This report has goseq results for BMI when:
- Genes with FDR < 0.1 marked as DE
- Genes from above list with positive effect marked as differentially expressed
- Genes from above list with negative effect marked as differentially expressed
This report was generated on June 18 2015
Goseq results also saved in csv files located on snowwhite in directory:
/net/snowwhite/home/beckandy/tissue/datafreeze4/goseq/jun3/12junReps/FDR/csv
Step 1: Load in all the necessary data/libraries
library(goseq)
## Loading required package: BiasedUrn
## Loading required package: geneLenDataBase
## Loading required package: DBI
library(qvalue)
fName <- "/net/snowwhite/home/beckandy/tissue/datafreeze4/goseq/traits/peer_k03_bmi_all_genes.txt"
outFile <- "bmi"
data <- read.table(fName, as.is=T, header=T)
gene_length_file <- "/net/snowwhite/home/beckandy/tissue/datafreeze4/goseq/jun3/length.composite.gene.models.gencode.v19"
gene_lengths = read.table(gene_length_file, header=T, as.is=T);
gene_lengths$gene = sapply(gene_lengths$gene, function(x){ unlist(strsplit(x, split="[.]"))[1] });
data$gene <- sapply(data$gene, function(x){ unlist(strsplit(x, split="[.]"))[1] });
data <- merge(data, gene_lengths, by="gene", all.x=T)
data <- data[order(data$p.value),]
data$q.value <- qvalue(data$p.value)$qvalues
data$rank <- seq(1,length(data[,1]))
minRow <- 20
Step 2: Create genes vectors
The first vector simply marks the top 1000 genes as differentially expressed. The second and third vectors mark the genes
with positive or negative effect in the top 1000 as differentially expressed.
genes <- as.numeric(data$q.value <= 0.1)
genesPos <- as.numeric(data$q.value <= 0.1 & data$effect > 0)
genesNeg <- as.numeric(data$q.value <= 0.1 & data$effect < 0)
names(genes) <- data$gene
names(genesPos) <- data$gene
names(genesNeg) <- data$gene
There are 3665 DE genes with postive effect and 3020 DE genes with negative effect.
Step 3: PWFs
pwf <- nullp(genes,"hg19","ensGene",bias.data=data$length, plot.fit=FALSE)
pwfPos=nullp(genesPos,"hg19","ensGene",bias.data=data$length, plot.fit=FALSE)
pwfNeg=nullp(genesNeg,"hg19","ensGene",bias.data=data$length, plot.fit=FALSE)
Step 4: run goseq
go <- goseq(pwf,"hg19","ensGene",test.cats=c("GO:BP"))
goPos <- goseq(pwfPos,"hg19","ensGene",test.cats=c("GO:BP"))
goNeg <- goseq(pwfNeg,"hg19","ensGene",test.cats=c("GO:BP"))
rownames(go) <- NULL
rownames(goPos) <- NULL
rownames(goNeg) <- NULL
# Fix problem with some p-values being slightly more than 1
go$over_represented_pvalue[go$over_represented_pvalue>1]=1;
go$under_represented_pvalue[go$under_represented_pvalue>1]=1;
goPos$over_represented_pvalue[goPos$over_represented_pvalue>1]=1;
goPos$under_represented_pvalue[goPos$under_represented_pvalue>1]=1;
goNeg$over_represented_pvalue[goNeg$over_represented_pvalue>1]=1;
goNeg$under_represented_pvalue[goNeg$under_represented_pvalue>1]=1;
go$q.value <- qvalue(go$over_represented_pvalue)$qvalues
goPos$q.value=qvalue(goPos$over_represented_pvalue)$qvalues
goNeg$q.value=qvalue(goNeg$over_represented_pvalue)$qvalues
go$q.value2 <- qvalue(go$under_represented_pvalue)$qvalues
goPos$q.value2=qvalue(goPos$under_represented_pvalue)$qvalues
goNeg$q.value2=qvalue(goNeg$under_represented_pvalue)$qvalues
Top 1000 Results
Over enriched categories (62)
rowN <- max(minRow, sum(go$q.value<=0.05))
cat(kable(go[1:rowN,c("category","term","numInCat","numDEInCat","q.value")],format="html"));
| category |
term |
numInCat |
numDEInCat |
q.value |
| GO:0006414 |
translational elongation |
121 |
100 |
0.0000000 |
| GO:0006415 |
translational termination |
95 |
83 |
0.0000000 |
| GO:0000184 |
nuclear-transcribed mRNA catabolic process, nonsense-mediated decay |
118 |
97 |
0.0000000 |
| GO:0006413 |
translational initiation |
167 |
121 |
0.0000000 |
| GO:0006614 |
SRP-dependent cotranslational protein targeting to membrane |
107 |
86 |
0.0000000 |
| GO:0006613 |
cotranslational protein targeting to membrane |
109 |
87 |
0.0000000 |
| GO:0072599 |
establishment of protein localization to endoplasmic reticulum |
111 |
88 |
0.0000000 |
| GO:0045047 |
protein targeting to ER |
110 |
87 |
0.0000000 |
| GO:0070972 |
protein localization to endoplasmic reticulum |
128 |
96 |
0.0000000 |
| GO:0006612 |
protein targeting to membrane |
171 |
116 |
0.0000000 |
| GO:0000956 |
nuclear-transcribed mRNA catabolic process |
184 |
121 |
0.0000000 |
| GO:0006412 |
translation |
496 |
260 |
0.0000000 |
| GO:0019083 |
viral transcription |
158 |
105 |
0.0000000 |
| GO:0043624 |
cellular protein complex disassembly |
174 |
113 |
0.0000000 |
| GO:0043241 |
protein complex disassembly |
195 |
122 |
0.0000000 |
| GO:0019080 |
viral gene expression |
168 |
108 |
0.0000000 |
| GO:0006402 |
mRNA catabolic process |
196 |
122 |
0.0000000 |
| GO:0044033 |
multi-organism metabolic process |
178 |
110 |
0.0000000 |
| GO:0090150 |
establishment of protein localization to membrane |
296 |
165 |
0.0000000 |
| GO:0032984 |
macromolecular complex disassembly |
205 |
123 |
0.0000000 |
| GO:0006401 |
RNA catabolic process |
222 |
128 |
0.0000000 |
| GO:1902578 |
single-organism localization |
426 |
214 |
0.0000000 |
| GO:1902580 |
single-organism cellular localization |
426 |
214 |
0.0000000 |
| GO:0072657 |
protein localization to membrane |
371 |
190 |
0.0000000 |
| GO:0061024 |
membrane organization |
778 |
357 |
0.0000000 |
| GO:0006886 |
intracellular protein transport |
758 |
346 |
0.0000000 |
| GO:0044802 |
single-organism membrane organization |
638 |
297 |
0.0000000 |
| GO:0072594 |
establishment of protein localization to organelle |
456 |
222 |
0.0000001 |
| GO:0006605 |
protein targeting |
497 |
239 |
0.0000001 |
| GO:0071822 |
protein complex subunit organization |
1283 |
547 |
0.0000001 |
| GO:0070727 |
cellular macromolecule localization |
1129 |
489 |
0.0000001 |
| GO:0043933 |
macromolecular complex subunit organization |
1450 |
609 |
0.0000002 |
| GO:0034613 |
cellular protein localization |
1124 |
486 |
0.0000002 |
| GO:0033365 |
protein localization to organelle |
603 |
280 |
0.0000002 |
| GO:0016482 |
cytoplasmic transport |
825 |
368 |
0.0000002 |
| GO:1902582 |
single-organism intracellular transport |
1181 |
505 |
0.0000003 |
| GO:0015031 |
protein transport |
1320 |
557 |
0.0000005 |
| GO:0044267 |
cellular protein metabolic process |
3491 |
1360 |
0.0000012 |
| GO:0044403 |
symbiosis, encompassing mutualism through parasitism |
727 |
323 |
0.0000017 |
| GO:0044419 |
interspecies interaction between organisms |
727 |
323 |
0.0000017 |
| GO:0008104 |
protein localization |
1760 |
718 |
0.0000028 |
| GO:0045184 |
establishment of protein localization |
1422 |
590 |
0.0000030 |
| GO:0033036 |
macromolecule localization |
2032 |
815 |
0.0000090 |
| GO:0046907 |
intracellular transport |
1406 |
579 |
0.0000134 |
| GO:0016032 |
viral process |
674 |
297 |
0.0000166 |
| GO:0044764 |
multi-organism cellular process |
682 |
300 |
0.0000175 |
| GO:0019058 |
viral life cycle |
303 |
147 |
0.0000214 |
| GO:0016071 |
mRNA metabolic process |
615 |
273 |
0.0000265 |
| GO:0019538 |
protein metabolic process |
4128 |
1571 |
0.0000265 |
| GO:0051641 |
cellular localization |
2267 |
895 |
0.0000316 |
| GO:0006417 |
regulation of translation |
249 |
126 |
0.0000357 |
| GO:0022411 |
cellular component disassembly |
412 |
190 |
0.0001104 |
| GO:0071702 |
organic substance transport |
1993 |
788 |
0.0003628 |
| GO:0044265 |
cellular macromolecule catabolic process |
798 |
338 |
0.0008804 |
| GO:0051649 |
establishment of localization in cell |
1974 |
776 |
0.0013786 |
| GO:0009057 |
macromolecule catabolic process |
983 |
405 |
0.0036545 |
| GO:0044237 |
cellular metabolic process |
8652 |
3131 |
0.0168734 |
| GO:0065003 |
macromolecular complex assembly |
1091 |
437 |
0.0244481 |
| GO:0044260 |
cellular macromolecule metabolic process |
6484 |
2374 |
0.0250056 |
| GO:0055114 |
oxidation-reduction process |
896 |
361 |
0.0267569 |
| GO:0006901 |
vesicle coating |
38 |
25 |
0.0303621 |
| GO:0010608 |
posttranscriptional regulation of gene expression |
422 |
183 |
0.0419838 |
Under enriched (0)
go <- go[order(go$under_represented_pvalue),]
rowN <- max(minRow, sum(go$q.value2<=0.05))
cat(kable(go[1:rowN,c("category","term","numInCat","numDEInCat","q.value2")],format="html"));
| |
category |
term |
numInCat |
numDEInCat |
q.value2 |
| 11406 |
GO:0048710 |
regulation of astrocyte differentiation |
21 |
0 |
1 |
| 9841 |
GO:0050804 |
regulation of synaptic transmission |
194 |
46 |
1 |
| 9840 |
GO:0050679 |
positive regulation of epithelial cell proliferation |
123 |
26 |
1 |
| 9838 |
GO:0071897 |
DNA biosynthetic process |
56 |
9 |
1 |
| 9834 |
GO:0060333 |
interferon-gamma-mediated signaling pathway |
72 |
13 |
1 |
| 9833 |
GO:2000027 |
regulation of organ morphogenesis |
135 |
31 |
1 |
| 9839 |
GO:0017156 |
calcium ion-dependent exocytosis |
43 |
6 |
1 |
| 10212 |
GO:0007158 |
neuron cell-cell adhesion |
14 |
0 |
1 |
| 11456 |
GO:0051044 |
positive regulation of membrane protein ectodomain proteolysis |
14 |
0 |
1 |
| 9820 |
GO:0030030 |
cell projection organization |
991 |
311 |
1 |
| 9830 |
GO:0014013 |
regulation of gliogenesis |
52 |
9 |
1 |
| 9824 |
GO:0007224 |
smoothened signaling pathway |
105 |
24 |
1 |
| 9812 |
GO:0009887 |
organ morphogenesis |
691 |
210 |
1 |
| 9835 |
GO:0017158 |
regulation of calcium ion-dependent exocytosis |
23 |
2 |
1 |
| 9837 |
GO:0051043 |
regulation of membrane protein ectodomain proteolysis |
18 |
1 |
1 |
| 9836 |
GO:0051180 |
vitamin transport |
18 |
1 |
1 |
| 9796 |
GO:0000902 |
cell morphogenesis |
993 |
314 |
1 |
| 9814 |
GO:0048704 |
embryonic skeletal system morphogenesis |
84 |
18 |
1 |
| 9794 |
GO:0002009 |
morphogenesis of an epithelium |
358 |
104 |
1 |
| 9823 |
GO:0003341 |
cilium movement |
34 |
5 |
1 |
Positive Effect
Over enriched categories (93)
rowN <- max(minRow, sum(goPos$q.value<=0.05))
cat(kable(goPos[1:rowN,c("category","term","numInCat","numDEInCat","q.value")],format="html"));
| category |
term |
numInCat |
numDEInCat |
q.value |
| GO:0045333 |
cellular respiration |
158 |
57 |
0.0046008 |
| GO:0002376 |
immune system process |
1936 |
465 |
0.0046008 |
| GO:0006901 |
vesicle coating |
38 |
21 |
0.0046008 |
| GO:0008219 |
cell death |
1751 |
425 |
0.0046008 |
| GO:0006900 |
membrane budding |
53 |
26 |
0.0046008 |
| GO:0022904 |
respiratory electron transport chain |
105 |
40 |
0.0046008 |
| GO:0006119 |
oxidative phosphorylation |
70 |
30 |
0.0046008 |
| GO:0007005 |
mitochondrion organization |
298 |
92 |
0.0046008 |
| GO:0065003 |
macromolecular complex assembly |
1091 |
278 |
0.0046008 |
| GO:0070271 |
protein complex biogenesis |
934 |
242 |
0.0046008 |
| GO:0016265 |
death |
1755 |
425 |
0.0046008 |
| GO:0022900 |
electron transport chain |
106 |
40 |
0.0046008 |
| GO:0000209 |
protein polyubiquitination |
187 |
64 |
0.0048910 |
| GO:0006457 |
protein folding |
197 |
66 |
0.0061044 |
| GO:0010033 |
response to organic substance |
2043 |
486 |
0.0063195 |
| GO:0006461 |
protein complex assembly |
932 |
240 |
0.0063195 |
| GO:0015031 |
protein transport |
1320 |
327 |
0.0079437 |
| GO:0051641 |
cellular localization |
2267 |
533 |
0.0081304 |
| GO:0042773 |
ATP synthesis coupled electron transport |
54 |
24 |
0.0081304 |
| GO:0042775 |
mitochondrial ATP synthesis coupled electron transport |
54 |
24 |
0.0081304 |
| GO:0032446 |
protein modification by small protein conjugation |
654 |
177 |
0.0081658 |
| GO:0055114 |
oxidation-reduction process |
896 |
229 |
0.0096656 |
| GO:0008089 |
anterograde axon cargo transport |
23 |
14 |
0.0096656 |
| GO:0006950 |
response to stress |
2909 |
666 |
0.0096656 |
| GO:0006091 |
generation of precursor metabolites and energy |
394 |
112 |
0.0096656 |
| GO:0032268 |
regulation of cellular protein metabolic process |
1414 |
346 |
0.0118963 |
| GO:0044267 |
cellular protein metabolic process |
3491 |
792 |
0.0120794 |
| GO:0001775 |
cell activation |
767 |
199 |
0.0127894 |
| GO:1902591 |
single-organism membrane budding |
34 |
18 |
0.0127894 |
| GO:0006783 |
heme biosynthetic process |
21 |
13 |
0.0131969 |
| GO:0008104 |
protein localization |
1760 |
420 |
0.0137621 |
| GO:0048522 |
positive regulation of cellular process |
3307 |
749 |
0.0150345 |
| GO:0042180 |
cellular ketone metabolic process |
211 |
67 |
0.0156104 |
| GO:0070647 |
protein modification by small protein conjugation or removal |
731 |
192 |
0.0171355 |
| GO:0006779 |
porphyrin-containing compound biosynthetic process |
27 |
15 |
0.0180596 |
| GO:1902582 |
single-organism intracellular transport |
1181 |
291 |
0.0180596 |
| GO:0060548 |
negative regulation of cell death |
633 |
167 |
0.0190653 |
| GO:0033014 |
tetrapyrrole biosynthetic process |
30 |
16 |
0.0190653 |
| GO:0035966 |
response to topologically incorrect protein |
140 |
48 |
0.0215816 |
| GO:0006986 |
response to unfolded protein |
133 |
46 |
0.0232286 |
| GO:0019752 |
carboxylic acid metabolic process |
829 |
212 |
0.0234563 |
| GO:0012501 |
programmed cell death |
1539 |
367 |
0.0253782 |
| GO:0006915 |
apoptotic process |
1521 |
363 |
0.0253782 |
| GO:0015980 |
energy derivation by oxidation of organic compounds |
319 |
91 |
0.0275363 |
| GO:1901700 |
response to oxygen-containing compound |
1037 |
256 |
0.0278399 |
| GO:0006955 |
immune response |
1137 |
276 |
0.0300459 |
| GO:0046907 |
intracellular transport |
1406 |
338 |
0.0300459 |
| GO:0042221 |
response to chemical |
2788 |
632 |
0.0302603 |
| GO:0048199 |
vesicle targeting, to, from or within Golgi |
28 |
15 |
0.0302603 |
| GO:0043066 |
negative regulation of apoptotic process |
585 |
154 |
0.0302603 |
| GO:0002474 |
antigen processing and presentation of peptide antigen via MHC class I |
100 |
36 |
0.0302603 |
| GO:0051649 |
establishment of localization in cell |
1974 |
460 |
0.0302603 |
| GO:0044257 |
cellular protein catabolic process |
485 |
132 |
0.0302603 |
| GO:0006417 |
regulation of translation |
249 |
75 |
0.0304719 |
| GO:0051188 |
cofactor biosynthetic process |
132 |
45 |
0.0311200 |
| GO:0031571 |
mitotic G1 DNA damage checkpoint |
75 |
29 |
0.0311200 |
| GO:0033036 |
macromolecule localization |
2032 |
473 |
0.0311200 |
| GO:0042744 |
hydrogen peroxide catabolic process |
19 |
11 |
0.0324613 |
| GO:0051246 |
regulation of protein metabolic process |
1748 |
411 |
0.0324613 |
| GO:0051603 |
proteolysis involved in cellular protein catabolic process |
470 |
128 |
0.0325988 |
| GO:0042542 |
response to hydrogen peroxide |
94 |
34 |
0.0333546 |
| GO:0045184 |
establishment of protein localization |
1422 |
340 |
0.0344944 |
| GO:0033238 |
regulation of cellular amine metabolic process |
76 |
29 |
0.0351669 |
| GO:0044819 |
mitotic G1/S transition checkpoint |
76 |
29 |
0.0354518 |
| GO:0044783 |
G1 DNA damage checkpoint |
76 |
29 |
0.0354518 |
| GO:0043069 |
negative regulation of programmed cell death |
594 |
155 |
0.0354518 |
| GO:0051186 |
cofactor metabolic process |
249 |
74 |
0.0356678 |
| GO:0044710 |
single-organism metabolic process |
4810 |
1054 |
0.0372367 |
| GO:0006521 |
regulation of cellular amino acid metabolic process |
59 |
24 |
0.0372632 |
| GO:0042168 |
heme metabolic process |
27 |
14 |
0.0376635 |
| GO:0045948 |
positive regulation of translational initiation |
11 |
8 |
0.0380831 |
| GO:0070936 |
protein K48-linked ubiquitination |
45 |
20 |
0.0395880 |
| GO:0048518 |
positive regulation of biological process |
3684 |
818 |
0.0397096 |
| GO:0016567 |
protein ubiquitination |
612 |
160 |
0.0397096 |
| GO:0006120 |
mitochondrial electron transport, NADH to ubiquinone |
42 |
18 |
0.0397096 |
| GO:0010941 |
regulation of cell death |
1204 |
290 |
0.0397096 |
| GO:0009725 |
response to hormone |
667 |
171 |
0.0400500 |
| GO:0009060 |
aerobic respiration |
46 |
20 |
0.0415735 |
| GO:0002263 |
cell activation involved in immune response |
141 |
46 |
0.0415735 |
| GO:0002366 |
leukocyte activation involved in immune response |
141 |
46 |
0.0415735 |
| GO:0010035 |
response to inorganic substance |
322 |
90 |
0.0429863 |
| GO:0034613 |
cellular protein localization |
1124 |
273 |
0.0429863 |
| GO:0010608 |
posttranscriptional regulation of gene expression |
422 |
115 |
0.0429863 |
| GO:0010498 |
proteasomal protein catabolic process |
284 |
82 |
0.0429863 |
| GO:0036230 |
granulocyte activation |
25 |
13 |
0.0429863 |
| GO:0002274 |
myeloid leukocyte activation |
123 |
41 |
0.0429863 |
| GO:0070727 |
cellular macromolecule localization |
1129 |
274 |
0.0429863 |
| GO:0042590 |
antigen processing and presentation of exogenous peptide antigen via MHC class I |
79 |
29 |
0.0454961 |
| GO:0042981 |
regulation of apoptotic process |
1145 |
276 |
0.0466301 |
| GO:0033013 |
tetrapyrrole metabolic process |
50 |
21 |
0.0487214 |
| GO:0034109 |
homotypic cell-cell adhesion |
68 |
26 |
0.0487214 |
| GO:0072329 |
monocarboxylic acid catabolic process |
84 |
31 |
0.0494306 |
| GO:0034622 |
cellular macromolecular complex assembly |
583 |
150 |
0.0495864 |
Under enriched (0)
goPos <- goPos[order(goPos$under_represented_pvalue),]
rowN <- max(minRow, sum(goPos$q.value2<=0.05))
cat(kable(goPos[1:rowN,c("category","term","numInCat","numDEInCat","q.value2")],format="html"));
| |
category |
term |
numInCat |
numDEInCat |
q.value2 |
| 8506 |
GO:0009887 |
organ morphogenesis |
691 |
100 |
0.2741585 |
| 8508 |
GO:0042476 |
odontogenesis |
93 |
5 |
0.2741585 |
| 8507 |
GO:0042475 |
odontogenesis of dentin-containing tooth |
62 |
2 |
0.3986425 |
| 8502 |
GO:0034654 |
nucleobase-containing compound biosynthetic process |
3350 |
605 |
0.5533250 |
| 8503 |
GO:0032318 |
regulation of Ras GTPase activity |
318 |
41 |
0.5624981 |
| 8505 |
GO:0006415 |
translational termination |
95 |
6 |
0.5624981 |
| 8494 |
GO:0032774 |
RNA biosynthetic process |
3063 |
554 |
0.6861498 |
| 8504 |
GO:0006614 |
SRP-dependent cotranslational protein targeting to membrane |
107 |
8 |
0.6861498 |
| 8500 |
GO:0072599 |
establishment of protein localization to endoplasmic reticulum |
111 |
9 |
0.9519174 |
| 8498 |
GO:0007224 |
smoothened signaling pathway |
105 |
9 |
0.9519174 |
| 8496 |
GO:0045047 |
protein targeting to ER |
110 |
9 |
0.9519174 |
| 8495 |
GO:0006613 |
cotranslational protein targeting to membrane |
109 |
9 |
0.9771977 |
| 8497 |
GO:0051101 |
regulation of DNA binding |
67 |
4 |
1.0000000 |
| 8492 |
GO:0032320 |
positive regulation of Ras GTPase activity |
266 |
35 |
1.0000000 |
| 8499 |
GO:0021510 |
spinal cord development |
57 |
3 |
1.0000000 |
| 8489 |
GO:0019438 |
aromatic compound biosynthetic process |
3410 |
629 |
1.0000000 |
| 8486 |
GO:0018130 |
heterocycle biosynthetic process |
3413 |
630 |
1.0000000 |
| 8493 |
GO:0071897 |
DNA biosynthetic process |
56 |
3 |
1.0000000 |
| 8501 |
GO:0048663 |
neuron fate commitment |
38 |
1 |
1.0000000 |
| 8482 |
GO:0044271 |
cellular nitrogen compound biosynthetic process |
3463 |
642 |
1.0000000 |
Negative Effect
Over enriched categories (62)
| category |
term |
numInCat |
numDEInCat |
q.value |
| GO:0006415 |
translational termination |
95 |
77 |
0.0000000 |
| GO:0006414 |
translational elongation |
121 |
87 |
0.0000000 |
| GO:0006614 |
SRP-dependent cotranslational protein targeting to membrane |
107 |
78 |
0.0000000 |
| GO:0072599 |
establishment of protein localization to endoplasmic reticulum |
111 |
79 |
0.0000000 |
| GO:0006613 |
cotranslational protein targeting to membrane |
109 |
78 |
0.0000000 |
| GO:0045047 |
protein targeting to ER |
110 |
78 |
0.0000000 |
| GO:0000184 |
nuclear-transcribed mRNA catabolic process, nonsense-mediated decay |
118 |
81 |
0.0000000 |
| GO:0070972 |
protein localization to endoplasmic reticulum |
128 |
81 |
0.0000000 |
| GO:0006413 |
translational initiation |
167 |
92 |
0.0000000 |
| GO:0019083 |
viral transcription |
158 |
86 |
0.0000000 |
| GO:0006612 |
protein targeting to membrane |
171 |
90 |
0.0000000 |
| GO:0019080 |
viral gene expression |
168 |
86 |
0.0000000 |
| GO:0044033 |
multi-organism metabolic process |
178 |
86 |
0.0000000 |
| GO:0043624 |
cellular protein complex disassembly |
174 |
86 |
0.0000000 |
| GO:0043241 |
protein complex disassembly |
195 |
91 |
0.0000000 |
| GO:0000956 |
nuclear-transcribed mRNA catabolic process |
184 |
85 |
0.0000000 |
| GO:0032984 |
macromolecular complex disassembly |
205 |
91 |
0.0000000 |
| GO:0090150 |
establishment of protein localization to membrane |
296 |
112 |
0.0000000 |
| GO:0006402 |
mRNA catabolic process |
196 |
86 |
0.0000000 |
| GO:0006401 |
RNA catabolic process |
222 |
89 |
0.0000000 |
| GO:0072657 |
protein localization to membrane |
371 |
120 |
0.0000000 |
| GO:0006412 |
translation |
496 |
140 |
0.0000000 |
| GO:1902578 |
single-organism localization |
426 |
127 |
0.0000000 |
| GO:1902580 |
single-organism cellular localization |
426 |
127 |
0.0000000 |
| GO:0019058 |
viral life cycle |
303 |
98 |
0.0000000 |
| GO:0022411 |
cellular component disassembly |
412 |
117 |
0.0000000 |
| GO:0072594 |
establishment of protein localization to organelle |
456 |
123 |
0.0000000 |
| GO:0006605 |
protein targeting |
497 |
129 |
0.0000000 |
| GO:0044802 |
single-organism membrane organization |
638 |
156 |
0.0000000 |
| GO:0033365 |
protein localization to organelle |
603 |
145 |
0.0000001 |
| GO:0061024 |
membrane organization |
778 |
177 |
0.0000001 |
| GO:0034645 |
cellular macromolecule biosynthetic process |
3920 |
684 |
0.0000038 |
| GO:0032774 |
RNA biosynthetic process |
3063 |
549 |
0.0000070 |
| GO:0009059 |
macromolecule biosynthetic process |
4025 |
695 |
0.0000132 |
| GO:0034654 |
nucleobase-containing compound biosynthetic process |
3350 |
589 |
0.0000210 |
| GO:0019438 |
aromatic compound biosynthetic process |
3410 |
597 |
0.0000276 |
| GO:0042254 |
ribosome biogenesis |
167 |
50 |
0.0000366 |
| GO:0018130 |
heterocycle biosynthetic process |
3413 |
596 |
0.0000379 |
| GO:1901362 |
organic cyclic compound biosynthetic process |
3503 |
609 |
0.0000426 |
| GO:0044249 |
cellular biosynthetic process |
4756 |
800 |
0.0000444 |
| GO:1901576 |
organic substance biosynthetic process |
4830 |
810 |
0.0000523 |
| GO:0044271 |
cellular nitrogen compound biosynthetic process |
3463 |
602 |
0.0000523 |
| GO:0042274 |
ribosomal small subunit biogenesis |
21 |
13 |
0.0001104 |
| GO:0016071 |
mRNA metabolic process |
615 |
133 |
0.0001349 |
| GO:0009058 |
biosynthetic process |
4899 |
818 |
0.0001491 |
| GO:0006886 |
intracellular protein transport |
758 |
159 |
0.0002299 |
| GO:0006364 |
rRNA processing |
117 |
36 |
0.0007890 |
| GO:0071822 |
protein complex subunit organization |
1283 |
247 |
0.0009614 |
| GO:0042273 |
ribosomal large subunit biogenesis |
16 |
10 |
0.0019875 |
| GO:0016032 |
viral process |
674 |
139 |
0.0020435 |
| GO:0043933 |
macromolecular complex subunit organization |
1450 |
272 |
0.0021696 |
| GO:0016072 |
rRNA metabolic process |
122 |
36 |
0.0021974 |
| GO:0016482 |
cytoplasmic transport |
825 |
166 |
0.0022387 |
| GO:0044764 |
multi-organism cellular process |
682 |
140 |
0.0023604 |
| GO:0022613 |
ribonucleoprotein complex biogenesis |
280 |
67 |
0.0029202 |
| GO:0044403 |
symbiosis, encompassing mutualism through parasitism |
727 |
145 |
0.0066024 |
| GO:0044419 |
interspecies interaction between organisms |
727 |
145 |
0.0066024 |
| GO:0000028 |
ribosomal small subunit assembly |
7 |
6 |
0.0074772 |
| GO:0070727 |
cellular macromolecule localization |
1129 |
215 |
0.0086284 |
| GO:0034613 |
cellular protein localization |
1124 |
213 |
0.0128879 |
| GO:0090304 |
nucleic acid metabolic process |
4166 |
691 |
0.0137670 |
| GO:0016070 |
RNA metabolic process |
3693 |
619 |
0.0144945 |
Under enriched (0)
| |
category |
term |
numInCat |
numDEInCat |
q.value2 |
| 7244 |
GO:0044092 |
negative regulation of molecular function |
778 |
77 |
0.3556853 |
| 7241 |
GO:0001775 |
cell activation |
767 |
78 |
0.3556853 |
| 7243 |
GO:0060560 |
developmental growth involved in morphogenesis |
127 |
6 |
0.3556853 |
| 7240 |
GO:0044257 |
cellular protein catabolic process |
485 |
46 |
0.3556853 |
| 7239 |
GO:0010035 |
response to inorganic substance |
322 |
26 |
0.3556853 |
| 7238 |
GO:0098602 |
single organism cell adhesion |
327 |
28 |
0.3556853 |
| 7231 |
GO:0006508 |
proteolysis |
1113 |
126 |
0.3556853 |
| 7232 |
GO:0043086 |
negative regulation of catalytic activity |
605 |
60 |
0.3556853 |
| 7233 |
GO:0051603 |
proteolysis involved in cellular protein catabolic process |
470 |
45 |
0.3556853 |
| 7236 |
GO:0016337 |
single organismal cell-cell adhesion |
283 |
23 |
0.3556853 |
| 7234 |
GO:0048002 |
antigen processing and presentation of peptide antigen |
180 |
11 |
0.4507919 |
| 7242 |
GO:0006888 |
ER to Golgi vesicle-mediated transport |
63 |
1 |
0.4792202 |
| 7225 |
GO:0019941 |
modification-dependent protein catabolic process |
433 |
42 |
0.5572191 |
| 7228 |
GO:0019882 |
antigen processing and presentation |
215 |
15 |
0.5572191 |
| 7222 |
GO:0022610 |
biological adhesion |
916 |
106 |
0.5572191 |
| 7218 |
GO:0002376 |
immune system process |
1936 |
238 |
0.5572191 |
| 7230 |
GO:0002474 |
antigen processing and presentation of peptide antigen via MHC class I |
100 |
4 |
0.5572191 |
| 7219 |
GO:0007155 |
cell adhesion |
912 |
106 |
0.5572191 |
| 7223 |
GO:0048589 |
developmental growth |
250 |
21 |
0.5572191 |
| 7237 |
GO:0008625 |
extrinsic apoptotic signaling pathway via death domain receptors |
72 |
2 |
0.5572191 |
Final Step: csv output
write.csv(go,file=paste("FDR/csv/", outFile,"_main.csv",sep=''), row.names=FALSE)
## Warning in file(file, ifelse(append, "a", "w")): cannot open file 'FDR/csv/
## bmi_main.csv': No such file or directory
## Error in file(file, ifelse(append, "a", "w")): cannot open the connection
write.csv(goPos,file=paste("FDR/csv/", outFile,"Pos.csv",sep=''), row.names=FALSE)
## Warning in file(file, ifelse(append, "a", "w")): cannot open file 'FDR/csv/
## bmiPos.csv': No such file or directory
## Error in file(file, ifelse(append, "a", "w")): cannot open the connection
write.csv(goNeg,file=paste("FDR/csv/", outFile,"Neg.csv",sep=''), row.names=FALSE)
## Warning in file(file, ifelse(append, "a", "w")): cannot open file 'FDR/csv/
## bmiNeg.csv': No such file or directory
## Error in file(file, ifelse(append, "a", "w")): cannot open the connection