Last updated: 2020-11-05

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Rmd e41080d noah-padgett 2020-10-22 updated cleaning and ids data
html e41080d noah-padgett 2020-10-22 updated cleaning and ids data

  • Sampling IDs in each dataset with Fusobacterium (genus level) abundance above 0.1%
  • I need to know the relative abundance of Streptococcus sanguinis, Prevotella (genus level), Fusobacterium nucleatum, Camplybactor concisus in the NCI-MD dataset for tumors only.

IDs with Fuso. > .01

NCI Data

# Transform to relative abundance. Save as new object.
ra.dat = transform_sample_counts(phylo.data.nci.umd, function(x){x / sum(x)})
mphyseq = phyloseq::psmelt(ra.dat)
mphyseq <- subset(mphyseq, Abundance > 0.01)

A <- mphyseq %>%
  filter(Genus == "g__Fusobacterium", Abundance > .01)

kable(A[, c("Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
Sample Abundance
205.S2.Jun172016 0.776
71.H10.S94.Jun232016 0.651
74.H03.S87.Jul202017 0.498
73.H04.S88.Jul202017 0.471
16.S38.Jun172016 0.381
204.S1.Jun172016 0.351
156.S42.Jun172016 0.322
173.S66.Jun172016 0.198
135.B06.S18.Jun232016 0.193
114.S41.Jun172016 0.150
97.S45.Jun172016 0.148
1.S37.Jun172016 0.124
158.D06.S42.Jun232016 0.122
174.S76.Jun172016 0.110
124.S93.Jun172016 0.092
27.F09.S69.Jun232016 0.092
175.S88.Jun172016 0.086
55.E03.S51.Jul202017 0.076
46.C04.S28.Jul202017 0.068
24.S92.Jun172016 0.066
87.B01.S13.Jun232016 0.058
127.S6.Jun172016 0.054
103.S58.Jun172016 0.049
38.C09.S33.Jun232016 0.044
186.S77.Jun172016 0.038
112.F02.S62.Jun232016 0.032
167.E05.S53.Jun232016 0.028
81.A02.S2.Jun232016 0.024
199.A11.S11.Jun232016 0.022
172.S65.Jun172016 0.022
130.A02.S2.Jul202017 0.020
104.S23.Jun172016 0.017
113.F01.S61.Jun232016 0.015
128.S5.Jun172016 0.014
234.C07.S31.Jul202017 0.012
179.F01.S61.Jul202017 0.012
184.S61.Jun172016 0.012
139.F07.S67.Jun232016 0.010
p <- ggplot(mphyseq, aes(x=Phylum, y=Abundance))+
  geom_violin()+
  geom_jitter(alpha=0.3)
p

TCGA RNAseq

# Transform to relative abundance. Save as new object.
ra.dat = transform_sample_counts(phylo.data.tcga.RNAseq, function(x){x / sum(x)})
mphyseq = phyloseq::psmelt(ra.dat)

A <- mphyseq %>%
  filter(Genus == "Fusobacterium", Abundance > .01)

kable(A[, c("Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
Sample Abundance
TCGA.L5.A4OT.Tumor.RNAseq.71d 0.248
TCGA.LN.A49U.Tumor.RNAseq.450 0.086
TCGA.S8.A6BW.Tumor.RNAseq.802 0.069
TCGA.IG.A50L.Tumor.RNAseq.93f 0.055
TCGA.L7.A56G.Tumor.RNAseq.70a 0.045

TCGA WGS

# Transform to relative abundance. Save as new object.
ra.dat = transform_sample_counts(phylo.data.tcga.WGS, function(x){x / sum(x)})
mphyseq = phyloseq::psmelt(ra.dat)

A <- mphyseq %>%
  filter(Genus == "Fusobacterium", Abundance > .01)

kable(A[, c("Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
Sample Abundance
TCGA.L5.A4OT.Tumor.WGS.7d4 0.484
TCGA.LN.A49U.Tumor.WGS.c07 0.394
TCGA.L5.A4OG.Tumor.WGS.cef 0.385
TCGA.IG.A50L.Tumor.WGS.3e7 0.243
TCGA.LN.A49V.Tumor.WGS.331 0.158
TCGA.L7.A56G.Tumor.WGS.8e8 0.094
TCGA.L5.A4OG.Normal.WGS.963 0.048
TCGA.IG.A3I8.Tumor.WGS.d45 0.045
TCGA.IG.A5S3.Tumor.WGS.736 0.041
TCGA.L5.A4OI.Tumor.WGS.61f 0.036
TCGA.LN.A5U5.Tumor.WGS.d38 0.031
TCGA.L5.A891.Tumor.WGS.6a8 0.025
TCGA.L5.A4OM.Normal.WGS.6cb 0.018
TCGA.IG.A5B8.Tumor.WGS.948 0.013
TCGA.LN.A4MR.Tumor.WGS.6c3 0.012
TCGA.IG.A3I8.Normal.WGS.a07 0.011

Addtional Information

Table with sample IDs with highest abundance of the following:

  • Fusobacterium nucleatum
  • Streptococcus sanguinis
  • Campylobacter concisus

NCI

Fusobacterium nucleatum

# Transform to relative abundance. Save as new object.
ra.dat = transform_sample_counts(phylo.data.nci.umd, function(x){x / sum(x)})
mphyseq = phyloseq::psmelt(ra.dat)

A <- mphyseq %>%
  filter(OTU == "Fusobacterium_nucleatum", Abundance > 0.001)

kable(A[, c("Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
Sample Abundance
205.S2.Jun172016 0.776
71.H10.S94.Jun232016 0.651
74.H03.S87.Jul202017 0.498
73.H04.S88.Jul202017 0.471
16.S38.Jun172016 0.381
204.S1.Jun172016 0.351
156.S42.Jun172016 0.322
173.S66.Jun172016 0.198
135.B06.S18.Jun232016 0.193
114.S41.Jun172016 0.150
97.S45.Jun172016 0.148
1.S37.Jun172016 0.124
158.D06.S42.Jun232016 0.122
174.S76.Jun172016 0.110
124.S93.Jun172016 0.092
27.F09.S69.Jun232016 0.092
175.S88.Jun172016 0.086
55.E03.S51.Jul202017 0.076
46.C04.S28.Jul202017 0.068
24.S92.Jun172016 0.066
87.B01.S13.Jun232016 0.058
127.S6.Jun172016 0.054
103.S58.Jun172016 0.049
38.C09.S33.Jun232016 0.044
186.S77.Jun172016 0.038
112.F02.S62.Jun232016 0.032
167.E05.S53.Jun232016 0.028
81.A02.S2.Jun232016 0.024
199.A11.S11.Jun232016 0.022
172.S65.Jun172016 0.022
130.A02.S2.Jul202017 0.020
104.S23.Jun172016 0.017
113.F01.S61.Jun232016 0.015
128.S5.Jun172016 0.014
234.C07.S31.Jul202017 0.012
179.F01.S61.Jul202017 0.012
184.S61.Jun172016 0.012
139.F07.S67.Jun232016 0.010
36.F04.S64.Jul202017 0.010
108.E06.S54.Jul202017 0.010
86.B02.S14.Jun232016 0.008
159.B10.S22.Jul202017 0.008
168.S59.Jun172016 0.006
31.C08.S32.Jun232016 0.006
23.S75.Jun172016 0.006
25.C03.S27.Jul202017 0.006
233.G07.S79.Jun232016 0.006
131.S62.Jun172016 0.005
109.S70.Jun172016 0.004
67.D10.S46.Jul202017 0.004
191.G02.S74.Jul202017 0.004
157.D05.S41.Jun232016 0.004
42.A04.S4.Jul202017 0.004
2.S16.Jun172016 0.004
154.C02.S26.Jul202017 0.004
96.S46.Jun172016 0.004
58.S67.Jun172016 0.002
59.S72.Jun172016 0.002
140.B02.S14.Jul202017 0.002
146.S29.Jun172016 0.002
5.S4.Jun172016 0.002
102.S57.Jun172016 0.002
150.C06.S30.Jun232016 0.002
155.C09.S33.Jul202017 0.002
22.C07.S31.Jun232016 0.002

Streptococcus sanguinis

NOT UNIQUELY FOUND

Only found as: Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis

A <- mphyseq %>%
  filter(OTU %like% "Streptococcus_sanguinis", Abundance > 0.001)

kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 102.S57.Jun172016 0.988
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 53.E09.S57.Jun232016 0.901
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 239.D09.S45.Jun232016 0.900
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 29.S31.Jun172016 0.889
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 108.E06.S54.Jul202017 0.860
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 37.S32.Jun172016 0.826
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 185.G08.S80.Jun232016 0.822
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 103.S58.Jun172016 0.815
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 165.S54.Jun172016 0.808
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 57.S68.Jun172016 0.806
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 159.B10.S22.Jul202017 0.780
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 199.A11.S11.Jun232016 0.778
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 150.C06.S30.Jun232016 0.758
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 137.F09.S69.Jul202017 0.752
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 18.S35.Jun172016 0.736
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 83.A06.S6.Jul202017 0.733
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 95.C06.S30.Jul202017 0.714
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 26.H04.S88.Jun232016 0.698
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 84.S22.Jun172016 0.670
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 52.E10.S58.Jun232016 0.656
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 196.D08.S44.Jun232016 0.648
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 145.D09.S45.Jul202017 0.644
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 176.H07.S91.Jul202017 0.638
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 194.H05.S89.Jun232016 0.636
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 229.S79.Jun172016 0.632
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 201.H02.S86.Jun242016 0.582
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 139.F07.S67.Jun232016 0.581
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 200.S96.Jun172016 0.572
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 206.S51.Jun172016 0.572
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 125.H06.S90.Jul202017 0.564
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 60.C10.S34.Jul202017 0.553
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 211.A07.S7.Jun232016 0.542
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 59.S72.Jun172016 0.538
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 149.C05.S29.Jun232016 0.526
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 168.S59.Jun172016 0.525
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 66.G04.S76.Jul202017 0.516
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 128.S5.Jun172016 0.516
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 11.B08.S20.Jun232016 0.510
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 81.A02.S2.Jun232016 0.499
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 202.D07.S43.Jul202017 0.480
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 155.C09.S33.Jul202017 0.478
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 106.E02.S50.Jun232016 0.469
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 5.S4.Jun172016 0.469
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 113.F01.S61.Jun232016 0.459
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 112.F02.S62.Jun232016 0.456
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 154.C02.S26.Jul202017 0.456
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 146.S29.Jun172016 0.452
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 191.G02.S74.Jul202017 0.433
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 50.S56.Jun172016 0.428
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 22.C07.S31.Jun232016 0.416
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 31.C08.S32.Jun232016 0.406
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 46.C04.S28.Jul202017 0.405
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 142.E08.S56.Jul202017 0.400
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 167.E05.S53.Jun232016 0.396
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 129.A01.S1.Jul202017 0.391
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 80.A01.S1.Jun232016 0.386
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 48.S43.Jun172016 0.384
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 104.S23.Jun172016 0.362
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 24.S92.Jun172016 0.361
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 190.G01.S73.Jul202017 0.340
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 110.S69.Jun172016 0.338
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 233.G07.S79.Jun232016 0.338
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 130.A02.S2.Jul202017 0.338
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 82.A05.S5.Jul202017 0.337
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 152.H07.S91.Jun232016 0.326
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 38.C09.S33.Jun232016 0.319
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 77.S10.Jun172016 0.307
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 23.S75.Jun172016 0.305
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 62.G10.S82.Jun232016 0.300
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 121.G05.S77.Jul202017 0.290
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 90.S33.Jun172016 0.285
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 58.S67.Jun172016 0.255
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 195.H06.S90.Jun232016 0.251
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 179.F01.S61.Jul202017 0.236
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 67.D10.S46.Jul202017 0.232
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 7.A08.S8.Jul202017 0.229
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 97.S45.Jun172016 0.228
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 173.S66.Jun172016 0.218
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 234.C07.S31.Jul202017 0.217
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 174.S76.Jun172016 0.210
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 135.B06.S18.Jun232016 0.208
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 17.S14.Jun172016 0.206
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 87.B01.S13.Jun232016 0.205
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 175.S88.Jun172016 0.202
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 28.S87.Jun172016 0.199
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 186.S77.Jun172016 0.196
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 55.E03.S51.Jul202017 0.184
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 134.F11.S71.Jun172016 0.180
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 124.S93.Jun172016 0.168
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 172.S65.Jun172016 0.164
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 73.H04.S88.Jul202017 0.162
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 208.D03.S39.Jun232016 0.143
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 74.H03.S87.Jul202017 0.141
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 54.G11.S83.Jul202017 0.126
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 2.S16.Jun172016 0.120
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 86.B02.S14.Jun232016 0.120
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 118.S82.Jun172016 0.117
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 162.G04.S76.Jun232016 0.116
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 19.S25.Jun172016 0.114
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 79.S3.Jun172016 0.108
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 42.A04.S4.Jul202017 0.102
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 43.S49.Jun172016 0.100
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 88.B05.S17.Jul202017 0.098
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 51.S55.Jun172016 0.080
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 127.S6.Jun172016 0.076
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 20.A09.S9.Jun232016 0.075
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 8.S8.Jun172016 0.072
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 89.B06.S18.Jul202017 0.072
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 166.E06.S54.Jun232016 0.072
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 178.F02.S62.Jul202017 0.071
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 189.G05.S77.Jun232016 0.070
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 187.S78.Jun172016 0.065
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 68.S91.Jun172016 0.064
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 100.D06.S42.Jul202017 0.063
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 184.S61.Jun172016 0.060
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 212.A08.S8.Jun232016 0.058
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 35.A03.S3.Jul202017 0.058
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 1.S37.Jun172016 0.057
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 198.F03.S63.Jun232016 0.056
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 188.G06.S78.Jun232016 0.050
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 181.D02.S38.Jul202017 0.042
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 109.S70.Jun172016 0.040
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 13.S20.Jun172016 0.038
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 140.B02.S14.Jul202017 0.036
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 70.H09.S93.Jun232016 0.036
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 226.S50.Jun172016 0.035
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 34.C10.S34.Jun232016 0.028
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 148.S30.Jun172016 0.026
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 32.S52.Jun172016 0.024
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 204.S1.Jun172016 0.019
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 25.C03.S27.Jul202017 0.018
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 6.A10.S10.Jun232016 0.017
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 47.S44.Jun172016 0.016
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 114.S41.Jun172016 0.016
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 131.S62.Jun172016 0.015
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 49.S47.Jun172016 0.014
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 27.F09.S69.Jun232016 0.014
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 71.H10.S94.Jun232016 0.012
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 227.S74.Jun172016 0.010
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 98.D02.S38.Jun232016 0.008
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 61.G09.S81.Jun232016 0.007
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 157.D05.S41.Jun232016 0.004
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 99.D01.S37.Jun232016 0.003
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 170.E02.S50.Jul202017 0.002
Streptococcus_dentisani:Streptococcus_infantis:Streptococcus_mitis:Streptococcus_oligofermentans:Streptococcus_oralis:Streptococcus_pneumoniae:Streptococcus_pseudopneumoniae:Streptococcus_sanguinis 156.S42.Jun172016 0.002

Campylobacter concisus

NOT FOUND

Only found: Campylobacter_rectus:Campylobacter_showae

A <- mphyseq %>%
  filter(OTU == "Campylobacter_rectus:Campylobacter_showae", Abundance > 0.001)

kable(A[, c("Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
Sample Abundance
175.S88.Jun172016 0.120
135.B06.S18.Jun232016 0.102
174.S76.Jun172016 0.072
68.S91.Jun172016 0.036
158.D06.S42.Jun232016 0.030
186.S77.Jun172016 0.022
234.C07.S31.Jul202017 0.015
74.H03.S87.Jul202017 0.014
89.B06.S18.Jul202017 0.014
199.A11.S11.Jun232016 0.014
2.S16.Jun172016 0.012
168.S59.Jun172016 0.008
191.G02.S74.Jul202017 0.008
38.C09.S33.Jun232016 0.008
233.G07.S79.Jun232016 0.008
88.B05.S17.Jul202017 0.008
46.C04.S28.Jul202017 0.006
202.D07.S43.Jul202017 0.006
5.S4.Jun172016 0.004
112.F02.S62.Jun232016 0.004
79.S3.Jun172016 0.003
179.F01.S61.Jul202017 0.002
42.A04.S4.Jul202017 0.002
128.S5.Jun172016 0.002
172.S65.Jun172016 0.002
201.H02.S86.Jun242016 0.002
156.S42.Jun172016 0.002

TCGA RNAseq

Fusobacterium nucleatum

# Transform to relative abundance. Save as new object.
ra.dat = transform_sample_counts(phylo.data.tcga.RNAseq, function(x){x / sum(x)})
mphyseq = phyloseq::psmelt(ra.dat)

A <- mphyseq %>%
  filter(OTU %like% "Fusobacterium nucleatum", Abundance > 0.001)


kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OT.Tumor.RNAseq.71d 0.248
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A49U.Tumor.RNAseq.450 0.086
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.S8.A6BW.Tumor.RNAseq.802 0.069
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A50L.Tumor.RNAseq.93f 0.055
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L7.A56G.Tumor.RNAseq.70a 0.045
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.R6.A6DQ.Tumor.RNAseq.a41 0.004
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OW.Tumor.RNAseq.e8e 0.003
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OS.Tumor.RNAseq.85f 0.002
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A3YA.Tumor.RNAseq.66a 0.001

Streptococcus sanguinis

A <- mphyseq %>%
  filter(OTU %like% "Streptococcus sanguinis", Abundance > 0.001)

kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A49S.Tumor.RNAseq.0a9 0.005
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.L5.A4OS.Tumor.RNAseq.85f 0.002

Campylobacter concisus

A <- mphyseq %>%
  filter(OTU %like% "Campylobacter concisus", Abundance > 0.001)

kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A49O.Tumor.RNAseq.d4f 0.002

TCGA WGS

Fusobacterium nucleatum

# Transform to relative abundance. Save as new object.
ra.dat = transform_sample_counts(phylo.data.tcga.WGS, function(x){x / sum(x)})
mphyseq = phyloseq::psmelt(ra.dat)

A <- mphyseq %>%
  filter(OTU %like% "Fusobacterium nucleatum", Abundance > 0.001)


kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OT.Tumor.WGS.7d4 0.484
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A49U.Tumor.WGS.c07 0.394
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OG.Tumor.WGS.cef 0.385
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A50L.Tumor.WGS.3e7 0.243
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A49V.Tumor.WGS.331 0.158
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L7.A56G.Tumor.WGS.8e8 0.094
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OG.Normal.WGS.963 0.048
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A3I8.Tumor.WGS.d45 0.045
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A5S3.Tumor.WGS.736 0.041
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OI.Tumor.WGS.61f 0.036
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A5U5.Tumor.WGS.d38 0.031
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A891.Tumor.WGS.6a8 0.025
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OM.Normal.WGS.6cb 0.018
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A5B8.Tumor.WGS.948 0.013
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A4MR.Tumor.WGS.6c3 0.012
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A3I8.Normal.WGS.a07 0.011
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A3QL.Tumor.WGS.da1 0.009
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A43I.Tumor.WGS.dee 0.008
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A5U5.Tumor.WGS.ee1 0.006
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OI.Normal.WGS.600 0.006
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A49M.Tumor.WGS.821 0.005
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OJ.Normal.WGS.3de 0.005
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A4QT.Tumor.WGS.4bf 0.005
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A3I8.Normal.WGS.222 0.005
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OT.Normal.WGS.2a1 0.005
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OS.Normal.WGS.643 0.004
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A891.Normal.WGS.9fa 0.003
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A3Y9.Tumor.WGS.c2e 0.003
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OE.Tumor.WGS.498 0.003
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.IG.A51D.Tumor.WGS.c42 0.002
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A8I1.Tumor.WGS.70b 0.002
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A49Y.Normal.WGS.859 0.002
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A43E.Tumor.WGS.70d 0.002
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A49K.Tumor.WGS.acf 0.002
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.LN.A8I1.Normal.WGS.e4b 0.001
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.JY.A93C.Tumor.WGS.f40 0.001
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A43J.Tumor.WGS.ed6 0.001
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A4OS.Tumor.WGS.5c0 0.001
Bacteria;Fusobacteria;Fusobacteriia;Fusobacteriales;Fusobacteriaceae;Fusobacterium;Fusobacterium nucleatum TCGA.L5.A43E.Normal.WGS.56f 0.001

Streptococcus sanguinis

A <- mphyseq %>%
  filter(OTU %like% "Streptococcus sanguinis", Abundance > 0.001)

kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.L5.A4OJ.Normal.WGS.3de 0.007
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.L5.A891.Normal.WGS.9fa 0.004
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A8I1.Tumor.WGS.70b 0.003
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A4MQ.Tumor.WGS.beb 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.L5.A891.Tumor.WGS.6a8 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.IG.A3YB.Tumor.WGS.aac 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A9FQ.Normal.WGS.432 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A4A3.Tumor.WGS.e04 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.L5.A4OS.Tumor.WGS.5c0 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A49L.Tumor.WGS.a95 0.002
Bacteria;Firmicutes;Bacilli;Lactobacillales;Streptococcaceae;Streptococcus;Streptococcus sanguinis TCGA.LN.A49M.Tumor.WGS.821 0.001

Campylobacter concisus

A <- mphyseq %>%
  filter(OTU %like% "Campylobacter concisus", Abundance > 0.001)

kable(A[, c("OTU","Sample", "Abundance")], style= "html", digits=3) %>%
  kable_styling(full_width = T)
OTU Sample Abundance
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OI.Tumor.WGS.61f 0.364
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OM.Tumor.WGS.206 0.022
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.IG.A50L.Tumor.WGS.3e7 0.008
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.IG.A5S3.Tumor.WGS.736 0.007
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OT.Tumor.WGS.7d4 0.006
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A49U.Tumor.WGS.c07 0.005
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OM.Normal.WGS.6cb 0.005
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A4A3.Tumor.WGS.e04 0.004
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.IG.A3QL.Tumor.WGS.da1 0.003
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A49Y.Normal.WGS.859 0.002
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A5U5.Tumor.WGS.ee1 0.002
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.IG.A3I8.Normal.WGS.a07 0.002
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OS.Tumor.WGS.5c0 0.002
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A4A2.Tumor.WGS.2f7 0.002
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OS.Normal.WGS.643 0.002
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A49R.Tumor.WGS.94a 0.001
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L7.A56G.Tumor.WGS.8e8 0.001
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.IG.A3I8.Tumor.WGS.d45 0.001
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.LN.A49K.Tumor.WGS.acf 0.001
Bacteria;Proteobacteria;Epsilonproteobacteria;Campylobacterales;Campylobacteraceae;Campylobacter;Campylobacter concisus TCGA.L5.A4OH.Normal.WGS.418 0.001

sessionInfo()
R version 4.0.2 (2020-06-22)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 10 x64 (build 18362)

Matrix products: default

locale:
[1] LC_COLLATE=English_United States.1252 
[2] LC_CTYPE=English_United States.1252   
[3] LC_MONETARY=English_United States.1252
[4] LC_NUMERIC=C                          
[5] LC_TIME=English_United States.1252    

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] car_3.0-8         carData_3.0-4     gvlma_1.0.0.3     patchwork_1.0.1  
 [5] viridis_0.5.1     viridisLite_0.3.0 gridExtra_2.3     xtable_1.8-4     
 [9] kableExtra_1.1.0  plyr_1.8.6        data.table_1.13.0 readxl_1.3.1     
[13] forcats_0.5.0     stringr_1.4.0     dplyr_1.0.1       purrr_0.3.4      
[17] readr_1.3.1       tidyr_1.1.1       tibble_3.0.3      ggplot2_3.3.2    
[21] tidyverse_1.3.0   lmerTest_3.1-2    lme4_1.1-23       Matrix_1.2-18    
[25] vegan_2.5-6       lattice_0.20-41   permute_0.9-5     phyloseq_1.32.0  
[29] workflowr_1.6.2  

loaded via a namespace (and not attached):
 [1] minqa_1.2.4         colorspace_1.4-1    rio_0.5.16         
 [4] ellipsis_0.3.1      rprojroot_1.3-2     XVector_0.28.0     
 [7] fs_1.5.0            rstudioapi_0.11     farver_2.0.3       
[10] fansi_0.4.1         lubridate_1.7.9     xml2_1.3.2         
[13] codetools_0.2-16    splines_4.0.2       knitr_1.29         
[16] ade4_1.7-15         jsonlite_1.7.0      nloptr_1.2.2.2     
[19] broom_0.7.0         cluster_2.1.0       dbplyr_1.4.4       
[22] BiocManager_1.30.10 compiler_4.0.2      httr_1.4.2         
[25] backports_1.1.7     assertthat_0.2.1    cli_2.0.2          
[28] later_1.1.0.1       htmltools_0.5.0     tools_4.0.2        
[31] igraph_1.2.5        gtable_0.3.0        glue_1.4.1         
[34] reshape2_1.4.4      Rcpp_1.0.5          Biobase_2.48.0     
[37] cellranger_1.1.0    vctrs_0.3.2         Biostrings_2.56.0  
[40] multtest_2.44.0     ape_5.4             nlme_3.1-148       
[43] iterators_1.0.12    xfun_0.16           openxlsx_4.1.5     
[46] rvest_0.3.6         lifecycle_0.2.0     statmod_1.4.34     
[49] zlibbioc_1.34.0     MASS_7.3-51.6       scales_1.1.1       
[52] hms_0.5.3           promises_1.1.1      parallel_4.0.2     
[55] biomformat_1.16.0   rhdf5_2.32.2        curl_4.3           
[58] yaml_2.2.1          stringi_1.4.6       highr_0.8          
[61] S4Vectors_0.26.1    foreach_1.5.0       BiocGenerics_0.34.0
[64] zip_2.0.4           boot_1.3-25         rlang_0.4.7        
[67] pkgconfig_2.0.3     evaluate_0.14       Rhdf5lib_1.10.1    
[70] labeling_0.3        tidyselect_1.1.0    magrittr_1.5       
[73] R6_2.4.1            IRanges_2.22.2      generics_0.0.2     
[76] DBI_1.1.0           foreign_0.8-80      pillar_1.4.6       
[79] haven_2.3.1         whisker_0.4         withr_2.2.0        
[82] mgcv_1.8-31         abind_1.4-5         survival_3.2-3     
[85] modelr_0.1.8        crayon_1.3.4        rmarkdown_2.3      
[88] grid_4.0.2          blob_1.2.1          git2r_0.27.1       
[91] reprex_0.3.0        digest_0.6.25       webshot_0.5.2      
[94] httpuv_1.5.4        numDeriv_2016.8-1.1 stats4_4.0.2       
[97] munsell_0.5.0