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library(dplyr)
library(ggplot2)
library(glue)
library(bigsnpr) # to install:   devtools::install_github("privefl/bigsnpr")
library(ashr)
# library(mashr) # devtools::install_github("stephenslab/mashr")
library(readr)
library(showtext) # For fancy Google font in figures
font_add_google(name = "Raleway", family = "Raleway", regular.wt = 400, bold.wt = 700) # Install font from Google Fonts

# Load the predicted line means, as calculated by get_predicted_line_means
predicted_line_means <- read_csv("data/derived/predicted_line_means.csv")

Perform SNP pruning and clumping

To avoid have to run tests on all 2 million SNPs found in the full DGRP, which would lower our power, we remove some of the SNPs prior to analysis as follows:

  1. Remove any SNPs for which genotypes are not available for all 115 lines in our study.
  2. Remove SNPs for which we have fewer than 5 measurements of the minor allele
  3. Clump SNPs in high LD with each other (with \(r^2 > 0.1\)). Select 1 SNP per clump, and calculate the summed correlation for the chosen SNP with its neighbours. This essentially counts the effective number of SNPs that are ‘tagged’ by the SNP we picked (we borrowed the idea from Boyle et al. 2017 Cell).

Note: in the Plink-formatted genotype files, the major allele is coded as 2 and the minor allele as 0.

make_trimmed_BED <- function(phenotypes){
  
#  if(file.exists("data/derived/trimmed_DGRP.bed")) return(NULL)
  
  # Load the BED/BIM/FAM files as a bigsnp object
  bigsnp <- snp_readBed("data/input/dgrp2.bed", backingfile = tempfile())
  bigsnp_attached <- snp_attach(bigsnp)
  
  ######################################################
  # 1. Perform simple SNP quality control using PLINK
  ######################################################
  bedfile <- "data/input/dgrp2.bed"
  prefix  <- sub("\\.bed$", "", bedfile)
  plink <- download_plink()
  bigsnp <- snp_plinkQC(plink.path = plink,
                        prefix.in = prefix,
                        prefix.out = tempfile(),
                        maf = 0.05, # MAF >= 0.05
                        geno = 0,   # acceptable number missing genotypes per locus: none
                        mind = 1,   # acceptable number missing genotypes per individual
                        hwe = 0,    # do not filter by HWE test p-value (p=0 is kept)
                        autosome.only = FALSE) # Keep X chromosome
  bigsnp <- snp_readBed(bigsnp)
  bigsnp_attached <- snp_attach(bigsnp)
  ###### Important messages from this QC: ########
  # Total genotyping rate is 0.956183.
  # 3653193 variants removed due to missing genotype data (--geno).
  # 770643 variants removed due to minor allele threshold(s)
  # (--maf/--max-maf/--mac/--max-mac).
  # 14591 variants and 205 people pass filters and QC.
  
  
  # cull the PLINK files to the 115 lines that we measured
  focal.lines <- phenotypes$line %>% as.character()
  bigsnp_attached <- subset(bigsnp_attached, 
                            ind.row = bigsnp_attached$fam$family.ID %in% focal.lines) %>%
    snp_attach()
  
  # Write some BED files to disk temporarily, to use PLINK
  temp.file <- paste(tempfile(), "bed", sep =".")
  snp_writeBed(bigsnp_attached, temp.file)
  
  ##################################################################
  # 2. Remove SNPs that do not have MAF < 0.05 within our 115 lines
  ##################################################################
  
  prefix  <- sub("\\.bed$", "", temp.file)
   bigsnp <- snp_plinkQC(plink.path = plink,
                        prefix.in = prefix,
                        prefix.out = tempfile(),
                        maf = 0.05,
                        geno = 0,
                        mind = 1,
                        hwe = 0,
                        autosome.only = FALSE)
  bigsnp_attached <- snp_readBed(bigsnp) %>% snp_attach()
  unlink(temp.file)
  ##### PLINK messages: ######
  # 1637 variants removed due to minor allele threshold(s)
  # (--maf/--max-maf/--mac/--max-mac).
  # 12954 variants and 115 people pass filters and QC.
  
  ##################################################################
  # 3. Perform short-range SNP clumping, using snp_clumping function
  ##################################################################

  # Sum the significant correlations of each SNP to each other SNP
  summed_correlations <- apply(snp_cor(bigsnp_attached$genotypes), 1, sum) %>%
    round(2)
  
  # Identify 1 SNP from each 'clump' of highly linked SNPs
  # Nearby SNPs that are correlated with a squared-corr of at least .1, i.e. r = +/- 0.316, are counted as clumped
  snp_clumps <- snp_clumping(G = bigsnp_attached$genotypes, 
                             infos.chr = bigsnp_attached$map$chromosome, 
                             thr.r2 = 0.2,
                             size = 1000, # 1kB windows
                             is.size.in.bp = TRUE,
                             infos.pos = bigsnp_attached$map$physical.pos) 
  # After this there are 7523 SNPs left
  
  clumped_subset <- subset(bigsnp_attached, ind.col = snp_clumps) %>% snp_attach()
  
  
  ######################################################
  # 4. Perform long-range LD pruning using snp_autoSVD
  ######################################################
  SVD_output <- snp_autoSVD(G = clumped_subset$genotypes,
                            infos.chr = clumped_subset$map$chromosome,
                            infos.pos = clumped_subset$map$physical.pos,
                            thr.r2 = 0.2)
  
  # Vector of SNP IDs to keep
  SVD_output <- attributes(SVD_output)$subset
  # After this there are 6897 SNPs left
  
  # Retain all the SNPs that passed both types of clumping
  to.keep <- snp_clumps[SVD_output]
  clumped_subset2 <- subset(bigsnp_attached, ind.col = to.keep) %>% snp_attach()
  summed_correlations <- data.frame(id = clumped_subset2$map$marker.ID,
                                    summed_corr = summed_correlations[to.keep])
  
  # Delete these files, because snp_writeBed() throws an error rather than over-writing
  unlink(c("data/derived/trimmed_DGRP.bed", "data/derived/trimmed_DGRP.bim", "data/derived/trimmed_DGRP.fam")) 
  
  # Save the fully-pruned SNP data, and the SNP "tagging" data
  snp_writeBed(clumped_subset2, "data/derived/trimmed_DGRP.bed")
  write.csv(summed_correlations, "data/derived/summed_interSNP_correlations.csv", row.names = FALSE)
  
  # Lastly, add our phenotype data to the DGRP .fam file, for later GWAS analysis
  read.delim("data/derived/trimmed_DGRP.fam", header = FALSE, stringsAsFactors = FALSE) %>% 
    select(V1, V2, V3, V4, V5) %>% # Get all the non-phenotype columns
    left_join(phenotypes %>% select(-block), 
              by = c("V1" = "line")) %>%
    write.table(file = "data/derived/trimmed_DGRP.fam", 
                col.names = FALSE, row.names = FALSE, 
                quote = FALSE, sep = "\t")
}
make_trimmed_BED(phenotypes = predicted_line_means)
Phase of clumping at r2 > 0.2.. keep 6947 SNPs.

Iteration 1:
Computing SVD..
1 long-range LD regions were detected..

Iteration 2:
Computing SVD..
0 long-range LD regions were detected..

Iteration 3:
Computing SVD..
0 long-range LD regions were detected..

Iteration 4:
Computing SVD..

Converged!
if(file.exists('data/derived/trimmed_DGRP.bk')) unlink('data/derived/trimmed_DGRP.bk')
dgrp_bed <- snp_readBed("data/derived/trimmed_DGRP.bed") %>% snp_attach()

Make some plots about the SNP data

Chromosomal coverage

The SNPs that survived pruning have good coverage of the major chromosomes, with the exception of regions near the centromere, and on chromosome 4 (which does not recombine, so presumably it has much higher LD than the others).

chrs <- paste("Chromosome", c("2L", "2R", "3L", "3R", "X", "4"))

data.frame(pos = dgrp_bed$map$physical.pos,
           chr = chrs[dgrp_bed$map$chromosome]) %>%
  ggplot(aes(pos/ 10^6, fill = chr)) +
  geom_density(adjust = 0.08) + 
  facet_wrap(~chr, scales = "free", ncol = 2) +
  xlab("Chromosomal position (Megabases)") + ylab("Marker density") +
  theme_minimal() + 
  theme(text = element_text(family = "Raleway")) +
  theme(legend.position = "none")

Expand here to see past versions of unnamed-chunk-3-1.png:
Version Author Date
449a929 Luke Holman 2018-09-14

Relatedness among the lines in our sample

Some of the lines are more strongly related to each others.

get_SNP_geno_matrix <- function(bigsnp_object){
  mat <- bigsnp_object$genotypes[1:nrow(bigsnp_object$genotypes), 1:ncol(bigsnp_object$genotypes)]
  rownames(mat) <- gsub("line_", "", bigsnp_object$fam$family.ID)
  colnames(mat) <- bigsnp_object$map$marker.ID
  mat
}

get_SNP_geno_matrix(dgrp_bed) %>%
  dist %>% hclust %>% plot

Expand here to see past versions of unnamed-chunk-4-1.png:
Version Author Date
449a929 Luke Holman 2018-09-14

Run GWAS using GEMMA

The following code runs the software GEMMA from the command line.

Define a helper function to pass commands to the terminal

Note that we set intern = TRUE, and pass the result of system() to cat() so that the Terminal output will be printed in this knitr report.

run_command <- function(shell_command, wd = getwd(), path = "/data/derived/"){
  cat(system(glue("cd ", wd, path, "\n", shell_command), intern = TRUE), sep = '\n')
}

Perform simple linear regression on each individual SNP

Female early-life fitness

run_command("gemma -bfile trimmed_DGRP -n 1 -lm 1 -o female_early_lm") # the option “-lm 1” performs a Wald test, -n specifies the phenotype column, -o is output file
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
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Male early-life fitness

run_command("gemma -bfile trimmed_DGRP -n 2 -lm 1 -o male_early_lm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
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Female late-life fitness

run_command("gemma -bfile trimmed_DGRP -n 3 -lm 1 -o female_late_lm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
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Male late-life fitness

run_command("gemma -bfile trimmed_DGRP -n 4 -lm 1 -o male_late_lm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
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Decompose the genomic relatedness matrix

run_command("gemma -bfile trimmed_DGRP -gk 1 -o DGRP_GRM") # get the centered GRM
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
Calculating Relatedness Matrix ... 
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run_command("gemma -bfile trimmed_DGRP -k ./output/DGRP_GRM.cXX.txt -eigen -o EIGEN_TEST") # d is eigenvalues, u is eigenvectors...
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
Start Eigen-Decomposition...
# Remove vectors+values where the eigenvalue is zero, and save teh modified file
GRM <- read_tsv("data/derived/output/DGRP_GRM.cXX.txt", col_names = as.character(1:115)) %>% as.matrix()
Parsed with column specification:
cols(
  .default = col_double()
)
See spec(...) for full column specifications.
values <- read_tsv("data/derived/output/EIGEN_TEST.eigenD.txt", col_names = "eigenvalue")$eigenvalue
Parsed with column specification:
cols(
  eigenvalue = col_double()
)
vectors <- read_tsv("data/derived/output/EIGEN_TEST.eigenU.txt", col_names = as.character(1:115)) # rows=vectors, cols=lines
Parsed with column specification:
cols(
  .default = col_double()
)
See spec(...) for full column specifications.
vectors <- vectors[,-(which(values < 0.1))]
values <- values[-(which(values < 0.1))]
write_tsv(vectors, path = "data/derived/output/EIGEN_TEST.eigenU.txt", col_names = FALSE)
write_tsv(data.frame(value = values), path = "data/derived/output/EIGEN_TEST.eigenD.txt", col_names = FALSE)


GRM <- "-d ./output/EIGEN_TEST.eigenD.txt -u ./output/EIGEN_TEST.eigenU.txt"

Univariate association tests using a linear mixed model

According to the GEMMA manual, GEMMA calculates the relatedness matrix from the SNP data, then “extracts the matrix elements corresponding to the analyzed individuals (which may be smaller than the number of total individuals), centers the matrix, and then performs an eigendecomposition”. The aim is to better estimate the effects of each SNP independently of the rest of the genome.

Female early-life fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 1 {GRM} -lmm 4 -o female_early_lmm"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
pve estimate =0.999973
se(pve) =1.88096e-05
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Male early-life fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 2 {GRM} -lmm 4 -o male_early_lmm"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
pve estimate =0.999973
se(pve) =1.88061e-05
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Female late-life fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 3 {GRM} -lmm 4 -o female_late_lmm"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
pve estimate =0.999973
se(pve) =1.88079e-05
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Male late-life fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 4 {GRM} -lmm 4 -o male_late_lmm"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
pve estimate =0.999973
se(pve) =1.88075e-05
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Bivariate association tests with centered relatedness matrix using a linear mixed model

Female-early and male-early fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 1 2 {GRM} -lmm -o female_early_male_early"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 2
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
REMLE estimate for Vg in the null model: 
2.9481  
1.8997  2.7122  
se(Vg): 
0.3975  
0.3248  0.3657  
REMLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
REMLE likelihood = -2786.6314
MLE estimate for Vg in the null model: 
2.9216  
1.8826  2.6878  
se(Vg): 
0.3922  
0.3204  0.3608  
MLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
MLE likelihood = -2815.4602
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Female-late and male-late fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 3 4 {GRM} -lmm -o female_late_male_late"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 2
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
REMLE estimate for Vg in the null model: 
2.7986  
1.6140  2.9155  
se(Vg): 
0.3774  
0.3128  0.3931  
REMLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
REMLE likelihood = -23.0789
MLE estimate for Vg in the null model: 
2.7739  
1.5997  2.8893  
se(Vg): 
0.3724  
0.3087  0.3878  
MLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
MLE likelihood = -24.9992
                                                   0%
=======                                            15%
==============                                     29%
=====================                              44%
=============================                      58%
====================================               73%
===========================================        87%
================================================== 100%

Female-early and female-late fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 1 3 {GRM} -lmm -o female_early_female_late"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 2
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
REMLE estimate for Vg in the null model: 
2.9481  
0.6995  2.7986  
se(Vg): 
0.3975  
0.2819  0.3774  
REMLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
REMLE likelihood = -42.6865
MLE estimate for Vg in the null model: 
2.9223  
0.6942  2.7749  
se(Vg): 
0.3924  
0.2783  0.3727  
MLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
MLE likelihood = -44.3814
                                                   0%
=======                                            15%
==============                                     29%
=====================                              44%
=============================                      58%
====================================               73%
===========================================        87%
================================================== 100%

Male-early and male-late fitness

run_command(glue("gemma -bfile trimmed_DGRP -n 2 4 {GRM} -lmm -o male_early_male_late"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 2
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
REMLE estimate for Vg in the null model: 
2.7122  
0.7855  2.9155  
se(Vg): 
0.3657  
0.2784  0.3931  
REMLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
REMLE likelihood = -38.1723
MLE estimate for Vg in the null model: 
2.8042  
0.9548  3.1564  
se(Vg): 
0.3942  
0.3225  0.4656  
MLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
se(Ve): 
nan 
nan nan 
MLE likelihood = -40.8111
                                                   0%
=======                                            15%
==============                                     29%
=====================                              44%
=============================                      58%
====================================               73%
===========================================        87%
================================================== 100%

All four traits

run_command(glue("gemma -bfile trimmed_DGRP -n 1 2 3 4 {GRM} -lmm -o all_four_traits"))
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 4
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
REMLE estimate for Vg in the null model: 
2.9481  
1.8997  2.7122  
0.6995  0.7203  2.7986  
0.4569  0.7855  1.6140  2.9155  
se(Vg): 
0.3975  
0.3248  0.3657  
0.2819  0.2715  0.3774  
0.2829  0.2784  0.3128  0.3931  
REMLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
0.0000  0.0000  0.0000  
0.0000  0.0000  0.0000  0.0000  
se(Ve): 
nan 
nan nan 
nan nan nan 
nan nan nan nan 
REMLE likelihood = -25.8205
MLE estimate for Vg in the null model: 
2.9288  
1.8812  2.6884  
0.6882  0.7154  2.7779  
0.4503  0.7791  1.6016  2.8902  
se(Vg): 
0.3941  
0.3209  0.3609  
0.2789  0.2684  0.3735  
0.2798  0.2748  0.3093  0.3881  
MLE estimate for Ve in the null model: 
0.0000  
0.0000  0.0000  
0.0000  0.0000  0.0000  
0.0000  0.0000  0.0000  0.0000  
se(Ve): 
nan 
nan nan 
nan nan nan 
nan nan nan nan 
MLE likelihood = -29.9905
                                                   0%
=======                                            15%
==============                                     29%
=====================                              44%
=============================                      58%
====================================               73%
===========================================        87%
================================================== 100%
xx <- read_tsv("data/derived/output/all_four_traits.assoc.txt") %>% arrange(p_wald)
Parsed with column specification:
cols(
  .default = col_double(),
  chr = col_integer(),
  rs = col_character(),
  ps = col_integer(),
  n_miss = col_integer(),
  allele1 = col_character(),
  allele0 = col_character()
)
See spec(...) for full column specifications.
cor(xx %>% select(beta_1, beta_2, beta_3, beta_4))
          beta_1    beta_2    beta_3    beta_4
beta_1 1.0000000 0.6641353 0.2363119 0.1497889
beta_2 0.6641353 1.0000000 0.2740619 0.3028101
beta_3 0.2363119 0.2740619 1.0000000 0.5614524
beta_4 0.1497889 0.3028101 0.5614524 1.0000000

Run Bayesian Sparse Linear Mixed Models

Here is a screenshot from the relevant part of the GEMMA manual, explaining how the BSLMMs work, and the key parameters that are estimated:

Screenshot from the GEMMA manual

“Screenshot from the GEMMA manual”

I run these with a burn-in period of 50,000 iterations, then 10m sampling iterations, recording every 1000^{th} iteration. This may seem extreme, but I picked it because there was massive auto-correlation in the MCMC chain with the default settings.

Glossary of abbreviations and parameters used by GEMMA: - PVE: “Proportion of (phenotypic) variance explained”, by the SNPs and the random effect terms together - PGE: “Proportion of genetic variance explained by the sparse effects terms”.

Female early-life fitness

run_command("gemma -bfile trimmed_DGRP -n 1 -bslmm 1 -w 50000 -s 10000000 -rpace 1000 -seed 1 -o female_early_bslmm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
Start Eigen-Decomposition...
pve estimate =0.266186
se(pve) =0.39961
Calculating UtX...
initial value of h = 0.266186
initial value of rho = 1
initial value of pi = 0.00145222
initial value of |gamma| = 10
                                                   0%    0.00
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                                                   0%    0.24
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                                                   1%    0.43
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                                                   2%    0.43
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=                                                  2%    0.43
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=                                                  3%    0.43
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=                                                  3%    0.42
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=                                                  3%    0.43
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==                                                 5%    0.42
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================================================== 100%    0.41

Male early-life fitness

run_command("gemma -bfile trimmed_DGRP -n 2 -bslmm 1 -w 50000 -s 10000000 -rpace 1000 -seed 2 -o male_early_bslmm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
Start Eigen-Decomposition...
pve estimate =0.739149
se(pve) =0.290791
Calculating UtX...
initial value of h = 0.739149
initial value of rho = 0.707363
initial value of pi = 0.00145222
initial value of |gamma| = 10
                                                   0%    0.00
                                                   0%    0.32
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                                                   0%    0.36
                                                   0%    0.34
                                                   0%    0.32
                                                   0%    0.31
                                                   0%    0.29
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                                                   1%    0.25
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                                                   1%    0.24
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                                                   1%    0.27
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                                                   1%    0.28
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                                                   1%    0.29
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                                                   1%    0.28
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                                                   1%    0.29
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                                                   1%    0.28
                                                   1%    0.27
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                                                   1%    0.28
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                                                   1%    0.28
                                                   1%    0.29
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                                                   1%    0.28
                                                   1%    0.29
                                                   1%    0.28
                                                   1%    0.28
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                                                   1%    0.28
                                                   2%    0.28
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                                                   2%    0.29
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                                                   2%    0.28
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                                                   2%    0.28
                                                   2%    0.27
                                                   2%    0.28
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=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.27
=                                                  2%    0.27
=                                                  2%    0.27
=                                                  2%    0.27
=                                                  2%    0.27
=                                                  2%    0.27
=                                                  2%    0.27
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
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=                                                  2%    0.28
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=                                                  2%    0.28
=                                                  2%    0.28
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=                                                  2%    0.28
=                                                  2%    0.28
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=                                                  2%    0.28
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=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.28
=                                                  2%    0.29
=                                                  2%    0.29
=                                                  2%    0.29
=                                                  2%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.29
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
=                                                  3%    0.27
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=                                                  3%    0.27
=                                                  3%    0.27
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=                                                  3%    0.27
=                                                  3%    0.27
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=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
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=                                                  3%    0.28
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=                                                  3%    0.28
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=                                                  3%    0.28
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=                                                  3%    0.28
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=                                                  3%    0.28
=                                                  3%    0.28
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=                                                  3%    0.28
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=                                                  3%    0.28
=                                                  3%    0.28
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=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  3%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
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=                                                  4%    0.28
=                                                  4%    0.28
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=                                                  4%    0.28
=                                                  4%    0.27
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=                                                  4%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
=                                                  4%    0.28
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=                                                  4%    0.28
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==                                                 4%    0.28
==                                                 4%    0.28
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==                                                 5%    0.28
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=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  99%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
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=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
=================================================  100%    0.30
================================================== 100%    0.30

Female late-life fitness

run_command("gemma -bfile trimmed_DGRP -n 3 -bslmm 1 -w 50000 -s 10000000 -rpace 1000 -seed 3 -o female_late_bslmm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
Start Eigen-Decomposition...
pve estimate =0.37235
se(pve) =0.334604
Calculating UtX...
initial value of h = 0.37235
initial value of rho = 1
initial value of pi = 0.00145222
initial value of |gamma| = 10
                                                   0%    0.00
                                                   0%    0.20
                                                   0%    0.16
                                                   0%    0.21
                                                   0%    0.25
                                                   0%    0.27
                                                   0%    0.30
                                                   0%    0.29
                                                   0%    0.30
                                                   0%    0.31
                                                   0%    0.32
                                                   0%    0.33
                                                   0%    0.33
                                                   0%    0.34
                                                   0%    0.34
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.36
                                                   0%    0.36
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.36
                                                   0%    0.36
                                                   0%    0.36
                                                   0%    0.37
                                                   0%    0.37
                                                   0%    0.37
                                                   0%    0.37
                                                   0%    0.38
                                                   0%    0.38
                                                   0%    0.38
                                                   0%    0.37
                                                   0%    0.36
                                                   0%    0.36
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.35
                                                   0%    0.36
                                                   0%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.36
                                                   1%    0.37
                                                   1%    0.37
                                                   1%    0.37
                                                   1%    0.37
                                                   1%    0.37
                                                   1%    0.37
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.37
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.39
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   1%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.38
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
                                                   2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  2%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.37
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  3%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
=                                                  4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 4%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 5%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
==                                                 6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
===                                                6%    0.38
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================================================== 100%    0.38

Male late-life fitness

run_command("gemma -bfile trimmed_DGRP -n 4 -bslmm 1 -w 50000 -s 10000000 -rpace 1000 -seed 4 -o male_late_bslmm")
GEMMA 0.97 (2017/12/20) by Xiang Zhou and team (C) 2012-2017
Reading Files ... 
## number of total individuals = 115
## number of analyzed individuals = 115
## number of covariates = 1
## number of phenotypes = 1
## number of total SNPs/var        =     6886
## number of analyzed SNPs         =     6886
Start Eigen-Decomposition...
pve estimate =3.77538e-06
se(pve) =nan
Calculating UtX...
initial value of h = 3.77538e-06
initial value of rho = 1
initial value of pi = 0.00145222
initial value of |gamma| = 10
                                                   0%    0.00
                                                   0%    0.16
                                                   0%    0.24
                                                   0%    0.24
                                                   0%    0.27
                                                   0%    0.28
                                                   0%    0.31
                                                   0%    0.33
                                                   0%    0.33
                                                   0%    0.35
                                                   0%    0.36
                                                   0%    0.36
                                                   0%    0.37
                                                   0%    0.39
                                                   0%    0.39
                                                   0%    0.40
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.42
                                                   0%    0.42
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.43
                                                   0%    0.42
                                                   0%    0.41
                                                   0%    0.40
                                                   0%    0.41
                                                   0%    0.40
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.41
                                                   0%    0.42
                                                   0%    0.42
                                                   0%    0.42
                                                   0%    0.42
                                                   0%    0.41
                                                   0%    0.41
                                                   1%    0.42
                                                   1%    0.42
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.41
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.40
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.39
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   1%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
                                                   2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  2%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.40
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  3%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
=                                                  4%    0.39
==                                                 4%    0.39
==                                                 4%    0.39
==                                                 4%    0.39
==                                                 4%    0.39
==                                                 4%    0.39
==                                                 4%    0.39
==                                                 4%    0.39
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 4%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 5%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.41
==                                                 6%    0.41
==                                                 6%    0.41
==                                                 6%    0.41
==                                                 6%    0.41
==                                                 6%    0.41
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
==                                                 6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
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===                                                6%    0.40
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===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                6%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.40
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                7%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
===                                                8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               8%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
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====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
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====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
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====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
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====                                               9%    0.41
====                                               9%    0.41
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====                                               9%    0.41
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====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.40
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====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.41
====                                               9%    0.40
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====                                               10%    0.40
====                                               10%    0.40
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====                                               10%    0.40
====                                               10%    0.40
====                                               10%    0.41
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====                                               10%    0.41
====                                               10%    0.41
====                                               10%    0.41
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====                                               10%    0.41
====                                               10%    0.41
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====                                               10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.41
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
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=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
=====                                              10%    0.40
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# xx <- read_tsv("data/derived/output/female_early_bslmm.hyp.txt")
# xx <- read_tsv("data/derived/output/female_early_bslmm.bv.txt", col_names = "breeding_value")
# lmm_ashr_results <- read_csv("data/derived/lmm_results_ashr.csv") %>% 
#   select(rs, p_wald, parameter) %>%
#   mutate(p_wald = qnorm(1 - (p_wald / 2))) %>%
#   spread(parameter, p_wald)
# 
# library(brms)
# mix <- mixture(Gamma, Gamma)
# prior <- c(
#   prior(normal(0, 0.05), Intercept, dpar = mu1, resp = "femaleearly"),
#   prior(normal(2, 0.5), Intercept, dpar = mu2, resp = "femaleearly"),
#   prior(normal(0, 0.05), Intercept, dpar = mu1, resp = "femalelate"),
#   prior(normal(2, 0.5), Intercept, dpar = mu2, resp = "femalelate"),
#   prior(normal(0, 0.05), Intercept, dpar = mu1, resp = "maleearly"),
#   prior(normal(2, 0.5), Intercept, dpar = mu2, resp = "maleearly"),
#   prior(normal(0, 0.05), Intercept, dpar = mu1, resp = "malelate"),
#   prior(normal(2, 0.5), Intercept, dpar = mu2, resp = "malelate")
# )
# 
# bf1 <- bf(female_early ~ 1)
# bf2 <- bf(female_late ~ 1)
# bf3 <- bf(male_early ~ 1)
# bf4 <- bf(male_late ~ 1)
# brms_fit <- brm(bf1 + bf2 + bf3 + bf4 + set_rescor(FALSE),
#                 data = lmm_ashr_results,
#                 family = mix,
#                 chains = 4, cores = 4, iter = 4000, inits = 0,
#                 prior = prior,
#                 control = list(adapt_delta = 0.99, max_treedepth = 15)) 
# summary(brms_fit)

Run ashr

run_ashr <- function(){

  components <- c("female_early", "male_early", "female_late", "male_late")

  run_ashr_internal <- function(fitness.component, model_type){
    file <- paste("data/derived/output/", fitness.component, "_", model_type, ".assoc.txt", sep = "")
    df <- read.delim(file)
    # unlink(file)

    suppressMessages(ash.ouput <- ash(df$beta,
                     df$se,
                     mixcompdist = "normal"))

    mutate(df, parameter = fitness.component,
           posterior.estimate = get_pm(ash.ouput),
           lfsr = get_lfsr(ash.ouput), # local false sign rate for each SNP effect
           lfdr = get_lfdr(ash.ouput), # local FDR for each SNP effect
           pp = get_pp(ash.ouput), # Find SNPs with a high probability of being positive
           np = get_np(ash.ouput)) # Find SNPs with a high probability of being negative
  }
  do.call("rbind", lapply(components, run_ashr_internal, model_type = "lm")) %>%
    write.csv(file = "data/derived/lm_results_ashr.csv", row.names = FALSE)
  do.call("rbind", lapply(components, run_ashr_internal, model_type = "lmm")) %>%
    write.csv(file = "data/derived/lmm_results_ashr.csv", row.names = FALSE)
}
run_ashr()

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] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] bindrcpp_0.2.2  showtext_0.5-1  showtextdb_2.0  sysfonts_0.7.2 
 [5] readr_1.1.1     ashr_2.2-13     bigsnpr_0.6.1   bigstatsr_0.7.0
 [9] glue_1.3.0      ggplot2_3.0.0   dplyr_0.7.6    

loaded via a namespace (and not attached):
 [1] robust_0.4-18       Rcpp_0.12.18        mvtnorm_1.0-8      
 [4] lattice_0.20-35     assertthat_0.2.0    rprojroot_1.3-2    
 [7] digest_0.6.15       foreach_1.4.4       RSpectra_0.13-1    
[10] truncnorm_1.0-8     R6_2.2.2            plyr_1.8.4         
[13] backports_1.1.2     pcaPP_1.9-73        stats4_3.5.1       
[16] evaluate_0.11       pillar_1.3.0        rlang_0.2.1        
[19] lazyeval_0.2.1      curl_3.2            pscl_1.5.2         
[22] data.table_1.11.4   whisker_0.3-2       R.utils_2.7.0      
[25] R.oo_1.22.0         Matrix_1.2-14       rmarkdown_1.10     
[28] gsubfn_0.7          labeling_0.3        proto_1.0.0        
[31] stringr_1.3.1       munsell_0.5.0       compiler_3.5.1     
[34] pkgconfig_2.0.1     SQUAREM_2017.10-1   htmltools_0.3.6    
[37] tidyselect_0.2.4    tibble_1.4.2        workflowr_1.1.1    
[40] codetools_0.2-15    crayon_1.3.4        rrcov_1.4-4        
[43] withr_2.1.2         MASS_7.3-50         R.methodsS3_1.7.1  
[46] grid_3.5.1          jsonlite_1.5        gtable_0.2.0       
[49] git2r_0.23.0        magrittr_1.5        scales_1.0.0       
[52] stringi_1.2.4       doParallel_1.0.11   robustbase_0.93-1.1
[55] xgboost_0.71.2      iterators_1.0.10    tools_3.5.1        
[58] DEoptimR_1.0-8      purrr_0.2.5         hms_0.4.2          
[61] fit.models_0.5-14   parallel_3.5.1      yaml_2.2.0         
[64] colorspace_1.3-2    cluster_2.0.7-1     knitr_1.20         
[67] bindr_0.1.1

This reproducible R Markdown analysis was created with workflowr 1.1.1