isoform X1 12.994447 -0.4409249 -0.0213298 0.5249136 -0.0773183
GB43618 aconitate hydratase, mitochondrial-like isoform X1 12.877769 -0.4083154 -0.1511920 0.1370423 0.1283512
GB43292 uncharacterized protein LOC551661 12.863419 -0.6457428 0.2007350 0.3189085 0.2878090
GB49175 4-hydroxyphenylpyruvate dioxygenase-like 12.857044 -0.3463731 0.3538868 0.5652253 0.1808402
GB47373 protein tipE-like isoform X1 12.800891 -0.4067158 0.4340921 0.3845045 0.0012639
550677 protein mab-21-like isoform 1 12.777109 0.3481217 0.2131949 0.3030159 0.0229235
GB47370 rho GTPase-activating protein 7 isoform X2 12.774984 -0.3749962 -0.0732343 -0.4487794 -0.3392253
GB55974 calcium uniporter protein, mitochondrial-like isoform X1 12.679886 0.3690429 0.1478188 0.2237683 0.3954706
GB52995 coiled-coil domain-containing protein 85C-like isoform X2 12.654932 0.5005453 0.1460103 0.3618843 -0.1789676
GB53420 uncharacterized protein LOC100576355 isoformX2 12.616980 -0.5907599 0.2092456 0.3775249 -0.0155893
GB40120 fas apoptotic inhibitory molecule 1-like 12.590428 0.3102156 -0.5954096 0.0989003 0.3083215
GB41601 serine/threonine-protein phosphatase 6 regulatory ankyrin repeat subunit A-like isoform 2 12.553174 0.2393149 0.0319892 0.2540168 -0.2914843
GB41227 cuticular protein analogous to peritrophins 3-B precursor 12.500511 0.1322101 -0.6683104 0.4086942 0.0560315
GB52992 agrin-like 12.495771 0.0225387 -0.0731722 0.2459048 -0.3041769
GB53351 2-hydroxyacylsphingosine 1-beta-galactosyltransferase-like isoform 1 12.390049 -0.6928586 -0.0347413 1.0913462 0.3709605
GB52356 zeta-sarcoglycan isoformX2 12.329856 0.2223687 -0.3003192 0.3488838 -0.2510877
GB42227 homeobox protein aristaless-like 12.322365 0.3371603 0.0445621 -0.3980888 0.1229078
GB47330 uncharacterized protein LOC100578466 12.297337 -0.1611251 0.2802525 2.1912450 -0.0576892
GB47902 endocuticle structural glycoprotein SgAbd-1-like 11.965446 0.9185689 -0.3288476 0.2553881 0.4100066
GB44295 sodium-dependent neutral amino acid transporter B(0)AT2 isoform X1 11.869923 -0.0389405 0.0150823 0.2602500 0.0721614
GB51084 radial spoke head protein 3 homolog isoform X1 11.741421 0.1292462 -0.9700829 0.3011215 0.0656329
GB47967 TWiK family of potassium channels protein 7-like 11.624651 0.2591543 0.1185417 0.5386654 0.3077002
GB49882 potassium voltage-gated channel protein Shaw isoform X2 11.395419 -0.0336868 -0.1443389 0.2748873 0.0978533
GB45694 lutropin-choriogonadotropic hormone receptor-like isoform X4 11.315345 -0.3758967 -0.2558261 1.2080970 0.4408211
100578156 uncharacterized protein LOC100578156 11.077422 -1.5700809 0.0780073 0.6243584 0.1110160
GB41494 uncharacterized protein LOC100576666 10.876470 0.2402189 0.1975217 1.0718525 0.3094964
409016 uncharacterized protein LOC409016 isoform X1 10.234181 0.1886847 -0.0454913 0.1942384 0.6256423
GB48262 uncharacterized LOC100576671, transcript variant X5 10.197905 -0.6818715 0.0338790 0.0810053 0.0512313
GB51174 uncharacterized protein DDB_G0284459-like 10.039886 0.4280375 -0.3750459 0.1868244 0.5932720
GB46638 dipeptidase 1-like 9.993053 -0.2757522 -0.7356442 -0.4211237 0.3103322
GB46057 PBAN-type neuropeptides precursor 9.971053 0.0272047 -0.4366709 0.1581147 0.1132313
GB55016 quinone oxidoreductase-like isoform X2 9.863561 0.6216726 -0.0803903 0.4652785 -0.1927008
GB49392 actin-binding Rho-activating protein-like isoform 1 9.259932 0.7867372 -0.1883898 0.3315127 0.1847873
GB48832 cuticular protein 3 precursor 9.092388 1.5395500 -0.1942970 0.3957273 0.1781706
GB54396 elongation of very long chain fatty acids protein AAEL008004-like isoform X2 8.959702 2.4882823 -0.0852643 0.9730720 0.0513045
GB46335 uncharacterized protein LOC100577622 8.870681 0.2761928 0.1877337 1.1725539 0.0700643
GB45199 ceramide kinase-like isoform X4 8.782776 0.2247593 0.0685426 0.1886628 -0.1044807
724465 enhancer of split mbeta protein-like 8.744289 1.0913239 0.0051604 0.6081269 -0.1332904
GB41903 cyclin N-terminal domain-containing protein 1-like isoform X2 8.419051 -0.1875021 0.4823907 0.4797190 0.7172901
724570 mpv17-like protein 2-like isoform X2 8.120352 0.2675164 -0.0182479 0.1683108 0.1254560
GB44549 glucose oxidase 7.627876 0.0464020 0.4531259 0.1390218 -0.5851793
GB47092 uncharacterized protein LOC724483 isoform X1 7.416226 -0.5250113 0.7248697 0.4849716 -0.0539099
GB50889 RNA-binding protein 24-like isoform X3 7.323361 -0.0343137 0.0133994 0.6501237 0.1515999
GB43560 insulin-like peptide 2 7.254103 0.3891473 -0.1541425 0.2881154 0.2171360
GB51740 CD63 antigen 7.148564 0.2998193 -0.1110492 2.6283593 0.0933423
GB49684 optomotor-blind protein-like isoform X1 7.087644 0.1104555 0.1842527 0.0932658 -0.1836892
GB45542 ligand-gated chloride channel homolog 3 precursor 6.964167 1.9871990 0.1979414 0.9314630 0.4740336
GB51369 opsin, ultraviolet-sensitive 6.544346 0.5283196 0.0686868 0.1735806 0.2177808
GB45157 protein big brother isoform 1 5.982996 -0.1646934 0.2312355 0.2537482 -0.0448091
GB13601 cuticular protein CPF1 precursor 5.918821 0.5209523 -0.1661667 0.3437081 0.1136129
GB41418 uncharacterized protein PF11_0207-like isoform X2 5.728419 0.6725455 0.0729602 0.1688289 0.7614956
GB47727 uncharacterized protein LOC724679 isoform 2 4.795946 0.5902646 -0.1623603 0.3408201 0.0704282
102656656 carbon catabolite-derepressing protein kinase-like isoform X2 4.511399 -0.2794717 -0.0120319 0.4746257 0.0482806
GB54159 uncharacterized protein LOC552735 4.176112 0.3288372 0.1544875 0.3665780 0.3262821

Module 4

Table S29: List of all the genes in Module 4, ranked by their within-module connectivity, k. The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(4)
saveRDS(gene_list, file = "supplement/tab_S29.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB44431 26S protease regulatory subunit 4 isoform 1 44.223556 0.2068368 -0.0420157 -0.4280960 -0.0088204
GB49337 26S proteasome non-ATPase regulatory subunit 13 42.984225 0.1764581 -0.0655698 -0.2607125 -0.5605728
GB50750 coatomer subunit delta isoform 2 42.890303 -0.0312791 -0.0288217 -0.0588197 -0.0489833
GB45720 proteasome subunit alpha type-7-1-like 41.581027 0.1530987 -0.0949419 -0.0722067 0.0630901
GB50242 26S proteasome non-ATPase regulatory subunit 4 41.384303 0.2213651 0.0631539 -0.1328648 0.5944635
GB53174 programmed cell death 6-interacting protein isoform X1 41.242520 -0.0756447 -0.0159918 -0.0466398 -0.0545396
GB47189 H(+)/Cl(-) exchange transporter 3-like isoform X2 41.034107 0.0346407 -0.0154327 -0.1018644 -0.0454175
GB50252 GTP-binding protein SAR1b-like isoform X4 40.648326 0.3208936 -0.0667845 -0.0210473 -0.2223932
102656372 tropinone reductase 2-like 39.868937 0.1120373 0.0340800 0.3238888 0.4926542
GB53812 prolyl endopeptidase-like isoformX1 39.532524 -0.0804557 -0.0489813 -0.0926730 -0.0238204
GB45567 E3 ubiquitin-protein ligase MARCH5 isoform X5 39.470727 -0.0551062 0.0346992 0.4749971 0.0134325
GB41649 E3 ubiquitin-protein ligase MARCH6 39.278828 -0.0462292 -0.0638063 -0.0682451 0.0497685
GB43819 ATPase ASNA1 homolog 39.180343 0.3773737 -0.0065874 -0.1431066 -0.0100659
GB44941 eukaryotic peptide chain release factor GTP-binding subunit ERF3A 39.104220 -0.0593707 0.0722754 -0.0148940 -0.1104174
GB53690 protein transport protein Sec31A 38.707647 -0.0073805 0.0306890 -0.1181363 -0.0320893
GB48643 STT3, subunit of the oligosaccharyltransferase complex, homolog B 37.962742 0.1934304 0.0005876 -0.1604664 -0.0954778
GB50348 bleomycin hydrolase-like isoform X2 37.858985 -0.0331317 0.0361318 -0.0548069 0.0615163
GB43706 probable trans-2-enoyl-CoA reductase, mitochondrial-like 37.473883 -0.0105284 0.0051152 -0.0134324 0.0351066
GB40775 apoptosis-inducing factor 1, mitochondrial 36.869445 0.2000561 0.1909935 0.3170325 0.0325652
411789 protein extra bases 36.857043 0.1887237 0.0207032 -0.1285144 0.1008955
GB40483 xyloside xylosyltransferase 1-like 36.852931 0.0301872 0.0061033 -0.0806551 0.0684976
GB41617 methylcrotonoyl-CoA carboxylase beta chain, mitochondrial-like isoform X2 36.788246 0.1487599 -0.1687086 -0.2389065 -0.0591055
GB50289 signal recognition particle 54 kDa protein-like 36.640755 0.0039203 -0.0010764 -0.0138630 -0.0199337
GB50274 transitional endoplasmic reticulum ATPase TER94 36.259304 0.5435617 -0.1180270 -0.3064504 -0.0779525
GB47540 putative leucine-rich repeat-containing protein DDB_G0290503 isoform X2 36.214750 0.2775390 0.0232034 -0.1293343 0.0217957
GB47573 T-complex protein 1 subunit theta-like 36.082403 0.1562527 0.0513066 -0.0207824 -0.0623897
GB52675 26S proteasome non-ATPase regulatory subunit 12 35.929513 0.2312931 0.0482900 -0.0951427 0.7829533
GB42355 asparagine–tRNA ligase, cytoplasmic-like 35.911929 0.1286098 0.1015732 -0.1220399 -0.0430047
GB42329 segmentation protein cap’n’collar-like isoform X4 35.867197 -0.2192666 -0.1006952 -0.1213930 0.6014040
GB55494 probable nucleolar GTP-binding protein 1-like isoform 1 35.759099 0.0447120 0.0957711 3.8215256 -0.1220854
GB42773 alanine–tRNA ligase, cytoplasmic-like isoform X1 35.229118 -0.0350767 0.0415367 -0.0868974 0.0119881
GB50730 97 kDa heat shock protein isoformX1 35.063680 -0.1577197 -0.0288468 -0.2107992 -0.1611854
GB48313 transmembrane 9 superfamily member 3 34.685061 0.2534914 -0.0136668 -0.0312486 -0.0353920
GB50459 WD repeat-containing protein 36-like 34.578669 -0.1479411 -0.0430390 -0.2433271 -0.1232282
GB46035 eukaryotic translation initiation factor 4 gamma 2-like isoform X4 33.921974 -0.2214407 0.0295406 -0.2425567 -0.1486897
GB54608 probable elongator complex protein 2-like 33.814252 0.0689425 0.0691345 -0.2205388 -0.1308013
GB50177 protein TRC8 homolog 33.492549 0.0945129 0.1231066 -0.1733043 0.2465639
GB45258 isocitrate dehydrogenase [NADP] cytoplasmic isoform 2 33.420505 -0.0142164 -0.0157218 -0.1189860 -0.0987758
GB47114 dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit 2-like 33.136515 0.1350366 0.1040145 -0.1152653 -0.1108689
GB44418 protein suppressor of hairy wing isoform X2 33.079975 -0.4107368 -0.1260784 -0.2722544 0.0277971
GB54573 probable 26S proteasome non-ATPase regulatory subunit 3 isoform X2 31.928635 0.0538327 -0.0037021 -0.0681125 -0.9049955
GB55440 phosphatidylinositol transfer protein alpha isoform 31.910100 0.1654650 0.0068526 -0.0463461 0.0630027
GB41762 derlin-2-like 31.704673 0.1842082 0.0872893 -0.2212623 -0.1243794
GB49939 protein FAM188A homolog 31.551690 -0.1412746 0.1136928 -0.1907462 0.0388591
GB42648 dolichyl-diphosphooligosaccharide–protein glycosyltransferase subunit 1 31.480759 0.2655380 0.1595473 -0.1227576 -0.1662744
GB44670 luciferin 4-monooxygenase-like 31.430736 -0.0515925 0.1548945 1.1032901 0.0559438
GB43131 short-chain dehydrogenase/reductase family 16C member 6-like isoform X4 31.410234 0.1007306 0.0869099 -0.1985410 -0.0829191
GB48692 translocation protein SEC63 homolog isoform 1 31.125908 0.2857900 -0.0530291 -0.1602624 0.0209032
GB49083 casein kinase II subunit beta isoform X1 30.992393 0.2782502 0.0471649 -0.1111348 0.0698090
GB41427 catalase 30.732896 0.1430821 0.0736901 -0.3977072 -0.0121187
GB46735 eukaryotic translation initiation factor 2A-like 30.705422 -0.0411662 0.0130254 -0.1447461 -0.0105182
GB47296 transmembrane protein 19-like isoform X2 30.672830 0.4289691 -0.0545500 -0.2516466 -0.1027988
GB52168 von Willebrand factor A domain-containing protein 8-like 30.577444 0.0856555 -0.0740676 0.0014012 0.0699640
GB48812 dnaJ homolog subfamily C member 3 30.546137 0.1132367 0.0402074 -0.2195332 0.0306329
102655967 ancient ubiquitous protein 1-like 30.348262 0.4711330 0.0420199 0.1648789 0.0503451
551499 FIT family protein CG10671-like 29.740675 0.3785333 -0.0602509 -0.3180826 -0.0349339
GB49955 vacuole membrane protein 1 isoform X1 29.459325 -0.0443525 -0.0065202 -0.2963167 0.1983572
GB41285 receptor-binding cancer antigen expressed on SiSo cells 29.433269 0.0238298 0.1200911 -0.1399244 -0.1309690
GB54861 LOW QUALITY PROTEIN: counting factor associated protein D-like 29.320266 0.2298241 0.1926641 -0.2944184 -0.0974716
GB47462 protein disulfide-isomerase A3 isoform 2 29.268674 0.3049034 0.0771835 -0.2557549 0.1369471
GB46646 UPF0554 protein C2orf43 homolog 28.707580 0.3354412 -0.0495704 -0.2178741 -0.1430792
GB44396 atlastin isoform X2 28.556709 -0.0591485 -0.1777902 -0.0925969 0.3200035
GB53373 leucine-rich repeat-containing protein 58-like 28.367576 0.1837683 0.0574237 -0.2601640 0.1579574
GB55484 UBX domain-containing protein 7-like 28.345099 -0.1419776 0.0862990 -0.1770521 -0.0476737
GB47134 renin receptor-like isoform X1 28.303254 0.3303687 -0.0407767 0.3718194 0.4166502
GB43912 nicalin-1 isoform X1 28.248461 0.6287100 0.0881076 -0.3253488 -0.0103644
GB46120 aspartate aminotransferase, mitochondrial isoform 1 28.225409 0.2491141 0.0236496 0.1306639 0.0254197
GB49525 RNA-binding protein fusilli 28.209030 0.1174438 -0.0741709 -0.0349456 0.0534866
GB48597 NADH-cytochrome b5 reductase 2-like isoform X2 28.155088 0.2033803 0.0013862 -0.0996939 -0.0202651
GB44205 proteasome subunit beta type-5-like 28.006936 0.4837999 -0.0915736 -0.4335090 -0.0596112
GB52434 probable ribosome production factor 1-like 27.874103 0.0054318 0.0148853 -0.2060277 0.0182433
GB40779 transaldolase 27.760521 -0.0039251 0.0160977 -0.0440904 0.0344095
GB45582 facilitated trehalose transporter Tret1-like isoform 3 27.374644 -0.0504268 -0.1335269 0.0539026 -0.0069750
GB45698 SAGA-associated factor 11 homolog 27.343826 -0.2647791 0.0924924 -0.1384764 0.1879171
GB40265 transcriptional activator protein Pur-beta-B-like isoform X4 27.334314 0.1264999 -0.0386187 -0.1285937 -0.0782933
GB47392 protein BCCIP homolog 27.258892 0.2577727 0.1104351 0.7443079 0.1332378
GB55987 ras-related protein Rab-18-B 27.110725 0.0323400 -0.0536913 -0.0349277 -0.0504278
GB55977 eukaryotic translation initiation factor 4E-1A 27.089946 0.1705188 0.0538447 -0.0949449 0.1031615
GB45251 ubiA prenyltransferase domain-containing protein 1 homolog 26.995162 0.2292889 0.0114163 -0.1159756 0.0793336
GB48008 peroxisomal membrane protein PEX14-like 26.969623 0.0001390 0.0224702 -0.2071820 -0.0800297
GB46977 ribosome biogenesis methyltransferase WBSCR22-like 26.952365 0.0481658 0.0896746 -0.2062109 0.0893196
GB54363 ATPase family AAA domain-containing protein 3 isoform X1 26.942276 0.3943176 0.1631272 -0.1500874 -0.0561398
GB53955 FGFR1 oncogene partner 2 homolog 26.809933 0.0846268 -0.0312388 -0.1442031 0.0964404
GB51282 thioredoxin domain-containing protein 5-like isoform 1 26.691792 0.2485396 0.0763851 0.1463655 -0.0113567
GB46031 vacuolar H+ ATP synthase 16 kDa proteolipid subunit 26.645728 -0.0479109 -0.0170686 -0.2826372 0.0222715
GB54848 tumor suppressor candidate 3-like 26.523213 0.4846324 -0.0104631 -0.6272344 -0.0006124
GB49119 deoxynucleotidyltransferase terminal-interacting protein 2-like 26.458317 0.2109767 -0.0144902 -0.1065953 0.0599639
GB53080 alpha-2-macroglobulin receptor-associated protein-like 26.455789 0.0064170 -0.0306365 -0.0869340 0.0369668
GB49117 heat shock protein cognate 3 precursor 26.360858 0.2270221 -0.0395375 -0.2932567 -0.1580736
GB49240 aldehyde dehydrogenase, mitochondrial isoform 1 26.349079 0.1549590 0.1010275 -0.0376052 -0.0094109
GB55610 MOSC domain-containing protein 2, mitochondrial-like 26.339169 -0.0627471 0.0072092 0.3240534 -0.1399329
GB49307 DNA-directed RNA polymerases I and III subunit RPAC1-like isoform X1 26.293649 -0.0115285 0.0668726 0.3393313 -0.0367022
GB52729 aspartate–tRNA ligase, cytoplasmic 26.270157 0.1271826 -0.0104019 7.4806151 -0.0363266
GB40207 serine–tRNA ligase, mitochondrial 26.269427 0.0012962 -0.0721504 0.0021323 -0.0446679
GB46979 derlin-1-like 26.162259 0.6809454 -0.0344909 0.5101016 -0.0139263
GB42236 patched domain-containing protein 3-like isoform X4 25.938301 -0.2888681 0.0901237 -0.1149775 0.1142936
102653839 histone-lysine N-methyltransferase SETMAR-like 25.496262 0.2063172 -0.0636157 -0.2265030 -0.1742015
GB49180 cysteine-rich secretory protein 1-like, transcript variant X5 25.371025 -0.2540170 -0.0393153 -0.1190649 -0.2517126
GB55537 transketolase isoform 1 25.321298 1.0357857 0.0369899 -0.2479617 -0.3417730
GB54999 NAD kinase 2, mitochondrial-like 25.209366 0.4540230 -0.2140000 -0.0815604 -0.0922070
GB54101 HEAT repeat-containing protein 3-like 24.883603 -0.2253708 -0.0872323 -0.1050610 0.0597797
GB55490 uncharacterized protein LOC410793 24.753469 -0.0477751 -0.0681408 -0.4730765 0.2615252
GB46579 glucose-6-phosphate 1-dehydrogenase isoform X3 24.688398 0.6482683 -0.1000294 -0.3650464 -0.1593256
GB50096 pantothenate kinase 1-like isoform X2 24.586554 0.8477323 -0.0870535 -0.3693640 -0.0267439
GB54112 adenine phosphoribosyltransferase isoform X1 24.536162 0.2345084 0.0448087 1.4763523 0.1039490
GB47432 5-aminolevulinate synthase, erythroid-specific, mitochondrial-like 24.361288 0.3065397 -0.2485980 -0.3612845 -0.0388571
GB40783 glucose-6-phosphate isomerase-like 24.207603 -0.2439304 -0.1024763 -0.0910389 -0.0013179
GB54298 stromal cell-derived factor 2-like protein 1-like isoformX2 24.138324 0.3180715 0.0516537 -0.2166825 1.5192543
GB44457 FGGY carbohydrate kinase domain-containing protein-like isoform X2 23.955079 0.3022943 -0.1605569 -0.2354506 -0.0710812
GB48408 protein catecholamines up 23.947718 0.0141547 -0.0116125 -0.1088589 0.0730103
GB48847 DNA replication licensing factor Mcm3 23.786913 -0.3084852 0.2500155 -0.2998054 0.1204342
GB46657 galactokinase-like 23.579329 0.1002480 0.0684625 -0.5178679 0.0198896
GB52347 saccharopine dehydrogenase-like oxidoreductase-like isoform 1 23.401023 0.3645361 -0.4951154 0.2533578 -0.1998256
GB51782 carboxypeptidase Q-like isoform 1 23.387758 0.3346236 -0.0203412 -0.0649589 -0.1664672
GB48308 probable pyruvate dehydrogenase E1 component subunit alpha, mitochondrial-like isoform X2 23.311737 -0.2837578 -0.1078497 0.1711523 0.5184012
GB44557 probable ribonuclease ZC3H12C-like isoformX1 23.279307 0.0744929 -0.0447778 -0.1440084 -0.3265611
GB47941 cyclic AMP response element-binding protein A-like 23.225979 -0.3397125 0.1288849 -0.1450569 -0.3071147
GB42732 long-chain-fatty-acid–CoA ligase 3-like isoform X2 23.218782 0.4989058 -0.0146724 -0.3252347 -0.1571386
GB52724 protein 5NUC-like isoform X2 23.028043 0.0972367 0.0206395 -0.1179516 0.0023551
GB46772 very-long-chain enoyl-CoA reductase-like 23.018130 0.7467499 -0.2199431 -0.2011022 -0.4308688
GB44008 BTB/POZ domain-containing protein 17 isoform X1 22.839645 0.3154921 0.1167502 -0.1116056 -0.0483891
GB55511 growth/differentiation factor 8-like isoform 1 22.816925 0.4352292 0.1588802 -0.4870545 0.0743345
GB54601 protein disulfide-isomerase A6-like isoform 1 22.775763 0.4324571 0.1249594 -0.1467693 -0.0779340
GB49342 sugar phosphate exchanger 2-like isoform X3 22.718190 -0.2236853 -0.0107231 -0.0067022 0.0247381
GB49348 transmembrane protein 115-like 22.714857 0.3394745 -0.0382297 -0.0306424 -0.0288120
GB41388 glycerol-3-phosphate dehydrogenase 22.668744 -0.0851797 -0.1391961 -0.1883058 0.2562985
GB49336 acetyl-CoA carboxylase-like isoform X9 22.667437 0.3952476 -0.1602047 0.1869465 -0.2268771
GB54056 serine hydroxymethyltransferase, cytosolic isoform X3 22.549057 0.4140579 0.1933755 -0.3256797 -0.2607203
GB44640 solute carrier family 52, riboflavin transporter, member 3-A-like isoform X2 22.453147 -0.1275523 -0.1027834 0.1884364 -0.2170403
GB49826 sterol O-acyltransferase 1-like 22.192329 0.0951372 0.1465247 -0.2836459 0.0229186
GB47694 globin 1 22.014317 -0.0509277 0.1091362 -0.1515248 -0.1010404
GB52074 6-phosphogluconate dehydrogenase, decarboxylating 21.966722 0.8095794 -0.1426001 -0.4446501 -0.6031632
GB48195 acyl-CoA Delta(11) desaturase-like 21.937703 0.4943072 -0.1931849 0.6995588 0.6686102
GB45213 acyl-CoA synthetase short-chain family member 3, mitochondrial-like isoform X2 21.833726 0.6513876 0.2239474 -0.5637999 -0.2397701
GB50680 mannose-P-dolichol utilization defect 1 protein homolog isoform X2 21.555807 0.4656771 -0.3933720 -0.2207091 -0.0486393
GB45775 pancreatic triacylglycerol lipase-like isoform X2 21.506443 0.3197015 0.0505266 -0.8880584 0.0691686
GB41916 uncharacterized protein LOC726658 isoform 1 21.370720 0.3361149 0.3728404 -0.0276391 -0.0165127
GB52458 cysteine-rich with EGF-like domain protein 2-like 21.264629 -0.2710389 0.0498794 -0.3606772 -0.0178730
GB40278 probable methylmalonate-semialdehyde dehydrogenase [acylating], mitochondrial isoform X4 21.241766 -0.1582318 0.0029943 0.0294265 -0.0342272
GB54216 ATP-citrate synthase isoform X2 21.223912 0.8455868 -0.2267974 -0.4457293 -0.3264580
552211 protein THEM6-like 21.184585 0.7375726 -0.1442659 0.3923799 -0.5969306
GB55533 RNA-binding protein squid-like 20.856600 0.0651253 0.0778979 -0.0906335 -0.1167986
GB48859 UPF0160 protein MYG1, mitochondrial-like isoform X2 20.818643 0.2361138 0.2491324 -0.2080104 -0.0332518
GB49433 H/ACA ribonucleoprotein complex subunit 2-like protein 20.790828 0.5517963 0.1195184 -0.1634197 0.0024375
GB42237 N6-adenosine-methyltransferase 70 kDa subunit-like 20.731214 -0.0894263 0.2756185 -0.0857468 -0.0529242
GB46921 monocarboxylate transporter 12-like 20.714713 0.1807485 0.0007541 -0.1003586 -0.2148760
GB45596 elongation of very long chain fatty acids protein 6-like 20.705352 0.5247867 -0.4973462 -0.5304114 -0.5077637
GB50013 proclotting enzyme 20.601511 0.2512238 -0.9767295 -0.5331162 -0.2907466
GB55263 putative fatty acyl-CoA reductase CG5065-like 20.420422 -0.0329414 -0.2619832 -0.8318867 -0.3621781
GB54404 elongation of very long chain fatty acids protein AAEL008004-like 20.311401 2.0337166 -0.0397052 -0.1819294 -0.1518170
GB55094 protein neuralized isoform X3 20.264296 -0.6029457 0.1077662 -0.6403894 -0.0243416
GB54427 ribonucleoside-diphosphate reductase subunit M2 isoform X2 20.130036 0.0040836 0.1604850 -0.0329101 0.0177491
GB54538 uncharacterized protein LOC411248 isoform X5 20.086236 -0.4660266 -0.2286794 -0.0025983 -0.0413626
GB52768 alkaline phosphatase, tissue-nonspecific isozyme-like isoform X1 20.080226 -0.0170971 0.1366385 -0.0403085 -0.0385024
GB51580 long-chain-fatty-acid–CoA ligase ACSBG2 isoform X1 20.069108 -0.0990216 -0.1748159 -0.2690449 -0.1224712
GB50871 serine/threonine-protein kinase SIK2-like isoform X2 19.916686 0.0606616 -0.1441363 -0.2312372 0.2129038
GB53287 sialin-like isoform X4 19.620220 -0.0297581 -0.1059771 -0.1192229 -0.2783113
GB49653 probable phosphoserine aminotransferase-like 19.478348 0.4313976 0.0935267 0.0591799 -0.0947978
GB47495 nucleotide exchange factor SIL1-like 19.344565 -0.1521038 0.1578777 -0.0097726 -0.0068981
GB51723 60S ribosomal export protein NMD3 19.222509 -0.0712135 0.1664404 0.1759210 -0.0663748
GB48628 RNA-binding protein Nova-1-like isoform X2 19.214104 0.0515613 0.0209321 -0.5161615 -0.1714978
GB50626 phospholipase D3-like isoform X7 19.160241 -0.1767844 -0.0946056 -0.1617004 -0.0368420
GB54331 cathepsin L-like isoform X2 19.064368 0.0167944 -0.0794017 -0.3784244 -0.0640108
GB53412 fatty acid synthase-like 18.867764 1.1288740 -0.3170657 0.5061635 -0.1800755
GB51753 uncharacterized protein LOC100576760 isoform X2 18.820612 0.0773965 0.1404132 -0.0662854 -0.1625608
100577899 DNA replication complex GINS protein SLD5-like 18.733489 0.3469362 0.1156921 -0.2384693 -0.0444013
GB42899 uncharacterized protein LOC551133 isoform X2 18.387282 0.1289445 0.0095466 -0.0099508 -0.0564785
GB52446 uncharacterized protein LOC726987 isoform X5 18.323554 -0.5188239 -0.2066036 -0.3780834 -0.1773838
GB52351 porphobilinogen deaminase-like 18.239714 -0.3935509 -0.0800125 -0.5113538 0.0303557
GB45381 putative sodium-coupled neutral amino acid transporter 7-like 18.232994 0.2322221 -0.2991610 -0.1452851 -0.1044424
GB41886 protein transport protein Sec61 subunit alpha isoform 2 18.215808 0.7287917 -0.0327566 -0.2604661 -0.3382911
GB52153 U3 small nucleolar RNA-associated protein 15 homolog 18.207361 0.1742820 0.1472587 -0.0709591 -0.0205023
GB48203 laminin subunit beta-1 isoform X2 18.135401 -0.0687494 0.0552598 -0.1815586 -0.5195985
GB51647 4-aminobutyrate aminotransferase, mitochondrial-like isoform X2 18.132631 0.5676800 0.0956367 -0.1094744 -0.0314973
GB52454 mitochondrial pyruvate carrier 2-like 18.031851 -0.4590473 0.0544465 -0.1848845 0.0310854
GB49942 mitochondrial dicarboxylate carrier-like isoform 1 17.737991 0.1890512 -0.0364015 -0.1444554 -0.0878453
GB51614 probable methylthioribulose-1-phosphate dehydratase-like 17.686800 -0.0358269 -0.0730244 2.4507128 0.0926130
GB41011 lateral signaling target protein 2 homolog 17.643002 -0.0761978 -0.1736913 -0.5037217 -0.0906862
GB49869 microsomal triglyceride transfer protein large subunit isoform X1 17.589998 0.1389107 0.2371633 -0.4710017 -0.8792260
GB55432 glucosidase 2 subunit beta-like 17.428805 0.4916918 0.1151030 -0.1781667 0.0426794
GB40071 uncharacterized protein LOC410446 17.398408 0.0764242 0.0301336 1.2168758 0.0847128
GB44888 MATH and LRR domain-containing protein PFE0570w-like 17.235171 0.0429701 -0.0248396 0.0078619 -0.1299584
GB54610 thiamine transporter 2-like, transcript variant X2 17.225455 -0.4767433 0.1088769 -0.1870434 -0.3209313
GB54661 phosphoglucomutase isoform X2 17.097639 -0.3363439 -0.1135590 -0.1806090 -0.2087559
GB46422 proton-coupled amino acid transporter 1 16.930428 0.2093788 -0.1884596 0.0117507 -0.1665571
GB45177 uncharacterized protein LOC725324 isoform X1 16.879588 0.4068916 -0.0574424 -0.1430491 0.3385230
GB49633 RNA 3’-terminal phosphate cyclase-like protein-like isoform X2 16.859461 0.1575109 -0.0608420 -0.0908976 0.0954425
GB40141 venom serine carboxypeptidase 16.809434 0.1223739 -0.3228364 -0.3209092 -0.0884225
GB40280 pyruvate carboxylase, mitochondrial isoform X1 16.742568 -0.6020803 -0.0510597 -0.2153246 -0.3460215
GB49757 fatty acid binding protein 16.704757 0.4148758 -0.1762910 0.3588453 -0.1569230
GB46661 sodium-independent sulfate anion transporter-like isoform X1 16.610634 -0.2846534 0.2134063 -0.0536858 -0.0012242
GB45210 translocon-associated protein subunit gamma-like 16.589367 -0.2578927 -0.0623966 -0.0363309 -0.1380282
GB47383 U4/U6 small nuclear ribonucleoprotein Prp4 16.525971 0.0183237 -0.0212914 -0.0394002 0.0668049
GB42787 dentin sialophosphoprotein-like isoform X4 16.515172 0.1684747 0.3042534 -0.2740726 -0.0993491
102655896 nucleoplasmin-like protein-like isoform X4 16.340267 0.1679860 0.1843370 -0.1048845 0.0246945
GB55474 protein pygopus 16.236962 0.2676167 0.0707588 -0.0549138 0.0726924
GB51125 inositol-3-phosphate synthase 1-B isoform X2 16.234124 -0.1324499 0.0450646 -0.1206895 -0.1431645
GB45968 collagen alpha-1(IV) chain-like isoform 1 16.142244 -0.1021189 -0.2851870 -0.1437885 -0.1852569
GB44537 myosin-IA 16.130906 -0.3302817 -0.0513892 0.0332848 -0.1087754
GB45824 phosphoserine phosphatase isoform X2 15.998310 0.1362108 -0.0741826 -0.1520385 0.9771061
GB53567 branched-chain-amino-acid aminotransferase, cytosolic-like isoform 1 15.898775 -0.1946488 -0.1506045 -0.1192245 0.0252445
724293 protein yellow 15.838484 0.1487303 -0.2653227 0.9050534 0.0119983
GB44138 l-2-hydroxyglutarate dehydrogenase, mitochondrial-like isoform X3 15.463787 -0.0605374 -0.0645523 -0.0579366 -0.0117976
GB45975 LIM/homeobox protein Lhx3 15.448320 -1.4912892 0.1699440 -0.5350890 -0.2095720
GB44420 hydroxymethylglutaryl-CoA synthase 1 isoform X2 15.447539 0.0319813 -1.4782209 -0.2339946 -0.2200166
GB43942 putative serine protease K12H4.7-like isoform X2 15.444385 0.6725080 0.0163704 -0.1396986 0.1787550
GB42629 chromatin accessibility complex protein 1-like 15.273897 0.1251692 0.1625803 -0.0870455 -0.0091544
GB42541 carbonic anhydrase-related protein 10-like isoform X3 15.217357 -0.0902229 -0.2070180 -0.4223262 -0.1162996
GB54391 putative glycogen [starch] synthase-like isoform X1 15.171482 -0.1572320 -0.1100485 -0.0326887 -0.1545854
GB52496 epoxide hydrolase 4-like isoform X4 15.110661 0.2774522 0.0115722 -0.3747157 -0.0800490
GB51598 translocon-associated protein subunit beta isoform 2 14.774053 0.5583941 0.0371216 -0.0403127 -0.1591828
GB49095 high affinity copper uptake protein 1-like isoformX1 14.620522 0.5230884 -0.1010762 -0.2729704 -0.0231513
GB54888 2-acylglycerol O-acyltransferase 1-like isoform X1 14.550168 0.6685157 0.0466928 -0.0917668 -0.1179655
GB42264 myb-like protein X-like 14.521676 -0.6252822 -0.1368822 1.0730476 -0.0070602
GB45943 collagen alpha-5(IV) chain 14.385447 -0.0141205 -0.1686619 -0.0306632 0.1661617
GB51236 acyl-CoA Delta(11) desaturase isoform X2 14.282561 0.7514364 0.0473029 -0.6010006 0.4886544
GB47503 delta-1-pyrroline-5-carboxylate synthase-like isoform X3 14.246721 -0.4533711 -0.1181787 -0.0922763 -0.0916646
GB47839 calumenin 14.227729 0.2508064 0.1073882 1.1338349 0.6543477
GB40747 GMP reductase 2-like isoform 1 14.074250 -0.1389808 -0.0848805 0.0539909 0.0060923
GB55661 neuronal membrane glycoprotein M6-a-like isoform X2 13.870018 0.2916694 0.0445663 0.0406151 0.0845796
GB49854 alpha-amylase precursor 13.835878 0.4857671 0.0835219 -1.6759631 0.9168179
726965 uncharacterized protein LOC726965 13.828477 -0.1511445 -0.1317802 0.1458579 -0.3221607
102655415 uncharacterized protein LOC102655415 13.761128 -0.1886490 -0.2064529 -0.8759375 -0.3895903
GB52114 protein trachealess-like isoform X7 13.706700 -0.6009081 -0.0822315 2.8207841 0.0081549
GB43216 uncharacterized protein LOC413583 isoform X2 13.521796 -0.2362268 -0.1658183 -0.4291904 -0.6447770
GB47449 nucleoporin NUP188 homolog 13.432553 0.0398209 0.1257927 -0.3579522 -0.0552367
GB53230 adipokinetic hormone receptor 13.346403 -0.1559642 0.0488804 -0.4935836 -0.3911266
GB42738 protein cueball-like 13.218575 0.0792556 0.0187766 -0.3277604 -0.1859564
GB42468 phospholipase B1, membrane-associated-like isoform X1 13.019295 0.1712758 -2.6550613 -0.2391406 0.1282518
GB48521 RNA polymerase II elongation factor ELL2-like isoform X1 12.917540 -0.0107311 -0.1580317 -0.1465078 0.0207912
GB49321 D-arabinitol dehydrogenase 1-like 12.778844 0.3850348 -0.0314272 -0.1281534 -0.1467144
GB53404 protein fork head-like isoform 1 12.776526 -2.0510009 0.0551431 0.4763584 -0.2108822
411557 protein FAM46A-like isoformX2 12.640439 -0.3724492 0.1541695 -0.1698355 -0.0530527
GB44850 origin recognition complex subunit 3-like 12.544410 0.2060399 -0.0628445 -0.2511858 0.1533299
GB51077 dystrotelin-like isoform X1 12.364985 -0.2613290 0.1545091 -0.4736396 0.0442161
GB49543 alanine–glyoxylate aminotransferase 2-like 12.351536 0.3435971 -0.1281697 -0.1746713 -0.5539103
GB52712 serine/arginine repetitive matrix protein 2-like isoform X1 12.310149 0.1347869 0.2130550 -0.1568323 0.1329923
GB53036 serine/threonine-protein kinase Warts-like isoform X1 12.294727 -0.1758171 0.0278491 -0.2505460 0.0098058
GB46917 uncharacterized protein LOC726071 12.249764 0.1372400 0.0917500 -0.1651023 0.1279429
GB53661 methyltransferase-like isoform X3 12.132568 -0.2274413 -0.0795270 2.0586400 -0.0170579
GB51278 innexin inx3 12.091606 0.3830713 0.0406630 0.0169686 -0.1518675
GB52161 cuticular protein 28 precursor 11.933221 0.2839393 -0.6850552 0.0492736 -0.0220819
GB42887 protein NPC2 homolog 11.895962 0.4934256 0.1171569 0.8267574 -0.2535760
GB43984 xenotropic and polytropic retrovirus receptor 1 homolog 11.711923 -0.0394515 0.0389923 0.0492826 0.1485743
GB48252 dihydrofolate reductase isoform X2 11.676320 0.2476259 0.2239091 -0.1962494 0.1041595
GB47270 cytochrome P450 4C1 11.593087 0.3133208 0.1872647 0.7449695 0.5041494
GB48109 retinoid-inducible serine carboxypeptidase-like isoform X3 11.544591 0.9904184 0.1527256 -0.4756137 0.2243044
GB54313 uncharacterized protein LOC413386 isoform X3 11.417055 -0.2681125 0.0458400 -0.5743109 -0.0318130
GB51913 thymidylate kinase-like isoform X2 11.334845 -0.3730554 0.3081842 -0.1084622 0.0965259
GB44503 uncharacterized protein LOC727423 isoform X2 11.287468 0.8326731 -0.2057741 -0.1159152 0.0800218
GB53229 WAS protein family homolog 1-like 11.254827 0.0009783 0.1385308 0.0844486 -0.0924363
GB51834 sodium-dependent nutrient amino acid transporter 1-like 11.166136 -0.3531060 -0.2620501 0.0808984 0.0511710
GB52505 chaoptin-like 10.968009 0.4587636 -0.0083482 -0.3768354 0.1096745
GB52275 pancreatic lipase-related protein 2-like 10.793842 0.1098269 0.2574445 -0.4376261 0.1596069
GB55302 trehalose transporter 1 isoform X6 10.667963 -0.0677498 -0.1155692 -0.2214355 0.3081366
102654789 uncharacterized protein LOC102654789 10.667109 -0.0584019 -0.3278716 -0.6095776 0.0498065
GB42616 beta-hexosaminidase subunit beta-like 10.368794 -0.2289562 0.1451877 0.0621008 0.0620511
GB54153 uncharacterized protein LOC100576236 isoform X1 10.118213 -0.0809921 -0.1347052 -1.4023742 -0.1316166
GB47327 lipid phosphate phosphohydrolase 3-like 10.058571 0.2857168 -0.2176489 0.1057685 -0.0934929
GB50021 exonuclease 3’-5’ domain-containing protein 2-like isoform X1 9.842047 -0.0736605 0.2350361 0.2707233 0.0938046
GB40344 uncharacterized protein LOC552242 9.828621 0.1172944 -0.8017426 -0.2242850 0.5032930
GB49929 laminin subunit alpha 9.561491 0.5340516 0.2430509 -0.5370697 -0.6102948
GB44663 homeobox protein Nkx-2.4-like 9.551657 0.1394744 -0.3654465 0.1719647 -0.1904368
GB51107 uncharacterized protein LOC100578731 isoform X1 9.377499 0.4302073 0.1834154 0.1378654 -0.1713280
GB50524 uncharacterized protein LOC726417 8.929495 -0.0588231 0.0511584 -1.3909039 -0.1613334
GB51696 hexamerin 70c precursor 8.783477 -0.0474407 -0.2625302 0.0807997 0.5193354
GB51195 protein abrupt-like isoform X5 8.448029 -0.0648071 0.2780828 -0.3448047 0.0069477
GB46800 uncharacterized protein LOC100577231 8.330772 -0.6305159 -0.0697162 0.5306095 0.0739981
GB52656 uncharacterized protein LOC552154 8.299683 0.5834384 -0.2149017 -0.5531551 -0.1221217
GB42799 protein takeout-like 8.250769 -0.2869070 0.2517661 -1.5197911 -1.0284651
GB42426 glutamyl aminopeptidase-like isoform X2 7.939937 0.7268796 0.4365634 -0.6505219 0.0556743
GB53155 maternal embryonic leucine zipper kinase-like 7.859620 -0.0641905 0.0686990 3.1684473 0.0911321
GB44967 GTP:AMP phosphotransferase AK3, mitochondrial isoform X1 7.715168 -0.2241576 -0.0260340 1.0680177 0.3088382
GB48079 trypsin-7 7.662906 0.7889055 -0.6491093 -0.9266060 0.0966946
102656088 uncharacterized protein LOC102656088 7.565171 1.6565192 -0.7683197 -0.7692478 -0.7298828
GB50434 proton-coupled amino acid transporter 1-like 7.268236 0.0112121 -0.1261022 -0.0116264 -0.2000854
GB49813 SUMO-activating enzyme subunit 1 7.001295 0.5203949 0.2339421 0.6507883 0.1731960
GB43181 uncharacterized protein LOC552799 isoform X2 6.971888 0.5939354 0.7192746 -0.8612463 0.0416577
GB46693 WD repeat-containing protein 65-like 6.867550 0.1122710 -0.0684919 0.1286625 -0.1355103
GB47181 NADH dehydrogenase [ubiquinone] iron-sulfur protein 4, mitochondrial 6.863152 -0.1128277 -0.0754332 0.5035167 0.1284447
GB52667 uncharacterized protein LOC552202 isoform X6 6.664971 -0.2443954 -0.0018447 -1.1119964 -0.0773408
GB53401 protein fosB isoform X1 6.443355 0.0228858 -0.1389772 0.0142738 0.1133762
GB47507 histone H2A-like 6.019835 -0.6332116 0.2794373 -0.2087029 -0.1453361
GB45458 UDP-glucose 6-dehydrogenase-like isoform X2 5.705610 -0.0389463 -0.0525780 -0.3343070 -0.2095720
GB41782 LOW QUALITY PROTEIN: glycine dehydrogenase [decarboxylating], mitochondrial-like 5.448141 0.1849845 -0.2525962 -0.0070789 -0.1010127
GB54426 transmembrane protein 205-like 5.184689 -0.0505523 0.1720915 0.0864230 -0.0824220
GB43591 uncharacterized protein LOC408443 4.927475 0.4363105 0.2200117 -0.3238923 0.1074204
GB46298 endocuticle structural glycoprotein SgAbd-8-like isoform X2 3.339703 0.2037923 -0.6881852 -0.0825740 0.1612789

Module 5

Table S30: List of all the genes in Module 5, ranked by their within-module connectivity, k. The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(5)
saveRDS(gene_list, file = "supplement/tab_S30.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB51221 ubiquitin-protein ligase E3A isoform X2 24.892744 0.4052710 0.0577656 0.0239629 0.0567963
GB53171 transcription elongation factor B polypeptide 2 23.618178 0.1968781 0.0123665 -0.0062142 0.0805982
GB55522 RING finger protein 11-like isoform X2 21.611563 -0.0310051 0.0292602 0.0694682 0.0424390
GB50246 membrane-associated protein Hem 20.447362 0.2836203 -0.0255881 0.0093727 0.1126247
GB55382 putative oxidoreductase GLYR1 homolog 20.162157 -0.0285636 -0.0377781 -0.0158068 -0.0035803
GB50020 signal transducer and activator of transcription 5B 19.693792 0.1536933 -0.0559117 -0.0076774 0.0551949
GB47341 protein disulfide-isomerase TMX3-like isoform X2 19.376720 0.2339978 0.0667786 -0.0142374 0.1435044
GB54119 vacuolar protein sorting-associated protein 11 homolog isoform X1 19.075278 0.3001633 -0.0495528 0.0161061 0.0935256
GB52529 F-actin-capping protein subunit beta-like 18.873344 0.3099505 -0.0217876 0.0087232 0.0522579
GB44934 nuclear cap-binding protein subunit 1 isoformX1 18.351405 0.0571397 0.0622121 -0.0055183 0.1911069
GB41553 Golgi phosphoprotein 3 homolog rotini-like isoform X1 18.293273 0.4552440 -0.0487894 0.0548868 0.0138926
GB44725 uncharacterized protein LOC552067 18.170921 0.7334216 -0.0241969 -0.0485013 0.1149952
GB52497 mitochondrial import receptor subunit TOM20 homolog 18.003825 0.2545658 -0.0054186 -0.0495156 0.0974993
GB43692 CCR4-NOT transcription complex subunit 11-like 17.935755 0.2380759 -0.0868604 -0.0228156 0.1579734
GB50194 nuclear inhibitor of protein phosphatase 1 isoform X2 17.724071 0.0891565 0.1432309 0.0276218 0.0529888
GB54129 protein LSM12 homolog A-like isoform X2 17.630725 0.1263633 0.0047431 0.0084219 0.0954643
GB43194 syntaxin-8 isoform 2 17.620125 0.0812011 0.0439155 -0.0010292 0.1494998
GB49114 nucleolar complex protein 4 homolog B-like isoform X1 17.502510 0.4090210 0.0106571 0.0459992 0.1265175
GB45042 neuroguidin-A-like 17.294846 -0.0865711 -0.0133114 0.0818932 0.1217293
GB44445 5’-3’ exoribonuclease 2 homolog 17.285802 0.1452856 0.0030913 -0.0506493 0.1907890
GB55624 leucine-rich repeat and immunoglobulin-like domain-containing nogo receptor-interacting protein 2-like isoform X2 17.131354 0.1718467 0.0943323 0.0381437 0.0596429
GB42559 oxysterol-binding protein 1 isoform X5 17.015087 0.2195971 0.0247663 0.0291211 -0.1329023
GB45368 serine/threonine-protein phosphatase 2A catalytic subunit alpha isoform isoform 1 16.895902 0.2668460 0.0491584 0.0465789 0.1523685
GB44299 TOM1-like protein 2-like isoform X3 16.832881 0.0597279 -0.0063979 0.0377341 0.0161815
GB53245 UBX domain-containing protein 6 16.806675 0.1492805 -0.0494149 -0.0321533 0.1686399
GB41069 pyridoxal-dependent decarboxylase domain-containing protein 1-like isoform X2 16.772074 0.5433672 -0.0623971 -0.0427447 0.0339210
GB53770 39S ribosomal protein L51, mitochondrial 16.717284 0.0713392 -0.0122901 0.0315855 0.1599665
GB54381 lisH domain-containing protein C1711.05-like isoform X1 16.624306 0.0356870 0.0812525 0.6978276 0.0568396
GB44580 nucleolysin TIAR 16.427377 0.1807535 0.0398625 -0.0181675 0.6162550
GB42961 glutathione S-transferase theta-4 16.398054 0.2744631 -0.1522298 -0.0996587 0.1190441
GB44067 probable phospholipid-transporting ATPase IIB-like 16.330738 0.0810361 -0.0094281 0.0266179 0.2117633
GB46465 alpha/beta hydrolase domain-containing protein 13-like isoform X1 16.287041 0.0431816 0.1021687 -0.0729202 0.1067043
GB52655 signal transducing adapter molecule 1 16.013912 0.0488033 0.0109904 -0.0075249 0.0406170
GB50471 cation-independent mannose-6-phosphate receptor isoform X2 15.866288 0.1863032 -0.1386914 -0.0873615 0.0281946
GB49399 COP9 signalosome complex subunit 4 isoform X2 15.854596 0.1634535 0.1089935 -0.0585791 0.1899583
GB46766 F-actin-capping protein subunit alpha-like 15.850821 0.2751667 0.0220082 -0.0215659 0.1275786
GB51186 probable Ufm1-specific protease 2-like isoform X1 15.840711 0.1177674 -0.0440234 0.0752169 0.1297003
GB50701 pleckstrin homology domain-containing family M member 1-like 15.645477 0.0932321 -0.1190251 -0.3553708 0.0360539
GB40598 LOW QUALITY PROTEIN: bumetanide-sensitive sodium-(potassium)-chloride cotransporter 15.493503 0.0513337 0.0614736 0.0163903 0.0251189
GB41688 cullin-1-like isoformX1 15.485842 0.1166784 0.1107078 0.0292815 0.1933199
GB40451 alanine aminotransferase 2-like 15.330310 0.2675747 -0.0980800 -0.0813782 0.1356313
GB43438 WD repeat-containing protein 89-like 15.321326 0.2380182 0.1053031 -0.0396475 0.1473739
GB55444 serine/threonine-protein phosphatase PP1-beta-like isoform 1 15.310679 0.1203893 0.0398922 -0.0403059 0.1171705
GB50802 putative tyrosine-protein kinase Wsck-like 15.306046 -0.1967245 -0.0351351 0.0168308 0.0036224
GB55431 ubiquitin-conjugating enzyme E2 R2-like isoform X1 15.131201 0.2234337 0.1204319 -0.0951763 0.1041750
GB42155 craniofacial development protein 1 isoform X1 15.106298 0.1132166 0.0889102 -0.0046777 0.2277060
GB41063 protein ariadne-1-like isoform X1 15.035359 -0.0939936 -0.0900601 0.0227550 0.1635534
GB45350 zinc finger CCCH domain-containing protein 10-like isoform X1 15.001063 0.1088458 0.0497915 0.1276458 0.1081093
GB44037 ATP-dependent RNA helicase Ddx1 isoform 1 14.829007 0.2734065 0.0444311 0.1005937 -0.2979170
GB51197 protein TSSC1-like 14.734155 0.2349185 -0.1430111 -0.0833998 0.2667779
GB42241 membrane-associated guanylate kinase, WW and PDZ domain-containing protein 2 isoform X6 14.711949 0.3906202 -0.0426757 -0.0171553 0.0893601
GB49353 lamin Dm0-like isoform X2 14.657339 0.1673704 0.0545500 0.3564577 -0.0715816
GB44496 probable serine incorporator isoformX1 14.488674 0.3760626 -0.0164596 0.0240435 0.1268478
GB40807 uncharacterized protein LOC724585 14.462108 0.3215229 0.0310074 -0.1273385 0.1049413
102655399 proteasome assembly chaperone 4-like 14.418063 0.3303956 0.0649544 0.0421997 0.2416008
GB48926 NEDD8-conjugating enzyme Ubc12-like 14.366897 0.4077934 0.0745049 0.0494170 0.1154497
GB40888 CAAX prenyl protease 1 homolog isoform X3 14.233110 0.3782520 -0.0698724 -0.0556332 0.0337629
102656934 stress-induced-phosphoprotein 1-like 13.986812 0.2938157 0.1163782 -0.3097045 0.2531416
GB40727 CDP-diacylglycerol–inositol 3-phosphatidyltransferase-like 13.966864 0.3473500 -0.1168118 0.0362526 0.1023306
GB43905 stomatin-like protein 2, mitochondrial-like isoform 1 13.955950 0.2195851 0.0976619 0.0626404 0.1568970
GB48404 transmembrane and coiled-coil domains protein 1-like isoform X1 13.925877 0.1440461 0.1527323 -0.0775174 0.2831018
GB42952 ADP-ribosylation factor-like protein 1-like isoform 1 13.875415 0.4526867 -0.0721123 -0.0340103 0.1755959
GB43554 adapter molecule Crk-like isoform X2 13.845748 0.1506577 0.0182856 -0.0174315 0.0498358
GB55295 bis(5’-nucleosyl)-tetraphosphatase [asymmetrical] isoform X4 13.767365 0.5171171 -0.0299657 -0.0571674 0.1346402
GB53438 histone deacetylase Rpd3 isoform 1 13.656368 0.1847471 0.0490797 -0.1190312 0.2379871
GB52745 thioredoxin domain-containing protein 15-like isoform X3 13.598898 0.1682122 0.0887100 -0.0268504 0.1118756
GB47463 guanine nucleotide-binding protein G(i) subunit alpha-like 13.577702 0.5054963 0.0186759 -0.0877653 0.1429009
GB50980 acyl-protein thioesterase 1-like 13.541260 0.5521331 -0.0028859 0.0556054 0.1087179
GB55852 E3 ubiquitin-protein ligase RNF185-like isoform 1 13.518647 0.2727766 -0.1636059 -0.0425730 0.0836839
GB44896 coiled-coil domain-containing protein 132-like 13.403985 0.3915606 -0.0158847 -0.0855921 0.1037450
GB55090 probable ATP-dependent RNA helicase DDX56 isoform 1 13.300122 0.4103054 0.0706519 -0.0638143 0.2355292
GB40309 peroxisomal biogenesis factor 19-like isoform X1 13.238939 -0.0434331 -0.1190064 0.0166376 0.1790234
GB40895 WD repeat domain-containing protein 83-like isoform 1 13.237225 0.2042820 0.0477285 -0.0867027 0.1374369
GB53380 uncharacterized protein KIAA2013 homolog 13.118861 0.2251021 -0.0726437 -0.0273242 0.1061084
GB42694 AP-1 complex subunit mu-1-like isoform 1 13.030828 0.2547400 0.0937519 0.1195458 0.0275934
GB43203 niemann-Pick C1 protein-like isoform X3 12.973766 0.3944177 0.0017272 -0.0639502 0.0348854
724366 ras-related protein Rap-2a 12.910182 0.0892249 -0.0176146 0.0108156 0.6263025
GB42845 adenylate kinase 12.907800 0.1358788 -0.1425863 -0.0668998 0.0489313
GB42266 UPF0472 protein C16orf72 homolog 12.906588 0.0437115 -0.1873511 -0.1043398 0.0963684
GB52191 mannan-binding lectin serine protease 1 12.893436 0.2440224 0.0861990 -0.2521358 0.0069322
GB42944 ras-related protein Rab-10 isoformX2 12.806989 0.2822878 0.0571568 -0.0433214 0.2128106
GB40289 ATP-dependent (S)-NAD(P)H-hydrate dehydratase-like isoform X1 12.785933 0.4984351 0.0064125 -0.2263815 0.0836054
GB50075 probable palmitoyltransferase ZDHHC16-like isoform X1 12.762470 -0.1051041 0.1535196 -0.0512994 0.2251726
GB41035 ubiquitin carboxyl-terminal hydrolase 31-like isoform 1 12.685733 -0.2197074 0.1882218 -0.0399316 0.1448446
GB42022 ubiquitin carboxyl-terminal hydrolase 34-like 12.645357 0.1043158 -0.1179329 1.0013935 0.0335301
GB43184 iron/zinc purple acid phosphatase-like protein-like 12.628967 0.4506253 0.0972285 0.4273176 0.1708128
GB45944 ras-related protein Rab-14 isoform 1 12.588465 0.0657949 -0.0256554 -0.0103594 0.1635179
GB52762 ceramide-1-phosphate transfer protein-like isoform X3 12.377700 0.4564015 0.1179392 0.1449446 0.1999809
GB42416 solute carrier family 35 member C2-like isoform X3 12.367298 0.4198498 0.1962084 -0.0589713 0.0170164
GB46768 uncharacterized MFS-type transporter C09D4.1-like isoform X6 12.338673 0.1790280 0.0055079 -0.0632106 0.0522802
GB42940 protein lifeguard 1-like isoform X3 12.324248 0.2462224 -0.1035382 0.4238047 0.0547987
GB41046 ubiquitin-conjugating enzyme E2 Q2-like isoform X1 12.309335 0.1483677 0.0664233 -0.0398509 0.0738568
GB49529 proliferation-associated protein 2G4-like 12.301328 0.5851265 0.0735879 -0.0864866 -0.4536047
GB40339 iodotyrosine dehalogenase 1-like isoformX2 12.298492 0.2152316 0.2089693 -0.0579476 0.0308205
GB55478 probable E3 ubiquitin-protein ligase makorin-1 isoform X2 12.284477 0.0474732 0.1391572 0.0093410 0.1430543
GB54251 DCN1-like protein 1-like isoform X2 12.271228 -0.1746568 -0.0525520 -0.0614046 0.0812937
GB50219 DE-cadherin-like isoform X5 12.184665 0.1788053 0.0892066 -0.7342080 -0.4583919
GB43103 transmembrane emp24 domain-containing protein 5 11.984311 0.5031756 0.1400732 0.0115312 -0.2290611
GB45558 ras-related protein Rac1 isoform 1 11.982039 0.1710494 -0.0665692 -0.0154981 -0.0008272
GB51358 TIP41-like protein-like isoform X2 11.943016 0.2155564 0.2026226 0.0126609 0.1848117
GB52754 probable dimethyladenosine transferase-like 11.813125 0.3191406 0.0929833 -0.1781242 0.1720469
102654186 fizzy-related protein homolog 11.796964 0.4751686 -0.1062848 -0.0719079 0.0622565
GB44869 soluble NSF attachment protein isoform X2 11.738834 0.4330352 -0.1460116 0.0372161 0.1644114
GB44773 neural Wiskott-Aldrich syndrome protein isoform X3 11.683791 0.4673480 0.1287391 -0.1127766 0.1158484
GB44181 E3 ubiquitin-protein ligase RNF8-like isoform X2 11.682968 0.6945363 0.0524556 0.0049124 0.3925765
GB49107 uncharacterized threonine-rich GPI-anchored glycoprotein PJ4664.02 11.682337 0.0065103 0.0214853 -0.0278378 0.1423447
GB55581 membrane-associated progesterone receptor component 1-like isoform 2 11.634351 0.5127324 -0.1137708 -0.0437872 -0.2402691
GB54789 GMP synthase [glutamine-hydrolyzing] 11.614943 0.3706741 0.0244532 -0.0489558 0.0349607
GB50475 E3 ubiquitin-protein ligase RAD18-like 11.541742 0.1463569 0.1750133 -0.0056663 0.3141866
GB47753 transmembrane protein 208-like 11.527285 0.1838047 0.0967788 -0.0306899 -0.0837817
GB53819 uncharacterized protein LOC100577293 11.514756 0.0483880 0.1343646 1.6786168 0.2222360
GB46586 protein phosphatase 1H-like 11.464911 0.0706660 -0.0408080 1.4936484 0.2889797
GB43135 RAC serine/threonine-protein kinase 11.442577 0.2443803 -0.0003408 0.0821850 0.1752096
GB46333 glycoprotein-N-acetylgalactosamine 3-beta-galactosyltransferase 1-like 11.434899 0.2910376 0.1127519 0.0426768 0.1299636
GB40911 E3 SUMO-protein ligase PIAS3 isoform X2 11.429816 0.0966192 0.1167597 -0.0272543 0.1145917
GB52059 eukaryotic translation initiation factor 4H-like isoform X1 11.423621 0.3708224 0.0556411 4.7089102 0.0874739
GB46567 eukaryotic translation initiation factor 1A, X-chromosomal 11.355016 0.3296399 -0.0054643 -0.3233193 0.3985244
GB53043 ATP-binding cassette sub-family G member 4 isoform X2 11.317094 0.1882006 -0.1872264 0.1764359 0.1029270
GB43843 thioredoxin-related transmembrane protein 2 homolog 11.207869 -0.0542081 0.1875795 -0.2917607 0.2665958
GB49351 solute carrier family 35 member E2-like isoform X1 11.156500 0.0484972 0.0724831 0.1008705 0.1497114
GB40126 uncharacterized protein LOC410456 isoform X1 11.136334 -0.3292055 -0.1095215 -0.1067866 0.2848831
GB53284 proto-oncogene tyrosine-protein kinase receptor Ret-like isoform X3 11.118872 0.5298880 -0.0293171 -0.1119531 -0.4666892
GB42488 vesicle transport protein GOT1B-like isoform 2 11.101933 0.5833012 0.0050660 -0.1791475 0.0852511
GB54950 uncharacterized protein LOC726431 isoform X1 11.099108 -0.0943708 -0.1289242 -1.0586067 0.1886479
GB42797 protein takeout-like 11.034881 1.3020633 0.1495762 0.4395761 0.1539929
GB47542 eukaryotic translation initiation factor 3 subunit J isoform 1 10.986213 0.3985097 -0.0161926 -0.1284190 0.1974344
GB45071 G-protein-signaling modulator 2 10.924741 0.2983616 -0.1176442 0.0697734 0.1776567
GB54449 DDB1- and CUL4-associated factor 7-like 10.845327 0.5835080 -0.1107505 0.0575219 0.2315420
GB42106 probable histone-binding protein Caf1 10.820084 0.4923891 0.2027339 -0.1112418 0.1288082
GB41158 toll-interacting protein 10.818064 0.5070158 -0.0545298 0.2897440 0.1457877
GB44621 serine/threonine-protein phosphatase 5 10.702357 -0.0169020 -0.0501653 -0.9193905 0.0935470
GB42084 probable G-protein coupled receptor Mth-like 1-like isoform X2 10.547147 0.5477811 -0.0984398 0.0638015 -0.0491167
GB53627 zinc transporter ZIP9-B-like 10.490326 0.6344679 -0.0820151 -0.0146221 0.1952920
GB42313 leishmanolysin-like peptidase 10.383085 0.4577268 -0.0837123 -0.0803312 0.3368716
GB47391 nuclear pore complex protein Nup107 10.264407 -0.0721120 0.1623645 -0.0978919 0.1421264
GB40708 tetraspanin 6 isoform X1 10.221502 0.5640446 -0.0485612 0.5170397 0.2038826
GB44383 histone acetyltransferase Tip60 10.070100 0.0591542 0.1431674 -0.0248541 0.3156142
GB41467 growth arrest-specific protein 2-like isoform X2 10.055256 0.0062887 -0.1447545 -0.1951977 0.1293803
GB51551 myophilin 9.649953 0.4369511 0.1042199 -0.0373071 0.1759337
GB48646 ADP-ribosylation factor-like protein 2-like isoform 1 9.428523 0.3889522 -0.0730585 -0.0575960 0.1530031
GB54084 histone H3.3-like isoform 2 9.327566 0.5602693 0.1727171 -0.2618429 0.1448937
GB47231 exportin-5 9.203596 0.2447790 0.1130894 -0.3281473 0.0297004
GB54172 sodium-independent sulfate anion transporter-like isoformX1 9.122333 0.6638947 0.0879634 -0.0240818 0.0611113
GB45313 uncharacterized protein LOC552058 isoform X4 9.063337 -0.0071691 -0.3387229 0.0326936 0.2449850
GB42817 transmembrane protein 63B-like isoform X3 9.063263 0.3831193 0.0266120 0.0829623 0.0291628
GB42168 receptor expression-enhancing protein 5-like isoform X2 8.991124 0.6230287 -0.0920617 -0.3059799 -0.4304387
GB55219 uncharacterized protein LOC724286 isoform X2 8.563900 0.4319688 -0.1544041 0.0813073 0.1107950
GB54052 72 kDa inositol polyphosphate 5-phosphatase-like isoform X1 8.323068 0.0388923 -0.0213879 0.6643017 -0.1477970
GB40758 icarapin-like 7.941814 0.4280829 0.0700838 -0.2444572 0.1076566
GB41793 cytochrome c-type heme lyase-like 7.877639 0.0394344 -0.1229161 0.0258532 0.2649210
GB43617 uncharacterized membrane protein DDB_G0293934-like isoform X1 7.441465 0.6585730 -0.0017682 -0.0043774 0.7339717
GB46795 papilin-like isoform X7 7.089716 0.2051422 -0.0964166 0.1142438 0.0292950
409791 cAMP-dependent protein kinase catalytic subunit isoform 1 6.923792 0.1555292 -0.2799863 -0.0383467 0.1610000
GB40838 endoglucanase 15-like 6.911462 0.3971706 -0.1095881 0.3258507 0.2033069
GB45983 venom acid phosphatase Acph-1-like isoform X3 6.409778 0.4032656 -0.0224067 -0.0960330 -0.0152726
GB44192 leucine-rich repeat-containing protein 26-like 6.023099 0.4873011 -0.3811280 -0.1090735 0.1177434
GB45973 aromatic-L-amino-acid decarboxylase 5.798389 -0.0572646 -0.2786491 0.0371271 0.1741154
GB45673 alpha-N-acetylgalactosaminidase-like 4.999660 0.6834262 0.0267121 0.0716312 0.2765861
GB42272 Usher syndrome type-1G protein homolog isoform X3 4.748456 0.4716313 0.0090616 0.0329818 0.2845156
GB40566 cuticular protein 6 precursor 4.625520 0.9719681 -0.0805438 -0.4304527 0.2944209

Module 6

Table S31: List of all the genes in Module 6, ranked by their within-module connectivity, k. The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(6)
saveRDS(gene_list, file = "supplement/tab_S31.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB55009 another transcription unit protein 19.371985 -0.0098566 0.1158533 0.0012225 0.1680409
GB46605 E3 ubiquitin-protein ligase CHIP-like isoform X2 19.333364 -0.0610081 0.0838033 0.0520793 0.1626000
GB42203 putative adenosylhomocysteinase 3-like isoform X1 17.465953 -0.1119988 0.0933100 0.0749205 0.1414484
GB49412 transcription factor IIIB 90 kDa subunit-like isoformX2 16.941039 -0.2990613 0.0517704 0.1135770 0.1724694
GB19050 glutathione S-transferase C-terminal domain-containing protein 16.582466 -0.0738318 0.0695639 0.0640194 0.2401097
GB52651 diphthine–ammonia ligase-like isoform X4 16.257843 -0.0199677 0.1052417 0.0638135 0.1738751
GB54650 protein PFC0760c-like isoform X1 16.231656 -0.1221606 -0.1833153 0.0457648 0.1728356
GB44792 PX domain-containing protein kinase-like protein-like isoform X3 15.895224 -0.1449050 -0.0745539 0.1138628 0.2064901
GB41134 Golgi SNAP receptor complex member 1 isoform 1 15.894398 0.0579986 0.1366296 0.0300338 0.1698680
GB44828 uncharacterized protein LOC550822 15.166371 -0.0174765 -0.1106948 0.0451509 0.2318739
GB55940 gamma-tubulin complex component 3-like 15.160130 -0.1656803 -0.0064165 1.0465724 0.1705082
GB47667 dnaJ homolog subfamily C member 16-like 15.071671 -0.1804054 0.0528603 0.0701196 0.2845086
GB49528 exocyst complex component 6B isoform 1 14.846515 -0.1644396 0.0498492 0.1198864 0.2661608
GB52340 uncharacterized protein LOC409246 14.741214 -0.2853908 -0.0047900 0.0363634 0.1110859
GB42246 rho GTPase-activating protein 190 isoform X3 14.583683 -0.2032154 0.0418262 0.2870322 0.1626302
725733 uncharacterized protein LOC725733 isoform X3 14.437612 0.0217862 -0.0045017 0.0879935 0.3010459
GB47841 dnaJ homolog dnj-5-like 14.271904 -0.1231997 0.0602952 0.0851171 0.1738680
GB44615 extended synaptotagmin-1 isoform X1 14.246661 0.1117549 -0.0251625 0.0934695 -0.0473800
GB46907 zinc finger CCHC domain-containing protein 8 homolog 14.234391 -0.1888087 0.0353786 0.2435233 0.1590564
GB40574 serine palmitoyltransferase 1 13.720678 -0.3901711 -0.0928964 0.0157667 0.1601411
GB42753 ras-related protein Rab-7a-like 13.633778 0.2007864 -0.0655285 0.0926295 0.1155355
GB41692 DIS3-like exonuclease 2-like isoform X1 13.601457 -0.1938238 0.1117541 0.0723061 -1.0257958
GB41292 metallophosphoesterase 1 homolog, transcript variant X2 13.584422 -0.3815023 0.0495884 0.1268113 0.1877302
GB49413 COP9 signalosome complex subunit 5 isoform X4 13.558844 0.1622229 0.0055072 0.0300382 0.1296849
GB41738 uncharacterized protein LOC410546 isoform X1 13.211043 -0.1393708 0.2535065 0.1195139 0.1297026
GB45296 amyloid protein-binding protein 2 12.959462 -0.0691975 0.0454775 -0.0231756 -0.0201450
GB47837 putative high mobility group protein 1-like 10-like isoform X1 12.942688 0.0485001 -0.0301532 0.1609715 0.2440611
GB50816 ankyrin repeat domain-containing protein 54-like 12.746179 -0.1812111 0.1669438 -0.1562977 0.0843522
GB42375 solute carrier family 25 member 46-like isoform 1 12.713325 0.1019241 -0.0612529 0.0876314 0.1934626
GB53222 ER membrane protein complex subunit 7-like 12.674148 -0.0143630 -0.0541264 0.0280253 0.1464846
GB54588 transport and Golgi organization protein 11 12.578910 -0.0733121 0.0811735 0.0211903 0.1812808
GB54210 lipoma-preferred partner homolog isoform X4 12.554038 -0.0022237 0.1214728 0.1480517 0.1090647
GB44880 DENN domain-containing protein 1A-like isoformX1 12.490344 -0.0790916 0.0678043 0.4021882 0.1472870
102653759 zinc finger CCHC domain-containing protein 4-like 12.272363 -0.5198039 0.1448227 -0.1832482 0.3508098
GB49366 RNA polymerase II-associated protein 1-like 12.231345 -0.1111532 0.1335927 0.0160027 0.1019747
GB54971 BTB/POZ domain-containing protein 9 isoform X1 12.149088 0.0126651 -0.0349103 0.1088447 0.1352351
412247 putative ribosomal RNA methyltransferase CG11447-like 12.126600 -0.0682681 0.0401694 -0.0020290 0.1961371
GB50128 heparanase-like isoform X3 11.916400 -0.1022705 0.0322471 0.0928074 0.2054211
GB42689 uncharacterized protein LOC100577561 11.680716 -0.4692589 0.1292755 0.0069494 0.2558572
GB46728 leucine-rich repeat-containing protein 49-like 11.540281 -0.0824552 -0.1745576 0.0719110 0.0804678
GB55103 max-like protein X-like 11.450390 0.2397523 0.0808834 -1.3119168 0.1406888
GB55817 uncharacterized protein LOC100577885 11.403208 -0.2780820 0.2076758 -0.0212456 0.4120371
GB45828 uncharacterized J domain-containing protein C4H3.01-like 11.251023 -0.3242114 -0.0523668 0.0309067 0.1654834
GB45314 cGMP-dependent 3’,5’-cyclic phosphodiesterase-like isoform 1 11.243801 -0.2591258 0.0355666 -0.0076148 0.1053822
GB50168 uncharacterized protein LOC100576411 11.222888 -0.1188431 0.0486892 0.3251330 0.1152518
102656107 immunoglobulin-binding protein 1-like 11.024003 -0.0731012 -0.0155582 0.0696120 0.2586625
GB55918 tRNA-splicing endonuclease subunit Sen34-like 10.938366 -0.6144494 0.1517092 0.0806545 0.3586086
GB45820 protoheme IX farnesyltransferase, mitochondrial 10.935875 -0.3294710 -0.0631911 -0.4850613 0.2609807
GB43081 FAD synthase-like isoform X2 10.853091 -0.2200719 -0.2625370 0.5380586 0.3827706
GB40107 ATPase WRNIP1-like isoform X2 10.770622 -0.0680120 -0.1284533 0.0650551 0.2742944
GB55997 low density lipoprotein receptor adapter protein 1-B-like isoform X1 10.749364 -0.1064426 -0.1634771 0.0377880 0.1063477
102656249 protein HEXIM1-like 10.728376 -0.1017572 -0.0221028 0.0928674 0.1261675
GB45215 peroxisomal N(1)-acetyl-spermine/spermidine oxidase-like 10.719863 -0.2253839 0.2546455 0.5512815 0.2428632
GB40874 GTP-binding protein 1-like isoform X2 10.704945 -0.0723281 -0.2352593 0.0940828 0.1700627
GB55259 caskin-1-like 10.641186 -0.2660186 0.0175124 -0.0012038 0.1356145
GB47328 tRNA selenocysteine 1-associated protein 1-like isoform X1 10.631021 0.1237625 0.0612510 -0.0235768 0.1351466
GB41373 protein germ cell-less isoform X2 10.598599 0.2034742 -0.0160647 0.1517470 0.2301750
413672 hexosaminidase D-like isoform 1 10.584634 0.1916885 0.0972348 0.0281636 0.1812310
GB43421 sprouty-related, EVH1 domain-containing protein 2 isoform X4 10.563881 -0.1693062 0.1874316 0.2091097 0.1353687
GB55427 uncharacterized protein LOC100577661 isoform 1 10.557185 -0.2699113 -0.1622437 -0.0352591 0.3034736
GB49081 60 kDa SS-A/Ro ribonucleoprotein-like 10.551845 -0.1006043 -0.0578156 -0.0594771 0.1751285
GB44319 glycerate kinase-like 10.551343 -0.4246135 -0.1314878 -1.2225559 0.2455242
GB40020 ras-related protein Rab-39A isoform X1 10.494558 -0.0858439 -0.0549383 0.1668766 0.3659913
GB48996 putative protein arginine N-methyltransferase 10-like isoform X1 10.471428 -0.4255718 -0.0870829 0.1160531 0.1658450
GB41067 dual specificity mitogen-activated protein kinase kinase dSOR1 10.427064 0.0814680 0.2582108 0.1385475 0.2441206
GB52007 DCN1-like protein 4-like isoform X1 10.391826 -0.0198666 0.0903189 0.0216710 0.1280059
GB55558 biogenesis of lysosome-related organelles complex 1 subunit 3-like isoform 1 10.325377 -0.0090096 -0.0334854 0.1398105 0.3042514
GB42960 protein CIP2A-like isoform X1 10.182340 -0.9553921 0.0589868 -0.0068549 0.2577863
GB44555 uncharacterized protein LOC413653 isoformX1 10.150862 -0.0410051 -0.0667411 0.0661551 0.1675993
GB41398 MATH and LRR domain-containing protein PFE0570w-like isoform X1 10.107369 -0.3047154 -0.1261743 0.0283340 0.5065219
GB41656 putative leucine-rich repeat-containing protein DDB_G0290503-like 10.089747 -0.7611624 0.1408522 0.0190563 0.2586829
GB51592 COP9 signalosome complex subunit 2-like 9.984610 0.1667386 0.0676922 -0.0448432 0.4956047
GB46813 unconventional myosin-Ie-like 9.977965 -0.0242366 -1.5771029 0.0406426 0.0519300
GB54480 probable RISC-loading complex subunit BRAFLDRAFT_242885 9.966272 -0.6628841 0.1009722 -0.0780035 0.1957360
GB51633 protein HIRA homolog 9.919911 0.3800965 0.2041960 0.0838411 0.1944725
GB54677 U3 small nucleolar ribonucleoprotein protein IMP3-like 9.882900 0.0178532 -0.0764870 0.0805345 0.2872045
GB43483 golgin-84 9.845950 -0.3196331 0.1924280 0.1232786 0.1407540
GB46387 zinc finger protein 511-like 9.697094 -0.1322206 -0.1146506 0.2697659 0.2078972
GB49383 CUE domain-containing protein 2-like 9.621938 0.4054303 -0.0980645 0.0998646 0.3538394
GB55269 protein PAT1 homolog 1 9.615923 -0.3500669 0.0526696 0.3860959 -0.2648133
GB40652 protein ST7 homolog isoform 1 9.587042 -0.1006532 0.2472419 0.0872273 0.1603035
GB55873 proteasome inhibitor PI31 subunit-like isoform X1 9.569230 0.4170462 -0.0441260 0.0671614 0.2391310
GB44694 ras-related protein Rab-43 9.546042 0.0300555 0.0084550 -0.0173195 1.0982301
GB42964 beta-1,3-glucosyltransferase-like isoform 2 9.389693 0.1849362 -0.0012369 0.1121248 0.2917979
GB43872 coiled-coil domain-containing protein 50-like 9.373466 -0.0204912 0.0077092 0.1081474 0.2352293
GB55872 DNA repair protein XRCC1-like 9.360344 -0.3762419 -0.0305158 -0.0193476 0.3051661
GB50102 polyadenylate-binding protein-interacting protein 2 isoform X2 9.354473 0.2155244 -0.0221115 0.2099256 0.3335355
GB53962 protein 60A 9.273886 -0.3128897 -0.0628346 0.0501850 0.1949866
GB55722 G/T mismatch-specific thymine DNA glycosylase-like 9.253636 0.2311669 0.2634493 -0.0252766 0.2009277
GB41824 solute carrier family 25 member 36-A-like isoform X4 9.233040 -0.4829980 -0.0337348 0.0578549 0.3871274
GB48579 zinc finger protein 277-like 9.136576 -0.5351122 0.2658176 0.0521628 0.1414883
GB41602 facilitated trehalose transporter Tret1-like isoform X6 9.111198 0.1527587 -0.0235362 0.2314605 0.0898031
GB46023 protein PF14_0175-like 9.106906 -0.1449085 0.0751134 -0.0575152 0.1602656
GB46502 uncharacterized protein LOC724680 9.063368 0.2583052 -0.0240924 0.0447010 -0.4008139
GB49246 protein tincar isoform X5 9.046786 -0.1626303 0.2275856 1.4642757 0.2101615
GB53932 protein phosphatase 1L-like isoform X2 8.915406 -0.2084763 -0.1143118 0.8538509 0.1344871
GB55535 E3 ubiquitin-protein ligase Siah1 isoform X1 8.906209 0.0572880 -0.1188876 0.0221456 0.3170472
GB45679 polycomb protein Asx-like isoform X2 8.872479 -0.4419213 0.1477907 0.2761911 0.5989805
GB55544 endoplasmic reticulum oxidoreductin-1-like 8.869211 0.3490348 -0.0378387 -0.5464275 0.1671367
GB49101 ras-related protein Rab-9A-like isoform X3 8.862455 -0.0206897 -0.1409925 0.2844232 0.2345694
GB54838 post-GPI attachment to proteins factor 2-like isoform X1 8.850442 -0.2082610 -0.0650075 0.1794044 0.2041691
GB53648 tRNA pseudouridine synthase-like 1-like isoform X2 8.838015 -0.1667203 0.0819144 0.1234332 0.1358645
102654261 uncharacterized protein C24H6.02c-like 8.814761 0.2002885 0.0351338 0.0945001 0.2413643
GB53315 uncharacterized protein LOC726215 8.770650 -0.2142003 -0.1544023 -0.4663641 0.1787594
GB54386 cyclin-G2 isoform X1 8.735376 -0.1229330 0.0194182 0.1359141 0.1554231
GB49702 mitoferrin-1 isoformX2 8.582951 -0.4602646 -0.0066281 -0.0763098 0.2528233
GB40705 N(G),N(G)-dimethylarginine dimethylaminohydrolase 1-like isoform X3 8.569997 -0.2800522 -0.2407224 0.1380000 0.2448381
GB43479 cyclin-C 8.542879 0.4194176 0.2036795 0.0301399 0.3590183
GB49429 calcium channel flower-like isoform X1 8.540568 0.5949925 0.0622683 0.1972320 0.2291893
GB48358 chromosome transmission fidelity protein 8 homolog 8.532017 0.1553744 0.2128898 0.0886741 0.4512296
GB53702 uncharacterized protein C45G9.7-like 8.529210 -0.8796477 0.0639904 -0.0229375 0.1756738
GB44365 germ cell-expressed bHLH-PAS-like protein, transcript variant X3 8.523907 -0.3566238 -0.1493375 0.0838529 0.1391885
GB55564 transcriptional regulator ATRX homolog isoform X2 8.513158 0.1657669 0.0757655 0.0806177 0.2229550
GB47249 E3 ubiquitin-protein ligase Smurf1 isoform X2 8.446508 0.3279116 0.0698081 0.2139638 0.2055806
GB54842 arginine–tRNA ligase, cytoplasmic 8.442742 -0.1656897 0.0703201 -0.0895508 0.1622339
GB51498 myeloid differentiation primary response protein MyD88-A isoform X1 8.411756 -0.6845852 -0.0370699 -0.0431235 0.1189769
GB46148 guanine nucleotide-binding protein subunit alpha homolog 8.391180 -0.5698858 0.1889987 -0.0114847 0.2591016
GB50834 peroxisomal membrane protein 11B-like isoform 2 8.369996 -0.3418630 -0.0181533 0.0621884 0.2242913
GB43388 transcription initiation factor IIA subunit 2 8.153357 0.3747687 -0.0179152 0.0932493 0.2690722
GB44404 retinol dehydrogenase 13-like 8.146156 0.4662618 0.0892959 -1.5786809 0.2339449
GB45142 RB1-inducible coiled-coil protein 1 isoform X1 8.108184 -1.0065398 -0.0271733 0.1124220 0.2110064
GB46745 general transcription factor 3C polypeptide 3-like 8.092430 0.2195164 0.0938966 1.0632004 0.1579925
GB50255 RWD domain-containing protein 1-like isoform X1 8.092190 0.1247443 -0.0452487 0.5446836 0.3149420
GB48642 uncharacterized protein LOC100577967 8.013801 -0.6570737 -0.3268260 0.0729872 0.2644375
GB51251 ADP-ribosylation factor-like protein 8B-A-like isoform X1 8.011143 0.4567300 0.0733491 0.1276877 0.2459041
102653960 magnesium-dependent phosphatase 1-like 7.934631 -0.2650674 -0.1497835 -0.0683272 0.2441625
GB44697 probable serine/threonine-protein kinase DDB_G0283337-like isoform X2 7.878991 -0.4302061 0.4202618 0.1557601 0.1325223
GB55038 protein UXT homolog 7.873234 0.3031172 -0.0474639 0.0250510 0.2643234
GB54108 dual specificity protein phosphatase 3-like isoform X2 7.871551 0.0337993 -0.0415448 0.0811359 0.1768748
GB42078 uncharacterized protein LOC725568 7.845221 0.3982550 0.0297880 0.2463155 0.3734292
GB48617 uncharacterized protein C15orf41 homolog isoform X1 7.838868 0.1648228 0.1994837 0.0422280 0.2866344
100577724 ELMO domain-containing protein 2-like isoform X2 7.791314 -0.1282071 0.0771536 0.1802733 0.1810349
GB55523 LOW QUALITY PROTEIN: leucine-rich repeats and immunoglobulin-like domains 3 7.789942 0.2428644 0.0893082 0.1680035 0.1281048
GB56016 39S ribosomal protein L30, mitochondrial 7.754830 0.0139581 -0.0721010 0.1219559 0.1989394
GB55191 uncharacterized protein LOC100576289 7.708494 -1.0449993 0.2183642 0.2056562 0.4601299
102656444 protein PFC0760c-like isoform X1 7.681926 -1.3055158 0.0315297 0.1198871 0.1882784
GB46146 sodium/potassium-transporting ATPase subunit beta-2 7.674605 0.5096384 0.0596106 0.2390689 0.3285983
GB45376 putative peptidyl-prolyl cis-trans isomerase dodo 7.612748 0.3745301 0.0839339 0.1322601 0.2814442
GB55587 OTU domain-containing protein 7B-like isoform X2 7.608980 0.0299225 -0.0545040 0.1380641 0.3242408
GB48809 proline-, glutamic acid- and leucine-rich protein 1-like 7.579596 0.0611634 0.0002520 -0.8671498 0.1492251
GB41208 cell division control protein 45 homolog isoform X2 7.518906 0.0962735 0.0836906 0.0447179 0.2958022
GB49178 OTU domain-containing protein 6B-like 7.516930 -0.0953920 0.0173889 0.0382644 1.5062191
GB50984 sorting nexin-17 isoform X2 7.515664 -0.4549651 -0.2277571 0.0963375 0.0739402
102656287 transmembrane protein 216-like 7.509296 0.1906785 0.0399544 0.0716641 -0.0022660
GB41970 ras-like protein 2-like isoform X1 7.433796 -0.0351236 -0.1258498 0.0709487 0.2934914
GB51623 adenylate kinase isoenzyme 6 isoform X2 7.399046 0.0468456 0.0217309 0.1080657 0.0880704
GB52210 DDB1- and CUL4-associated factor 12-like isoform X3 7.313239 -0.1762286 -0.0753000 0.2127309 0.1706834
102655090 uncharacterized protein LOC102655090 7.265020 -0.6513193 0.2082596 0.0683780 -0.0674814
GB49727 prostaglandin E2 receptor EP4 subtype-like isoform X3 7.215886 -0.4599105 -0.1748025 -0.3188992 0.4054800
GB54267 serendipity locus protein H-1-like 6.903789 0.3323666 -0.0811215 0.1738090 0.3864286
GB47475 protein lethal(2)essential for life-like isoform 1 6.295748 0.2576099 0.1582286 0.5862057 0.3050397
GB50748 PAX3- and PAX7-binding protein 1-like 5.296029 -0.1356224 0.0316976 0.0392064 -0.2173359
GB49188 intraflagellar transport protein 80 homolog isoform X3 5.170123 -0.1611611 -0.5360297 0.9444551 0.2601014
GB40147 fez family zinc finger protein 1-like 2.799368 -0.3006173 0.3022265 0.6688060 0.3775222

Module 7

Table S32: List of all the genes in Module 7, ranked by their within-module connectivity, k. The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(7)
saveRDS(gene_list, file = "supplement/tab_S32.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB43212 ubiquitin-protein ligase E3C-like isoform X2 19.056059 0.2526930 -0.0948782 0.0449179 -0.0295972
GB43857 importin-13 isoform X1 18.128184 0.1389376 -0.0024907 0.0379327 -0.0828945
GB53778 huntingtin-like 18.037608 0.0668536 -0.0653910 0.4847436 0.0275824
GB47281 kinesin heavy chain isoform 1 17.614981 0.0268912 -0.0719550 -0.5362209 -0.2925697
GB40720 CCR4-NOT transcription complex subunit 3-like isoform X1 15.793193 0.1047626 0.1316095 0.0452534 0.3251685
GB41872 ATP-binding cassette sub-family F member 3-like isoform X2 15.353997 0.1512023 0.2038624 -0.7581738 -0.0150930
GB49120 raf homolog serine/threonine-protein kinase phl 14.819233 -0.1251284 -0.0020563 0.1969402 -0.0230406
GB41128 ubiquitin thioesterase OTU1-like 14.323821 0.1977835 0.0352611 -0.0854440 -0.1282436
GB50061 uncharacterized protein LOC410606 14.205891 -0.0230116 -0.0157831 0.3028269 0.0531771
GB44884 splicing factor 3B subunit 3 isoform 1 14.125689 0.3007990 0.0352040 0.0678768 -0.0398547
GB53220 ubiquitin carboxyl-terminal hydrolase 3-like isoform X1 14.004349 0.1073774 0.0353565 0.0968747 -0.0846290
GB55770 TBC1 domain family member 9 13.727593 0.0028834 0.0039453 0.1252382 0.1095110
GB46321 neurofibromin isoform X1 13.682566 0.2333111 -0.1681329 1.2220114 -0.0811956
GB54557 arginine/serine-rich protein PNISR-like isoform X2 13.592683 0.0855084 0.1182126 0.1386842 0.0896055
GB42838 RNA-binding protein 39-like isoform X5 13.592240 -0.0858264 -0.0235484 0.1438511 0.0867029
GB43304 cadherin-87A-like isoform X1 13.522761 0.0414844 0.0561924 0.6879037 0.0415333
GB42436 protein arginine N-methyltransferase 7-like isoform X2 13.502118 0.0458574 -0.1217573 0.0691762 0.0793897
GB50214 uncharacterized protein LOC409502 13.342240 0.1933261 0.0493912 0.3439567 -0.0386244
GB49152 TBC1 domain family member 24-like isoformX1 13.204631 -0.1030115 0.0041823 0.0527562 0.0346674
GB43236 probable tRNA (uracil-O(2)-)-methyltransferase-like 13.092529 -0.0304216 0.3187739 0.0580359 -0.0120557
GB53708 serine/threonine-protein kinase unc-51 13.071398 0.2529429 0.0097991 -0.2992022 0.0472491
GB50725 vang-like protein 2-like isoform X2 13.068606 0.1737603 0.0114350 0.1756634 0.0752588
GB54230 uncharacterized protein LOC551498 13.029864 0.0892138 0.0792454 0.8939247 0.1081059
GB44899 trithorax group protein osa isoform X6 12.694162 -0.2152737 -0.0501742 0.1631650 -0.1390978
GB44490 hornerin 12.686557 0.0804526 -0.0218843 0.1554077 -0.0109212
GB47322 glycine-rich cell wall structural protein 1.8-like isoform X10 12.632665 0.1452844 0.1620032 0.4793091 -0.0500198
GB43467 rho guanine nucleotide exchange factor 28-like isoform X8 12.585898 0.0956703 -0.0501709 0.0950157 -0.0466181
GB54590 polyadenylate-binding protein 1-like isoform X2 12.503830 0.4827100 0.1573794 0.1675415 -0.1885244
GB45972 neural-cadherin isoform X2 12.370171 -0.1470460 0.0024069 1.3812275 -0.0183059
100576876 intracellular protein transport protein USO1-like isoform X1 12.313808 -0.0128192 -0.0632411 0.1493875 -0.0754738
GB44422 uncharacterized protein LOC412543 isoform X3 12.033349 0.6015819 -0.0529977 -0.0100398 0.0537208
GB40676 phosphatidylinositol 4-kinase beta-like 11.710006 0.1395238 0.0100279 0.1130146 -0.0094421
GB54731 plasmolipin-like isoform 1 11.623575 0.4047489 0.0057446 0.0648378 -0.0065488
GB44761 Rab GTPase activating protein 10 isoform X3 11.325687 0.0665230 0.0331507 0.1325785 -0.0485636
GB50373 endophilin-A isoform X1 11.222091 0.1707438 0.1446588 0.1530334 -0.0721249
102655673 mitochondrial import inner membrane translocase subunit Tim16-like 11.154858 -0.0848364 0.0642094 0.2513499 0.0855126
GB49375 homeobox protein PKNOX2-like isoform X1 10.805109 -0.1368990 0.0571144 0.1485631 0.0049030
GB41423 dosage compensation regulator isoform X3 10.678731 0.0680768 0.0153003 0.1111923 -0.0725054
GB44419 protein peanut isoform X3 10.578227 0.2559230 0.1256845 0.1371956 -0.2211204
GB43899 E3 ubiquitin-protein ligase MIB2-like isoform X2 10.573502 0.0424029 0.1632035 0.0911580 0.0159632
GB44259 aryl hydrocarbon receptor nuclear translocator homolog isoform X3 10.557091 0.1265462 0.1097368 0.2360432 0.0212316
GB52106 tolkin isoform X1 10.503840 0.4308379 -0.2027848 0.1068198 -0.1203723
GB48337 protein crooked neck 10.416603 0.0203727 0.1215738 0.0384466 0.0818576
GB49960 uncharacterized protein LOC100379261 10.136789 0.1783426 -0.1747512 0.0957692 -0.0287478
GB55574 probable phospholipid-transporting ATPase VD-like, transcript variant X3 10.031602 -0.1535478 0.0833423 0.1986956 0.0493337
GB44679 metastasis-associated protein MTA3 isoform X2 9.907001 0.0122040 0.1672956 0.4215435 -0.0436046
GB51337 dedicator of cytokinesis protein 3-like isoform X2 9.890689 -0.0351151 -0.0855787 0.2481693 -0.4953984
GB55162 uncharacterized protein LOC551144 isoform X1 9.833976 0.1580812 0.0152496 0.1873342 0.0159339
GB53787 lysine-specific demethylase 3B-like isoform X4 9.830941 -0.2273710 0.0249965 -0.1374384 -0.4127317
GB52510 putative uncharacterized protein DDB_G0277255 isoform X2 9.723553 0.0343818 0.0289312 -0.0529365 -0.1318499
GB45414 nuclear hormone receptor FTZ-F1 beta isoform X1 9.714424 -0.0053048 -0.1307936 0.2488088 0.0365510
GB50344 beta-1,4-mannosyltransferase egh 9.702963 0.2559145 -0.1136370 0.2247666 0.0998973
GB52075 RNA-binding protein 45-like isoform X1 9.609042 0.1871956 0.1231640 0.5239350 -0.0950067
GB48932 phosphoinositide 3-kinase regulatory subunit 4 isoform X2 9.557524 0.0028169 -0.0453824 0.0006408 -0.0518159
GB51219 eye-specific diacylglycerol kinase isoform X2 9.487613 -0.1059247 0.3389632 0.6697580 -0.0121393
409956 uncharacterized protein LOC409956 isoform X2 9.483005 0.0560777 -0.0878618 0.1549100 -0.3010497
GB49505 rho-related BTB domain-containing protein 1 isoform X3 9.476015 0.0573503 -0.1398313 0.1267769 0.0135867
GB47816 splicing factor 1-like isoform X2 9.466436 0.2446155 0.0839599 0.5098015 0.0679864
GB51841 multiple inositol polyphosphate phosphatase 1-like 9.400309 0.0637724 0.0183885 0.2287712 -0.0324923
GB54551 slit homolog 3 protein-like isoform X2 9.332628 0.3282476 0.0479686 0.3510590 0.0653779
GB55323 phosphatidylinositol 4-phosphate 5-kinase type-1 gamma isoform X8 9.311576 0.2320622 -0.0964140 0.2496250 -0.0139458
GB44412 protein turtle homolog A-like 9.141434 0.3208528 0.1792722 0.2424071 -0.1619378
GB49921 integrin alpha-PS2 isoform X1 9.125215 0.0711565 -0.1290202 0.1068253 0.0413718
726252 titin-like isoform X2 9.120307 0.1557374 -0.0685572 0.1987358 0.0065025
GB46271 protein BCL9 homolog isoform X1 9.051295 -0.1609479 0.0074360 -1.6494149 -0.0518614
GB45593 zinc finger protein Helios-like 9.040495 0.0951445 -0.0285509 0.1549917 -0.0961719
GB47028 enoyl-CoA hydratase domain-containing protein 3, mitochondrial-like 9.008486 0.5278010 -0.0631981 0.1353259 -0.0192182
GB44534 spastin isoform X1 9.005178 0.4578382 -0.0429820 0.0587009 -0.0112236
GB44779 tyrosine-protein phosphatase non-receptor type 4 isoform X2 8.952552 0.0141231 0.1514778 0.0333931 0.0462535
GB51209 dentin sialophosphoprotein-like isoform X4 8.940775 -0.4228685 -0.0171232 0.1264229 -0.1038103
102654691 protein translation factor SUI1 homolog 8.922963 0.4450016 -0.0120966 0.6470182 0.0314599
102655836 tRNA (adenine(58)-N(1))-methyltransferase non-catalytic subunit TRM6-like 8.899108 0.1909867 -0.0206296 0.0340970 -0.1561803
GB52185 uncharacterized protein LOC100578041 isoformX1 8.889372 0.2006631 -0.1834607 0.2037535 0.0035903
GB41225 aquaporin AQPAn.G-like isoform X2 8.854883 0.1540005 -0.3514298 0.1776022 0.4935015
GB52779 probable cation-transporting ATPase 13A3-like isoform X3 8.695500 -0.2401490 0.0967486 0.0578498 -0.1343988
GB45955 beta-galactosidase-like isoform X2 8.668723 0.5822940 0.0651901 0.2149433 -0.1643084
GB53592 SNF-related serine/threonine-protein kinase-like 8.654279 0.2903133 0.1083014 0.2636373 0.5191470
GB52157 GRAM domain-containing protein 3-like isoform X2 8.647084 0.2922811 -0.1182924 -0.8010004 0.0652401
GB47669 putative uncharacterized protein DDB_G0271606-like 8.568163 0.2204971 -0.1173649 -0.1299728 0.0992965
GB40417 transmembrane protein 98 8.560464 0.4995915 0.0023776 0.1333669 -1.4896202
GB49911 insulin receptor substrate 1 isoform X3 8.484400 0.0986907 -0.1734225 0.3751177 -0.0295494
GB47918 netrin receptor UNC5C isoform X8 8.461620 0.2401296 0.0931734 0.1131221 -0.1243948
GB53437 F-box only protein 32-like isoform X2 8.350333 0.1910897 -0.1648703 0.2951614 0.0542353
GB46918 monocarboxylate transporter 13-like, transcript variant X2 8.342444 0.4279166 0.1059473 0.2234353 0.0141015
GB42976 teneurin-a-like isoform X7 8.326042 0.3393374 -0.0503122 0.9972151 0.3059716
409007 heterogeneous nuclear ribonucleoprotein K isoform X8 8.271593 -0.0604939 -0.0706296 0.4540430 -0.3359263
GB50892 uncharacterized protein LOC100577980 isoform X3 8.195928 0.1032354 -0.3067119 -0.1367296 -0.1184458
GB42979 ankyrin repeat and BTB/POZ domain-containing protein BTBD11-like isoform X3 8.191034 0.3054026 -0.1904184 0.4129782 0.0100772
GB54219 BAG domain-containing protein Samui-like isoform X3 8.182365 -0.1837839 0.4111713 0.2818847 -0.1482710
GB51674 26S proteasome non-ATPase regulatory subunit 10-like 8.110245 0.2303124 0.0276688 0.0103197 -0.0349071
GB54395 uncharacterized protein LOC413385 8.101636 0.0895723 0.0708472 0.0168679 -0.1011838
GB44968 metabotropic glutamate receptor 1 8.095985 -0.2838043 0.1511773 0.2142725 -0.0724188
GB51744 uncharacterized protein LOC724439 8.091537 0.8112050 -0.2579550 0.2886800 0.0712415
724450 uncharacterized protein LOC724450 isoform X3 7.965021 -0.0063056 -0.0381084 0.2221333 -0.2398677
GB40162 chondroitin sulfate synthase 1-like isoform X2 7.952768 0.1937082 0.2118247 0.2261672 -0.3507220
GB40907 putative ferric-chelate reductase 1 homolog isoform X3 7.934787 0.1220467 0.0794329 0.0786812 -0.2194966
726866 uncharacterized protein LOC726866 7.922809 0.2773045 0.0704480 0.2425601 -0.0854166
GB42196 thrombospondin type-1 domain-containing protein 4-like isoform X3 7.898138 -0.1542267 -0.0954962 0.0678213 -0.0191430
GB43567 MAM and LDL-receptor class A domain-containing protein C10orf112-like 7.893733 0.4417807 -0.0191397 0.2231429 -0.0939693
413366 homeobox protein SIX2-like isoform X4 7.889655 -0.8301995 -0.1007038 0.2913582 -0.1269705
GB42035 myosin-I heavy chain isoform X2 7.882072 -0.0014280 0.3338154 0.4125285 0.1308000
GB47029 uncharacterized protein LOC724558 7.859954 0.6393499 -0.0504088 -0.1530074 0.0202752
GB42654 leucine carboxyl methyltransferase 1-like 7.828984 0.2608335 0.0339394 0.1603670 -0.2844500
GB52636 cell growth regulator with RING finger domain protein 1-like isoform X2 7.761509 0.2801670 -0.0432581 0.1460809 -0.2455172
725183 probable palmitoyltransferase ZDHHC24-like isoform X1 7.760804 0.0182415 -0.2681787 0.2905207 -0.0387823
GB43882 alpha-mannosidase 2 isoform X3 7.672613 0.4326024 -0.3898568 0.2543905 -0.0826037
GB51385 nephrin-like isoform 1 7.638084 -0.3216389 0.2435750 0.1870275 0.0383706
GB52082 LOW QUALITY PROTEIN: sn1-specific diacylglycerol lipase alpha 7.609801 0.0989794 0.0438915 0.2350143 0.0361958
GB52986 mitochondrial import inner membrane translocase subunit Tim23-like isoform X1 7.587191 0.2452917 0.0085709 0.1445813 -0.0062553
102653601 zinc finger protein 729-like 7.550321 0.0535043 0.0075084 0.2508535 -0.3351553
GB46371 tyrosine-protein kinase Src64B-like isoform X3 7.532158 -0.0663805 0.1291985 0.2322886 0.2277438
GB54032 methyltransferase-like protein 9-like isoform X2 7.483067 0.3721757 0.1988250 0.0772659 -0.1572309
GB40928 tripartite motif-containing protein 2-like isoform X1 7.480566 -0.1898551 -0.0932847 0.1595720 0.0919059
102656070 uncharacterized protein LOC102656070 7.385732 0.0774192 -0.3793332 0.4132221 -0.1639907
GB44315 monocarboxylate transporter 9-like isoform X1 7.364144 0.4478351 0.2227958 0.1933958 0.1172661
GB42377 protein giant-lens-like 7.279187 0.0687812 -0.0370822 0.0926618 -0.0032676
GB44984 U5 small nuclear ribonucleoprotein 40 kDa protein-like isoform X1 7.152506 0.5036272 0.0632588 0.1517729 -0.0270656
GB42487 calpain-C isoform X2 7.061177 0.2641116 0.2357378 0.1865473 -0.0532727
GB44041 dachshund homolog 2-like isoform X3 6.949928 0.2449004 -0.0547904 0.1286984 -0.0985249
GB44060 centrosomal protein of 104 kDa-like isoform X2 6.787552 0.9893042 -0.1005035 0.2224712 0.0542083
GB46749 endochitinase-like isoform X1 6.698633 0.6803442 0.1809386 0.1076001 -0.0166939
GB42326 glutamyl aminopeptidase-like isoform X3 6.665332 -0.1918426 -0.2267862 -0.1909795 -0.0729451
GB40531 uncharacterized protein LOC100578051 isoform X3 6.581381 -0.1778554 -0.0961652 0.2405992 -0.3229043
102655815 suppressor protein SRP40-like 6.410201 0.8524923 1.3833606 0.8196561 -0.6248925
GB53146 uncharacterized protein LOC412149 isoform X1 6.401826 -0.0825530 0.1045735 -0.1856001 0.0619452
GB46073 uncharacterized protein LOC551865 isoformX2 6.287155 -0.0172652 0.2258487 -0.0096061 0.0229668
GB43015 myocardin-related transcription factor A-like isoform X6 6.152442 -0.0367942 0.0143781 0.2631757 0.0627405
102654007 uncharacterized protein LOC102654007 5.894278 0.2417289 -0.1293139 0.2077469 -0.0148285
102656939 histone-lysine N-methyltransferase SETMAR-like 5.865772 0.1497729 0.2369577 1.0620095 0.6002907
GB41647 transcription factor Sox-7-like isoform X2 5.795569 0.0244209 -0.2801421 1.4666012 -0.3879830
GB49810 RIB43A-like with coiled-coils protein 1-like 5.283242 -0.4749690 -0.1025304 -0.1589753 -0.2393070
GB44616 EF-hand domain-containing family member C2-like isoform X1 5.222967 0.2363270 0.0454848 0.0700841 -0.2935181
GB50734 uncharacterized protein LOC725625 4.955965 0.5723249 -0.2713737 0.3683741 -0.0261181
GB53798 esterase E4-like 4.763677 0.9132871 -1.1903127 0.2569342 -0.0940903
GB45427 Krueppel homologous protein 1 4.573111 -0.0174895 0.0395830 0.4532421 -0.2188543
GB42800 protein takeout-like isoform X1 4.225151 0.7882925 0.1989128 0.0197007 -0.1246820
GB46290 acetyl-coenzyme A synthetase-like 4.153359 0.1907309 -0.1625415 0.4246826 -0.2051017
GB44976 ataxin-2 homolog isoform X3 4.149661 0.0469414 -0.0680298 0.2666148 -0.1835732
GB40495 zinc finger protein 43-like isoform X1 3.868333 0.5265820 -0.3355168 0.6345599 -0.0172255
GB40554 G1/S-specific cyclin-D2 3.865592 0.1362646 0.0943557 0.1991426 -0.3526045
GB45382 intraflagellar transport protein 74 homolog 3.715030 0.0360060 -0.1247186 0.2448515 -0.0526646
GB43604 uncharacterized protein LOC725033 isoform X4 3.676268 0.3453212 -0.0200476 0.4718334 0.1075488
GB51657 uncharacterized protein LOC100578157 3.637955 0.1322720 -0.5335299 0.7834386 -0.3924988
GB41844 ATP-binding cassette sub-family G member 5-like 3.372551 0.7657014 0.1292601 0.8080343 -0.1644371
GB51376 serotonin receptor 3.059578 1.6897679 0.4837407 0.1477586 0.6097080
GB17921 dopamine receptor 2 2.761384 0.2831209 -0.2845336 -0.4048745 -0.0826887
GB45956 putative succinate dehydrogenase [ubiquinone] cytochrome b small subunit, mitochondrial-like 2.708942 -0.2031321 -0.2797345 0.5862043 0.0897216
102655054 protein tyrosine phosphatase domain-containing protein 1-like isoform X2 2.503884 0.8503692 0.3750205 0.6810604 0.1281549
GB50186 uncharacterized protein LOC100577394 isoform X3 2.177106 0.0310930 0.2985490 -0.7082269 0.2091186
GB46310 cuticular protein 17 precursor 1.920129 0.2959369 0.4322316 0.3721362 -0.1581453

Module 8

Table S33: List of all the genes in Module 8, ranked by their within-module connectivity, k. The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(8)
saveRDS(gene_list, file = "supplement/tab_S33.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB41139 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 8 4.4012470 -0.1191108 -0.1058419 0.0287706 0.1583752
GB54940 growth hormone-inducible transmembrane protein-like isoform X5 4.3387588 0.0164674 0.0684403 0.0735684 0.0525995
GB46440 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 11, mitochondrial-like 4.1000841 -0.1432112 -0.0892090 0.1102687 0.1659014
GB54961 uncharacterized protein LOC725712 isoform X3 3.9219655 -0.1044514 -0.0869262 0.1242401 0.1347024
GB54596 cytochrome b-c1 complex subunit 7-like 3.9217965 -0.1692614 -0.3258486 -0.0085974 0.1781197
GB49313 voltage-dependent anion-selective channel 3.7559077 0.1206381 -0.0351029 0.0647365 0.1324141
GB55708 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 8, mitochondrial-like 3.7328153 -0.0799560 -0.1651344 0.0902151 0.1590548
GB42422 ADP/ATP translocase 3.5940991 -0.0367367 -0.2829944 0.0541088 0.1539769
GB46369 cytochrome c1, heme protein, mitochondrial isoform X3 3.5878684 -0.0542768 -0.0884751 0.3460644 0.1706220
GB42929 cytochrome c oxidase subunit 4 isoform 1, mitochondrial isoform X1 3.5862599 0.0085438 -0.2688416 0.1296427 0.1435245
GB41741 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 5, mitochondrial-like isoform X2 3.5735884 -0.0847110 -0.1714775 0.1331272 0.1832255
GB43629 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 10-like 3.5194076 0.0958536 -0.1643438 0.1581970 0.2637005
GB41028 ATP synthase subunit alpha, mitochondrial isoform 1 3.5072605 -0.0553949 -0.0931082 0.2360865 0.3746952
GB52753 succinate dehydrogenase cytochrome b560 subunit, mitochondrial 3.4853499 0.0810905 -0.1775820 0.2742764 0.2041456
GB53749 cytochrome c oxidase subunit 6A1, mitochondrial 3.4696997 0.1283259 -0.2946381 0.1176364 0.1801702
GB48784 cytochrome c 3.4587225 -0.0042056 -0.3979038 0.2745145 0.7787113
GB46882 NADH dehydrogenase [ubiquinone] iron-sulfur protein 3, mitochondrial 3.4285793 0.0165555 -0.0229026 0.1400815 0.5987601
GB55643 ATP synthase subunit O, mitochondrial 3.3805937 -0.1221369 -0.3889205 0.1422731 0.1747252
GB47679 putative ATP synthase subunit f, mitochondrial-like 3.3712761 0.0832491 -0.1522548 0.1173262 0.1055939
GB52736 ATP synthase subunit beta, mitochondrial isoform X1 3.3560844 -0.0294307 -0.0033689 0.2970809 -0.0057924
GB47500 mitochondrial-processing peptidase subunit beta-like 3.3452725 -0.1881842 -0.0597179 0.0811601 0.2026737
GB51086 ATP synthase subunit delta, mitochondrial isoform 3 3.3406699 -0.0674897 -0.0753343 0.1463538 0.2702057
GB41143 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 9, mitochondrial 3.2972912 -0.3013049 -0.1902631 0.1367286 0.1111649
GB47886 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 7-like 3.2817339 0.1186647 -0.1424645 0.2245911 0.1801420
GB51192 cytochrome b-c1 complex subunit Rieske, mitochondrial 3.2074650 0.0374775 -0.1043468 0.1835974 0.6273204
GB54687 phosphate carrier protein, mitochondrial-like isoform 1 3.1946397 0.0437169 -0.2881002 0.0773879 0.1222814
GB49306 ATP synthase subunit gamma, mitochondrial isoform X1 3.1353414 -0.2494563 -0.1097028 -0.1395306 -0.1783887
GB43704 adenylosuccinate synthetase-like 3.0832059 0.0505546 -0.0945907 0.1562562 0.1608233
GB45153 NADH dehydrogenase [ubiquinone] flavoprotein 1, mitochondrial isoform X2 3.0486283 -0.0544827 -0.0287016 0.3253613 0.1114881
GB45099 superoxide dismutase 2, mitochondrial 3.0363301 -0.1393383 -0.2225523 0.0754449 0.1540678
GB44608 NADH dehydrogenase [ubiquinone] 1 beta subcomplex subunit 3-like isoform 1 2.7112823 0.1746420 0.0616242 0.1065548 0.1389951
GB50918 NADH dehydrogenase [ubiquinone] iron-sulfur protein 6, mitochondrial 2.6924420 -0.2445495 -0.1469059 0.0607883 0.0368726
GB50554 negative elongation factor A-like 2.5858228 0.2354063 0.0531283 0.0691260 0.1634791
GB42871 putative ATP-dependent Clp protease proteolytic subunit, mitochondrial-like isoform X4 2.2253988 -0.0140272 -0.0483964 0.0730049 0.1478795
GB43248 alpha glucosidase 2 precursor 2.1469572 0.1316442 0.1323163 -0.2584368 -0.1531523
GB50268 NADH dehydrogenase [ubiquinone] iron-sulfur protein 8, mitochondrial isoform 2 2.0872991 -0.1972878 -0.0736731 0.1255290 0.2146555
GB45731 NADH dehydrogenase [ubiquinone] 1 alpha subcomplex subunit 5 2.0770835 0.0416957 -0.1340626 0.1049322 0.1866937
725253 protein QIL1-like isoform 2 2.0037921 -0.0001741 0.1135553 -0.1522799 0.1897562
GB50946 uncharacterized protein LOC724626 0.7417706 -0.1982565 0.1111897 0.2215719 0.1534713
GB42823 uncharacterized protein LOC100577440 isoform X3 0.7151644 0.1444905 0.3017972 0.0416428 0.2666875

Module 9

Table S34: List of all the genes in Module 9, ranked by their within-module connectivity, k. The latter four columns give the Log\(_2\) fold-change in expression in response to queen pheromone in each of the four species.

gene_list <- module_gene_list(9)
saveRDS(gene_list, file = "supplement/tab_S34.rds")
kable.table(gene_list)
Gene Name k am_fc bt_fc lf_fc ln_fc
GB49598 RNA-binding protein Rsf1 3.4281703 0.3056885 -0.0032899 0.1101417 0.0851146
GB49355 uncharacterized protein LOC100576266 isoform X2 3.2620545 0.3093869 0.0572808 -0.1561239 0.1319324
GB51008 metaxin-2-like isoform 2 3.2002938 0.4439731 -0.1469924 0.0424195 0.1446767
GB52735 DAZ-associated protein 2-like isoform X2 2.9721946 0.2871285 0.0231294 0.0623909 -0.1752350
GB55970 proliferating cell nuclear antigen 2.8130746 0.3776271 0.2351576 0.0776321 0.0776232
551833 PAXIP1-associated glutamate-rich protein 1-like isoform 2 2.7565876 0.4962252 0.0926024 0.0590149 0.2492689
GB43092 cyclin-dependent kinase 5 2.5960809 0.3844390 0.0216430 0.0951021 0.1433308
GB55381 centrosomal protein of 97 kDa isoform X2 2.5582953 0.2955124 -0.0548547 0.1869490 0.1357882
GB43232 transmembrane protein 222-like isoform 1 2.3398175 0.5861394 0.0458418 0.1933063 0.2422045
GB50724 peptidyl-tRNA hydrolase 2, mitochondrial-like isoform 1 2.2475846 0.7085344 -0.0764084 0.0647428 0.1173188
GB51226 tyrosine-protein kinase CSK isoform X4 2.2239789 0.5181445 0.0036483 0.2021335 0.1570482
GB56003 methyltransferase-like protein 14 homolog 2.2171705 0.3353470 0.1482768 0.1276493 0.1038143
GB48128 DNA-directed RNA polymerase III subunit RPC8-like isoform 1 2.1261420 0.7927715 0.1807240 -0.1997985 0.1943152
GB42319 uncharacterized protein LOC409105 isoform 1 2.1081864 0.7613151 -0.1786302 0.0944737 0.3063722
GB45649 adenosine 3’-phospho 5’-phosphosulfate transporter 1 2.0383947 0.5325883 -0.0623392 0.1488054 0.2109308
GB43086 uncharacterized protein LOC726486 1.9692909 0.6676944 0.0549481 0.1238370 0.1069750
GB45657 cdc42 homolog isoform X2 1.9443700 0.4128119 0.1648899 0.1727575 0.0882596
GB53270 UPF0428 protein CXorf56 homolog isoformX2 1.9439132 -0.0053964 0.0902614 0.0955928 0.1557436
GB48852 heterogeneous nuclear ribonucleoprotein H-like isoform X1 1.9171405 0.3943774 -0.0242347 0.1867469 0.1629403
GB45560 2-aminoethanethiol dioxygenase-like isoform X2 1.8928212 0.5646965 0.0858905 0.2044355 0.1964693
GB53957 U6 snRNA-associated Sm-like protein LSm1-like 1.8732559 1.2758936 0.1485275 0.0654838 0.1025379
GB55241 myosin-9-like isoform X2 1.8577528 0.3826838 0.0273981 0.1613124 0.3355618
GB42726 lysosomal protein NCU-G1-A-like 1.8538445 0.1961158 -0.1161535 0.0827387 0.1842311
GB52929 soluble guanylyl cyclase alpha 1 subunit 1.8202355 0.8632355 0.0679563 0.2472309 0.1991959
GB55098 progestin and adipoQ receptor family member 4-like isoform X3 1.8069386 1.0981696 0.0958375 0.2837369 0.3395738
GB50885 uncharacterized protein LOC409648 1.8009421 0.5217942 -0.1408814 0.1076250 -0.0919353
GB54279 cleavage and polyadenylation specificity factor subunit 4 1.7698409 0.3124242 0.3549593 1.6577375 0.2521921
GB45810 locomotion-related protein Hikaru genki isoform X4 1.7456427 0.4274473 -0.0495554 0.1897961 0.1299238
GB54147 loss of heterozygosity 12 chromosomal region 1 protein homolog 1.7319102 0.4424770 -0.0518968 0.1119449 0.0806514
GB48175 probable cytochrome P450 305a1 1.7158930 1.5793489 0.0957169 0.0666737 0.2220252
GB50090 adenosine deaminase acting on RNA 1.7017820 0.2845926 -0.0201237 0.2675177 0.3162340
GB55831 aromatic-L-amino-acid decarboxylase isoform X2 1.6395161 0.7455077 0.7384633 0.0929703 0.2855078
GB52236 leucine-rich repeat-containing protein C10orf11 homolog isoform X1 1.6041255 0.2352825 0.0773345 0.0243112 0.1325469
GB44143 oxidative stress-induced growth inhibitor 1-like isoform X1 1.5781579 0.4074280 0.0477067 0.0904485 0.0514744
GB42224 leucine-rich repeat and calponin homology domain-containing protein 1-like isoform X2 1.5751039 0.4417497 -0.0693594 1.2318066 0.2994614
GB46734 mitochondrial import inner membrane translocase subunit TIM14-like isoform X3 1.5718335 0.1173025 0.0125511 0.2021870 0.2728669
GB43817 atrial natriuretic peptide receptor 1-like 1.5134486 0.4326071 0.1235643 0.1802794 0.0892441
GB50722 phospholipase A1 member A-like 0.7527136 1.8995474 0.3289060 -0.0744550 0.5503768

Session information

sessionInfo()
R version 3.5.1 (2018-07-02)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS High Sierra 10.13.6

Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib

locale:
[1] en_AU.UTF-8/en_AU.UTF-8/en_AU.UTF-8/C/en_AU.UTF-8/en_AU.UTF-8

attached base packages:
 [1] parallel  stats4    grid      stats     graphics  grDevices utils    
 [8] datasets  methods   base     

other attached packages:
 [1] AnnotationHub_2.12.0  GO.db_3.6.0           AnnotationDbi_1.42.1 
 [4] IRanges_2.14.10       S4Vectors_0.18.3      Biobase_2.40.0       
 [7] BiocGenerics_0.26.0   fgsea_1.6.0           Rcpp_1.0.0           
[10] clusterProfiler_3.8.1 kableExtra_0.9.0      pander_0.6.2         
[13] sva_3.28.0            BiocParallel_1.14.2   genefilter_1.62.0    
[16] mgcv_1.8-24           nlme_3.1-137          MuMIn_1.42.1         
[19] ecodist_2.0.1         gplots_3.0.1          ggjoy_0.4.1          
[22] ggridges_0.5.0        RColorBrewer_1.1-2    gridExtra_2.3        
[25] ggdendro_0.1-20       ggrepel_0.8.0         ggplot2_3.1.0        
[28] stringr_1.3.1         purrr_0.3.1           tidyr_0.8.2          
[31] dplyr_0.8.0.1         reshape2_1.4.3        RSQLite_2.1.1        
[34] WGCNA_1.63            fastcluster_1.1.25    dynamicTreeCut_1.63-1

loaded via a namespace (and not attached):
  [1] backports_1.1.2               Hmisc_4.1-1                  
  [3] fastmatch_1.1-0               workflowr_1.1.1              
  [5] plyr_1.8.4                    igraph_1.2.1                 
  [7] lazyeval_0.2.1                splines_3.5.1                
  [9] robust_0.4-18                 digest_0.6.18                
 [11] BiocInstaller_1.30.0          foreach_1.4.4                
 [13] htmltools_0.3.6               GOSemSim_2.6.0               
 [15] viridis_0.5.1                 gdata_2.18.0                 
 [17] magrittr_1.5                  checkmate_1.8.5              
 [19] memoise_1.1.0                 fit.models_0.5-14            
 [21] cluster_2.0.7-1               doParallel_1.0.14            
 [23] limma_3.36.2                  readr_1.1.1                  
 [25] annotate_1.58.0               matrixStats_0.54.0           
 [27] R.utils_2.7.0                 enrichplot_1.0.2             
 [29] colorspace_1.3-2              blob_1.1.1                   
 [31] rvest_0.3.2                   rrcov_1.4-4                  
 [33] crayon_1.3.4                  RCurl_1.95-4.11              
 [35] impute_1.54.0                 survival_2.42-6              
 [37] iterators_1.0.10              glue_1.3.0.9000              
 [39] gtable_0.2.0                  UpSetR_1.3.3                 
 [41] DEoptimR_1.0-8                scales_1.0.0                 
 [43] DOSE_3.6.1                    mvtnorm_1.0-8                
 [45] DBI_1.0.0                     viridisLite_0.3.0            
 [47] xtable_1.8-3                  htmlTable_1.12               
 [49] units_0.6-0                   foreign_0.8-71               
 [51] bit_1.1-14                    preprocessCore_1.42.0        
 [53] Formula_1.2-3                 htmlwidgets_1.2              
 [55] httr_1.3.1                    acepack_1.4.1                
 [57] pkgconfig_2.0.2               XML_3.98-1.12                
 [59] R.methodsS3_1.7.1             nnet_7.3-12                  
 [61] dbplyr_1.2.2                  later_0.7.5                  
 [63] tidyselect_0.2.5              labeling_0.3                 
 [65] rlang_0.3.1                   munsell_0.5.0                
 [67] tools_3.5.1                   evaluate_0.11                
 [69] yaml_2.2.0                    knitr_1.20                   
 [71] bit64_0.9-7                   robustbase_0.93-1.1          
 [73] caTools_1.17.1.1              ggraph_1.0.2                 
 [75] mime_0.6                      whisker_0.3-2                
 [77] R.oo_1.22.0                   DO.db_2.9                    
 [79] xml2_1.2.0                    compiler_3.5.1               
 [81] rstudioapi_0.9.0              curl_3.2                     
 [83] interactiveDisplayBase_1.18.0 tibble_2.0.99.9000           
 [85] tweenr_0.1.5                  pcaPP_1.9-73                 
 [87] stringi_1.3.1                 highr_0.7                    
 [89] lattice_0.20-35               Matrix_1.2-14                
 [91] pillar_1.3.1.9000             data.table_1.11.8            
 [93] cowplot_0.9.3                 bitops_1.0-6                 
 [95] httpuv_1.4.5                  qvalue_2.12.0                
 [97] R6_2.4.0                      latticeExtra_0.6-28          
 [99] promises_1.0.1                KernSmooth_2.23-15           
[101] codetools_0.2-15              MASS_7.3-50                  
[103] gtools_3.8.1                  assertthat_0.2.0             
[105] rprojroot_1.3-2               withr_2.1.2                  
[107] hms_0.4.2                     rpart_4.1-13                 
[109] rmarkdown_1.10                rvcheck_0.1.0                
[111] git2r_0.23.0                  ggforce_0.1.3                
[113] shiny_1.2.0                   base64enc_0.1-3              

This reproducible R Markdown analysis was created with workflowr 1.1.1