1 Design of the experiment
- 3 biological replicates, each one composed of a pair of MEFs clones coming from the same litter
- For each biological replicate, each pair of clones is composed of:
- an OsTIR1-only clone, which expresses OsTIR1 but not the AID-Ogt isoform, thus auxin treatment is not supposed to cause any OGT depletion. This clone represents the control of the corresponding biological replicate
- an AID-Ogt;OsTIR clone, which bears both genomic modifications necessary to obtain OGT depletion after auxin treatment.
- All clones (both controls and AID-Ogt;OsTIR clones) were collected in the following conditions:
- without any auxin addition (No auxin)
- after 24h of auxin treatment
- after 48h of auxin treatment
- after 4 days of auxin treatment.
2 PCA
The main factor separating the samples is the cell clone and clone’s litter (biological replicate) on PC1, then the condition dominates ordering along PC2 inside each clone’s cluster.
3 Plotting counts for Ogt, Oga, OsTIR
4 Diff Expr Analysis
4.1 P-value histograms and MA-plots for the different comparisons
The threshold used for a dot to be colored in blue in the MA-plots is: p-value adjusted < 0.05.
4.2 Volcano plots for the different comparisons
library(EnhancedVolcano)
<- function (i, my_res_list) {
volcano_plot <- retrieve_res_names(my_res_list[[i]])
res_names EnhancedVolcano(my_res_list[[i]], lab = res_names$gene_name, x = 'log2FoldChange', y = 'pvalue', xlim = c(-3,3), ylim = c(0,60),
FCcutoff = 0.3,
title = names(my_res_list)[i],
labSize = 3,
max.overlaps = 30,
drawConnectors = TRUE)
}
lapply(1:7, volcano_plot, my_res_list = my_res_list)
4.3 Getting DE genes, ordered by p-value
Getting the DE genes (padj < 0.05, any log2FC), ordered by pvalue.
4.4 DE genes over-representation tests
I use the DE genes observed in AID cells after 24h/48h/4d of auxin treatment (compared to the NO auxin condition), after exclusion of the DE genes observed by treating ctrl cells with auxin at any of the three time points.
4.4.1 Overlap between groups of DEGs
Overlap of DEGs due to OGT depletion with DEGs due to auxin effect on ctrl cells:
Overlap of DEGs at different time points of OGT depletion (auxin effect’s DEGs were excluded):
Pvalues of overlaps for upregulated DEGs are:
- 6.1496325^{-166} for AID-Ogt 24h aux & AID-Ogt 48h aux, both w/o auxin-effect genes
- 4.5697982^{-172} for AID-Ogt 24h aux & AID-Ogt 4d aux, both w/o auxin-effect genes
- 1.3717679^{-244} for AID-Ogt 48h aux & AID-Ogt 4d aux, both w/o auxin-effect genes
- 6.9704315^{-13} for AID-Ogt 4d aux & 4d aux on ctrl cells
Pvalues of overlaps for downregulated DEGs are:
- 7.3400989^{-224} for AID-Ogt 24h aux & AID-Ogt 48h aux, both w/o auxin-effect genes
- 1.9600784^{-281} for AID-Ogt 24h aux & AID-Ogt 4d aux, both w/o auxin-effect genes
- 0 for AID-Ogt 48h aux & AID-Ogt 4d aux, both w/o auxin-effect genes
- 0.9786367 for AID-Ogt 4d aux & 4d aux on ctrl cells
Note that:
- pval decreases for with longer treatment –> effects at 48h and 4d time points are more similar between each other than to the 24h time point
- the pval is much higher when comparing 4d-treated AID-Ogt cells and 4d-treated control cells.
4.4.2 Gene Ontology Over-representation Test - up and downregulated genes separately
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0022613 | GO:0022613 | ribonucleoprotein complex biogenesis | 22/472 | 411/22853 | 0.0000514 | 0.0208542 | 0.0199494 | Mrps7/Rrp15/Las1l/Gemin6/Ddx17/Bms1/LTO1/Gemin4/Frg1/Bysl/Emg1/Ddx51/Zfp622/Nvl/Npm3/Rpusd3/Rpusd1/Snu13/Xab2/Ncbp1/Exosc5/Crnkl1 | 22 |
GO:0044270 | GO:0044270 | cellular nitrogen compound catabolic process | 21/472 | 412/22853 | 0.0001499 | 0.0395218 | 0.0378071 | Nudt19/Nudt9/Nit1/Rida/Apex1/E2f1/Phax/Dctpp1/Zfp36l2/Fastkd1/Vim/Hmox1/Rnaseh2a/Pde12/Entpd5/Hint1/Smg8/Tymp/Ncbp1/Rbm8a/Exosc5 | 21 |
GO:0051099 | GO:0051099 | positive regulation of binding | 13/472 | 194/22853 | 0.0002098 | 0.0465691 | 0.0445487 | Ngf/Nme1/Ripor2/Ramp1/Eif2b4/Anxa2/Eif2b1/S100a10/Psen1/Nvl/Smarca4/Ncbp1/Pparg | 13 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0098798 | GO:0098798 | mitochondrial protein-containing complex | 22/486 | 260/22838 | 0.00e+00 | 0.0000210 | 0.0000182 | Tomm22/Bckdha/Mrpl34/Mrps7/Mrpl42/Chchd6/Ndufb10/Mrps21/Mrps6/Uqcc3/Mrpl33/Mrpl45/Cox5a/Mrpl35/Chchd3/Mrpl38/Mrpl28/Mrpl17/Ndufb9/Mrps22/Ndufs7/Micos13 | 22 |
GO:1905369 | GO:1905369 | endopeptidase complex | 10/486 | 70/22838 | 2.20e-06 | 0.0001674 | 0.0001453 | Htra2/Psmb7/Psmb1/Psmd4/Psma7/Psmb5/Psma4/Psmc2/Hspb1/Ecpas | 10 |
GO:0000315 | GO:0000315 | organellar large ribosomal subunit | 8/486 | 58/22838 | 2.99e-05 | 0.0015193 | 0.0013193 | Mrpl34/Mrpl42/Mrpl33/Mrpl45/Mrpl35/Mrpl38/Mrpl28/Mrpl17 | 8 |
GO:0005839 | GO:0005839 | proteasome core complex | 5/486 | 19/22838 | 3.88e-05 | 0.0017750 | 0.0015413 | Psmb7/Psmb1/Psma7/Psmb5/Psma4 | 5 |
GO:0098573 | GO:0098573 | intrinsic component of mitochondrial membrane | 9/486 | 81/22838 | 5.58e-05 | 0.0019612 | 0.0017030 | Chchd6/Slc25a19/Synj2bp/Uqcc3/Coa3/Cox18/Adck1/Chchd3/Micos13 | 9 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0003906 | GO:0003906 | DNA-(apurinic or apyrimidinic site) endonuclease activity | 4/472 | 13/22360 | 0.0001205 | 0.0403050 | 0.0356067 | Hmga1b/Apex1/Nthl1/Hmga2 | 4 |
GO:0070003 | GO:0070003 | threonine-type peptidase activity | 4/472 | 19/22360 | 0.0005907 | 0.0429728 | 0.0379635 | Psmb7/Psmb1/Psmb5/Psma4 | 4 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0005774 | GO:0005774 | vacuolar membrane | 13/410 | 226/22838 | 0.0002405 | 0.0359122 | 0.0328239 | Pld3/Mcoln1/Abcd4/Vps13a/Npc1/Cyb561a3/Atg16l2/Stx8/Slc48a1/Nprl2/Gpr137b/Vamp8/H2-M3 | 13 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0007015 | GO:0007015 | actin filament organization | 25/189 | 456/22853 | 0.0000000 | 0.0000000 | 0.0000000 | Fscn1/Pfn1/Cdc42ep3/Dpysl3/Cfl1/Mical2/Arpc5/Cfl2/Actg1/Fermt2/Tmsb4x/Acta1/Cdc42ep1/Srf/Tnfaip1/Tnnt2/Arhgef5/Vasp/Sorbs2/Capzb/Myo1c/Arpc4/Tmsb10/Pawr/Swap70 | 25 |
GO:0032970 | GO:0032970 | regulation of actin filament-based process | 22/189 | 417/22853 | 0.0000000 | 0.0000000 | 0.0000000 | Fscn1/Pfn1/Cdc42ep3/Sema3e/Cfl1/Arpc5/Cfl2/Epha3/Actg1/Fermt2/Tmsb4x/Cdc42ep1/Tnnt2/Ilk/Arhgef5/Vasp/Capzb/Myo1c/Arpc4/Tmsb10/Cnn2/Swap70 | 22 |
GO:0032535 | GO:0032535 | regulation of cellular component size | 20/189 | 417/22853 | 0.0000000 | 0.0000002 | 0.0000002 | Pfn1/Cdc42ep3/Sema3e/Cfl1/Arpc5/Cfl2/Ngf/Rab3b/Tmsb4x/Cdc42ep1/Srf/Ilk/Vasp/Capzb/Myo1c/Chmp3/Akt1/Arpc4/Tmsb10/Swap70 | 20 |
GO:0042692 | GO:0042692 | muscle cell differentiation | 18/189 | 426/22853 | 0.0000000 | 0.0000059 | 0.0000048 | Pdlim5/Cfl2/Actg1/Csrp1/Tmsb4x/Acta1/Tbx2/Hacd1/Srf/Tnnt2/Igf2/Fhl2/Hdac5/Sorbs2/Capzb/Mapk14/Homer1/Akt1 | 18 |
GO:1902903 | GO:1902903 | regulation of supramolecular fiber organization | 16/189 | 389/22853 | 0.0000002 | 0.0000407 | 0.0000334 | Pfn1/Cdc42ep3/Cfl1/Arpc5/Cfl2/Actg1/Fermt2/Tmsb4x/Cdc42ep1/Arhgef5/Vasp/Capzb/Myo1c/Arpc4/Tmsb10/Swap70 | 16 |
GO:0010810 | GO:0010810 | regulation of cell-substrate adhesion | 12/189 | 226/22853 | 0.0000004 | 0.0000664 | 0.0000545 | Sema3e/Cfl1/Spry4/Epha3/Actg1/Fermt2/Hacd1/Peak1/Ilk/Rras/Itga5/Itga3 | 12 |
GO:0043254 | GO:0043254 | regulation of protein-containing complex assembly | 16/189 | 452/22853 | 0.0000012 | 0.0001705 | 0.0001400 | Fscn1/Pfn1/Cdc42ep3/Cfl1/Arpc5/Fblim1/Fermt2/Tmsb4x/Cdc42ep1/Arhgef5/Vasp/Capzb/Myo1c/Raf1/Arpc4/Tmsb10 | 16 |
GO:0007264 | GO:0007264 | small GTPase mediated signal transduction | 15/189 | 425/22853 | 0.0000027 | 0.0003517 | 0.0002887 | Cdc42ep3/Spry4/Rassf1/Ngf/Ppp2cb/Ywhaq/F2r/Cdc42ep1/Rasgrp2/Tnfaip1/Adcyap1r1/Garre1/Rras/Itga3/Dock8 | 15 |
GO:0001667 | GO:0001667 | ameboidal-type cell migration | 15/189 | 442/22853 | 0.0000044 | 0.0005211 | 0.0004278 | Alx1/Pfn1/Sema3e/Cfl1/Clec14a/Srf/Igf2/Ilk/Hdac5/Gpi1/Cap1/Rras/Gdf6/Akt1/Itga3 | 15 |
GO:0060562 | GO:0060562 | epithelial tube morphogenesis | 14/189 | 391/22853 | 0.0000051 | 0.0005730 | 0.0004704 | Alx1/Fat4/Pfn1/Flt1/Sema3e/Cfl1/Hmga2/Foxd1/Tbx2/Srf/Ilk/Hdac5/Vasp/Ppp1ca | 14 |
GO:0060537 | GO:0060537 | muscle tissue development | 15/189 | 482/22853 | 0.0000124 | 0.0013049 | 0.0010711 | Ybx3/Pdlim5/Zfpm1/Cfl2/Csrp1/Acta1/Tbx2/Srf/Tnnt2/Igf2/Fhl2/Hdac5/Sorbs2/Mapk14/Homer1 | 15 |
GO:0045927 | GO:0045927 | positive regulation of growth | 12/189 | 320/22853 | 0.0000154 | 0.0015133 | 0.0012422 | Ybx3/Cfl1/Ngf/Hmga2/Rftn1/Tbx2/Srf/Igf2/Ilk/Avpr1a/Mapk14/Akt1 | 12 |
GO:0090398 | GO:0090398 | cellular senescence | 6/189 | 67/22853 | 0.0000194 | 0.0017098 | 0.0014035 | Hmga2/Hmga1b/Tbx2/Srf/Mapk14/Pawr | 6 |
GO:0030239 | GO:0030239 | myofibril assembly | 6/189 | 69/22853 | 0.0000230 | 0.0018792 | 0.0015425 | Cfl2/Actg1/Csrp1/Acta1/Srf/Tnnt2 | 6 |
GO:0060485 | GO:0060485 | mesenchyme development | 11/189 | 292/22853 | 0.0000337 | 0.0026078 | 0.0021406 | Alx1/Sema3e/Cfl1/Tgfb1i1/Epha3/Pax1/Hmga2/Fermt2/Foxd1/Tbx2/Pawr | 11 |
GO:0002040 | GO:0002040 | sprouting angiogenesis | 7/189 | 123/22853 | 0.0000750 | 0.0045022 | 0.0036957 | Flt1/Sema3e/Clec14a/Srf/Hdac5/Akt1/Itga5 | 7 |
GO:0001649 | GO:0001649 | osteoblast differentiation | 9/189 | 220/22853 | 0.0000944 | 0.0053421 | 0.0043851 | Fermt2/Cebpa/Igf2/Ilk/Fhl2/Hdac5/Mapk14/Akt1/Pdlim7 | 9 |
GO:0007160 | GO:0007160 | cell-matrix adhesion | 9/189 | 225/22853 | 0.0001120 | 0.0061020 | 0.0050088 | Sema3e/Cfl1/Epha3/Actg1/Fermt2/Srf/Peak1/Ilk/Rras | 9 |
GO:0042989 | GO:0042989 | sequestering of actin monomers | 3/189 | 12/22853 | 0.0001159 | 0.0062035 | 0.0050922 | Pfn1/Tmsb4x/Tmsb10 | 3 |
GO:2000648 | GO:2000648 | positive regulation of stem cell proliferation | 4/189 | 31/22853 | 0.0001197 | 0.0062632 | 0.0051412 | Ngf/Hmga2/Fermt2/Hdac5 | 4 |
GO:0022604 | GO:0022604 | regulation of cell morphogenesis | 11/189 | 337/22853 | 0.0001213 | 0.0062632 | 0.0051412 | Cdc42ep3/Aldoa/Sema3e/Cfl1/Myl12a/Spry4/Fblim1/Fermt2/Cdc42ep1/Ilk/Capzb | 11 |
GO:2000774 | GO:2000774 | positive regulation of cellular senescence | 3/189 | 13/22853 | 0.0001498 | 0.0069977 | 0.0057441 | Hmga2/Hmga1b/Pawr | 3 |
GO:0043243 | GO:0043243 | positive regulation of protein-containing complex disassembly | 4/189 | 35/22853 | 0.0001942 | 0.0081627 | 0.0067004 | Oga/Cfl1/Cfl2/Nes | 4 |
GO:0043954 | GO:0043954 | cellular component maintenance | 5/189 | 68/22853 | 0.0002508 | 0.0095863 | 0.0078690 | Cfl1/F2r/Fermt2/Homer1/Itga3 | 5 |
GO:0032507 | GO:0032507 | maintenance of protein location in cell | 5/189 | 69/22853 | 0.0002686 | 0.0097596 | 0.0080112 | Pfn1/Txn1/Tmsb4x/Akt1/Tmsb10 | 5 |
GO:0006936 | GO:0006936 | muscle contraction | 10/189 | 312/22853 | 0.0002855 | 0.0102178 | 0.0083873 | Aldoa/Flt1/F2r/Tbx2/Srf/Eno1b/Tnnt2/Cacnb2/Homer1/Pawr | 10 |
GO:0034446 | GO:0034446 | substrate adhesion-dependent cell spreading | 6/189 | 109/22853 | 0.0002956 | 0.0102909 | 0.0084474 | Spry4/Fermt2/Peak1/Ilk/Axl/Mertk | 6 |
GO:0045444 | GO:0045444 | fat cell differentiation | 9/189 | 258/22853 | 0.0003106 | 0.0105058 | 0.0086237 | Zfpm1/Tgfb1i1/Hmga2/Fermt2/Cebpa/Mapk14/Tbl1x/Gdf6/Akt1 | 9 |
GO:0042220 | GO:0042220 | response to cocaine | 4/189 | 43/22853 | 0.0004346 | 0.0133237 | 0.0109368 | Htr1b/Tgm2/Hdac5/Homer1 | 4 |
GO:1902414 | GO:1902414 | protein localization to cell junction | 6/189 | 119/22853 | 0.0004732 | 0.0143557 | 0.0117840 | Actb/Actg1/Fermt2/Nptx2/Lamtor3/Homer1 | 6 |
GO:0090100 | GO:0090100 | positive regulation of transmembrane receptor protein serine/threonine kinase signaling pathway | 6/189 | 120/22853 | 0.0004947 | 0.0147057 | 0.0120713 | Tgfb1i1/Foxd1/Inhba/Rbpms/Ilk/Gdf6 | 6 |
GO:0032881 | GO:0032881 | regulation of polysaccharide metabolic process | 4/189 | 46/22853 | 0.0005637 | 0.0159990 | 0.0131329 | Igf2/Ap2a1/Akt1/Ppp1ca | 4 |
GO:0045933 | GO:0045933 | positive regulation of muscle contraction | 4/189 | 51/22853 | 0.0008359 | 0.0210272 | 0.0172604 | F2r/Srf/Eno1b/Pawr | 4 |
GO:0048872 | GO:0048872 | homeostasis of number of cells | 10/189 | 360/22853 | 0.0008672 | 0.0215850 | 0.0177183 | Zfpm1/F2r/Inhba/Srf/Arhgef5/Gpi1/Axl/Mertk/Mapk14/Akt1 | 10 |
GO:0051402 | GO:0051402 | neuron apoptotic process | 9/189 | 308/22853 | 0.0011015 | 0.0257467 | 0.0211344 | Ngf/F2r/Egln3/Ilk/Atn1/Gpi1/Nes/Axl/Pawr | 9 |
GO:0048538 | GO:0048538 | thymus development | 4/189 | 56/22853 | 0.0011898 | 0.0265275 | 0.0217753 | Pax1/Srf/Raf1/Hoxa3 | 4 |
GO:0032878 | GO:0032878 | regulation of establishment or maintenance of cell polarity | 3/189 | 26/22853 | 0.0012582 | 0.0274980 | 0.0225720 | Cfl1/Dock8/Llgl2 | 3 |
GO:0016051 | GO:0016051 | carbohydrate biosynthetic process | 7/189 | 198/22853 | 0.0013373 | 0.0285185 | 0.0234097 | Chst12/Igf2/Ap2a1/Gpi1/Adcyap1r1/Akt1/Ppp1ca | 7 |
GO:0001704 | GO:0001704 | formation of primary germ layer | 5/189 | 102/22853 | 0.0015989 | 0.0329055 | 0.0270108 | Hmga2/Inhba/Srf/Gpi1/Itga5 | 5 |
GO:0043270 | GO:0043270 | positive regulation of ion transport | 9/189 | 328/22853 | 0.0016989 | 0.0340125 | 0.0279195 | Oga/Cfl1/Rab3b/F2r/Avpr1a/Adcyap1r1/Cacnb2/Homer1/Akt1 | 9 |
GO:0071456 | GO:0071456 | cellular response to hypoxia | 5/189 | 105/22853 | 0.0018171 | 0.0350210 | 0.0287473 | Eno1b/Gnb1/Egln3/Ubqln1/Akt1 | 5 |
GO:0010634 | GO:0010634 | positive regulation of epithelial cell migration | 6/189 | 156/22853 | 0.0019269 | 0.0361210 | 0.0296503 | Pfn1/Igf2/Gpi1/Rras/Akt1/Itga3 | 6 |
GO:0098742 | GO:0098742 | cell-cell adhesion via plasma-membrane adhesion molecules | 7/189 | 213/22853 | 0.0020266 | 0.0372770 | 0.0305992 | Fat4/Scarf2/Palld/Epha3/Mcam/Mapk14/Itga5 | 7 |
GO:0040013 | GO:0040013 | negative regulation of locomotion | 9/189 | 341/22853 | 0.0022101 | 0.0391820 | 0.0321629 | Dpysl3/Sema3e/Cfl1/Srf/Ilk/Hdac5/Rras/Akt1/Cnn2 | 9 |
GO:0048608 | GO:0048608 | reproductive structure development | 11/189 | 481/22853 | 0.0022961 | 0.0404473 | 0.0332015 | Ybx3/Hmga2/Inhba/Cebpa/Igf2/Atn1/Axl/Mertk/Mapk14/Akt1/Llgl2 | 11 |
GO:0043393 | GO:0043393 | regulation of protein binding | 7/189 | 218/22853 | 0.0023089 | 0.0404473 | 0.0332015 | Actb/Zfpm1/Ngf/Ppp2cb/Hdac5/Nes/Akt1 | 7 |
GO:0061621 | GO:0061621 | canonical glycolysis | 2/189 | 10/22853 | 0.0029309 | 0.0472847 | 0.0388141 | Eno1b/Gpi1 | 2 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0001725 | GO:0001725 | stress fiber | 12/192 | 88/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Fscn1/Actb/Pdlim5/Fhl3/Myl12a/Palld/Fblim1/Fermt2/Acta1/Ilk/Pdlim7/Cnn2 | 12 |
GO:0030016 | GO:0030016 | myofibril | 16/192 | 222/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Aldoa/Pdlim5/Fhl3/Myl12a/Palld/Cfl2/Actg1/Csrp1/Acta1/Tnnt2/Ilk/Fhl2/Cab39/Capzb/Homer1/Pdlim7 | 16 |
GO:0030055 | GO:0030055 | cell-substrate junction | 10/192 | 180/22838 | 0.0000031 | 0.0000728 | 0.0000601 | Cfl1/Palld/Fblim1/Tgfb1i1/Fermt2/Peak1/Ilk/Vasp/Itga5/Pdlim7 | 10 |
GO:0030027 | GO:0030027 | lamellipodium | 9/192 | 174/22838 | 0.0000172 | 0.0003516 | 0.0002903 | Fscn1/Actb/Dpysl3/Cfl1/Palld/Arpc5/Ilk/Vasp/Capzb | 9 |
GO:0009898 | GO:0009898 | cytoplasmic side of plasma membrane | 9/192 | 177/22838 | 0.0000197 | 0.0003776 | 0.0003118 | Gnb2/Fermt2/Snx18/Gnb1/Traf5/Esyt1/Litaf/S100a6/Gnai3 | 9 |
GO:0045121 | GO:0045121 | membrane raft | 11/192 | 393/22838 | 0.0005193 | 0.0064912 | 0.0053591 | Prkar2b/Actb/Rftn1/F2r/Eno1b/Serpinh1/Plpp2/Adcyap1r1/Lamtor3/Myo1c/Gnai3 | 11 |
GO:1905369 | GO:1905369 | endopeptidase complex | 4/192 | 70/22838 | 0.0028805 | 0.0285218 | 0.0235474 | Psmd3/Ubqln1/Ubr1/Psma7 | 4 |
GO:0030863 | GO:0030863 | cortical cytoskeleton | 5/192 | 123/22838 | 0.0038706 | 0.0370124 | 0.0305572 | Actb/Cfl1/Cap1/Capzb/Llgl2 | 5 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0003779 | GO:0003779 | actin binding | 24/189 | 444/22360 | 0.00e+00 | 0.0000000 | 0.0000000 | Fscn1/Pfn1/Pdlim5/Fhl3/Cfl1/Mical2/Palld/Arpc5/Cfl2/Fermt2/Ppp1r18/Tmsb4x/Tnnt2/Tagln/Cap1/Vasp/Capzb/Myo1c/Cacnb2/Arpc4/Pdlim7/Tmsb10/Cnn2/Pawr | 24 |
GO:0051020 | GO:0051020 | GTPase binding | 12/189 | 313/22360 | 1.53e-05 | 0.0017714 | 0.0014927 | Pfn1/Rassf1/Sh3gl1/Gnb2/Tnfaip1/Eno1b/Gnb1/Adcyap1r1/Myo1c/Garre1/Rassf5/Raf1 | 12 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0006888 | GO:0006888 | endoplasmic reticulum to Golgi vesicle-mediated transport | 21/595 | 116/22853 | 0.0000000 | 0.0000000 | 0.0000000 | Copb2/Kdelr2/Sec24d/Sec24a/Scfd1/Copg1/Sec31a/Rab1a/Tmed10/Copa/Lman1/Sar1a/Arf1/Sec23a/Yipf5/Golga2/Copb1/Kdelr3/Creb3l2/Tmed9/Uso1 | 21 |
GO:0006890 | GO:0006890 | retrograde vesicle-mediated transport, Golgi to endoplasmic reticulum | 13/595 | 45/22853 | 0.0000000 | 0.0000001 | 0.0000001 | Copb2/Kdelr2/Scfd1/Copa/Copz2/Copz1/Rab6a/Kdelr3/Golph3/Atp9a/Nbas/Gbf1/Kif1c | 13 |
GO:0048660 | GO:0048660 | regulation of smooth muscle cell proliferation | 20/595 | 178/22853 | 0.0000000 | 0.0000247 | 0.0000205 | Adamts1/Vip/Ndrg4/Rhoa/Hmgcr/Rgs5/Shc1/Cnn1/Htr1b/Pdgfd/Npr3/Gnai3/Prkg1/Ereg/Hif1a/Klf4/Tgfb3/Ogn/Zfp143/Sf1 | 20 |
GO:0009100 | GO:0009100 | glycoprotein metabolic process | 28/595 | 331/22853 | 0.0000001 | 0.0000247 | 0.0000205 | Oga/Rxylt1/Gmppb/Tmem59/Fam20b/Rab1a/Bpnt2/Ostc/Magt1/Dsel/Alg14/Pofut2/Man1c1/Pgm3/Pomt2/Itm2a/Tmem258/Slc2a10/Hs6st2/Golph3/Ganab/Stt3a/Hif1a/Fbxo44/Rpn1/Galnt11/Gxylt1/Csgalnact2 | 28 |
GO:0010256 | GO:0010256 | endomembrane system organization | 33/595 | 486/22853 | 0.0000006 | 0.0001843 | 0.0001532 | Arl1/Ndel1/Esyt1/Sec31a/Rab1a/Tmed10/Rab5a/Lman1/Emc2/Yipf5/Osbp/Fat4/Plscr3/Ccdc136/Prx/Cltc/Lysmd3/Golga2/Rab18/Eif2ak3/Map2k2/Nup93/Tmed9/Mapk1/Atp8b2/Vti1b/Golph3/Golga5/Sec23ip/Arfgef2/Gbf1/Parp11/Uso1 | 33 |
GO:1904951 | GO:1904951 | positive regulation of establishment of protein localization | 26/595 | 333/22853 | 0.0000007 | 0.0002002 | 0.0001664 | Oga/Ppp3cb/Sec24a/Tcaf1/Tmed10/Pmaip1/Sar1a/Tcp1/Bbc3/Arf1/Tm7sf3/Osbp/Kif5b/Fis1/Tcaf2/Mapk1/Vamp2/Ipo5/Golph3/Vps35/Hif1a/Stom/Tgfb3/Gli3/Ppia/Pfkfb2 | 26 |
GO:0090150 | GO:0090150 | establishment of protein localization to membrane | 22/595 | 254/22853 | 0.0000010 | 0.0002245 | 0.0001866 | Oga/Hspa5/Tcaf1/Clstn1/Pmaip1/Emc2/Bbc3/Fis1/Tcaf2/Ssr3/Hspa4/Vamp2/Timm13/Golph3/Vps35/Srpr/Golga4/Stom/Tamalin/Calm3/Tomm40/Gga2 | 22 |
GO:0051222 | GO:0051222 | positive regulation of protein transport | 25/595 | 317/22853 | 0.0000010 | 0.0002260 | 0.0001879 | Oga/Ppp3cb/Sec24a/Tcaf1/Tmed10/Pmaip1/Sar1a/Bbc3/Arf1/Tm7sf3/Osbp/Kif5b/Fis1/Tcaf2/Mapk1/Vamp2/Ipo5/Golph3/Vps35/Hif1a/Stom/Tgfb3/Gli3/Ppia/Pfkfb2 | 25 |
GO:0090287 | GO:0090287 | regulation of cellular response to growth factor stimulus | 24/595 | 300/22853 | 0.0000013 | 0.0002745 | 0.0002282 | Spry1/Fbn2/Hspa5/Jcad/Tob1/Cyfip2/Got1/Aspn/Slc2a10/Spry2/Fbn1/Glg1/Fzd4/Spred3/Hif1a/Chrd/Hes1/Vegfd/Tgfb3/Lats1/Fstl1/Grem1/Ccn1/Slit2 | 24 |
GO:0006986 | GO:0006986 | response to unfolded protein | 14/595 | 118/22853 | 0.0000025 | 0.0004048 | 0.0003365 | Hspa9/Hspa5/Selenos/Dnajc3/Tm7sf3/Eif2ak2/Eif2ak3/Manf/Creb3l2/Ddit3/Atf4/Derl1/Tbl2/Hspb8 | 14 |
GO:0034976 | GO:0034976 | response to endoplasmic reticulum stress | 21/595 | 255/22853 | 0.0000038 | 0.0005397 | 0.0004487 | Hspa5/Selenos/Ufm1/Pmaip1/Dnajc3/Bbc3/Canx/Eif2ak2/Eif2ak3/Tmem259/Sesn2/Usp25/Manf/Creb3l2/Ddit3/Pdia3/Atf4/Derl1/Nfe2l1/Tbl2/Fbxo44 | 21 |
GO:0090092 | GO:0090092 | regulation of transmembrane receptor protein serine/threonine kinase signaling pathway | 21/595 | 255/22853 | 0.0000038 | 0.0005397 | 0.0004487 | Tgfbr1/Spry1/Fbn2/Hspa5/Tob1/Got1/Aspn/Nup93/Slc2a10/Spry2/Fbn1/Glg1/Spred3/Chrd/Hes1/Tgfb3/Lats1/Fstl1/Gdf11/Grem1/Ccn1 | 21 |
GO:0071692 | GO:0071692 | protein localization to extracellular region | 27/595 | 402/22853 | 0.0000079 | 0.0010224 | 0.0008500 | Oga/Ppp3cb/Sec24a/Fbn2/Cyp51/Copg1/Tmed10/Arf1/Ccdc186/Tm7sf3/Pfkl/Osbp/Hmgcr/Kif5b/Cdk16/Midn/Hmgn3/Fbn1/Ppp3ca/Golph3/Vps35/Rab11fip1/Hif1a/Tgfb3/Ppia/Pfkfb2/Arfip1 | 27 |
GO:0035150 | GO:0035150 | regulation of tube size | 16/595 | 172/22853 | 0.0000117 | 0.0012454 | 0.0010354 | Rhoa/Atp2b1/Icam1/Hmgcr/Shc1/Manf/Ahr/Htr1b/Ece1/Npr3/Prkg1/Cacna1g/Htr2a/Hif1a/Sod3/Ptprm | 16 |
GO:1901998 | GO:1901998 | toxin transport | 8/595 | 43/22853 | 0.0000131 | 0.0013554 | 0.0011269 | Copb2/Hspa5/Scfd1/Tcp1/Bbc3/Copz1/Nrp1/Mtmr12 | 8 |
GO:0003018 | GO:0003018 | vascular process in circulatory system | 19/595 | 235/22853 | 0.0000140 | 0.0014182 | 0.0011791 | Rhoa/Atp2b1/Icam1/Hmgcr/Amot/Shc1/Manf/Abcg2/Ahr/Htr1b/Ece1/Npr3/Prkg1/Cacna1g/Htr2a/Hif1a/Sod3/Ptprm/Slit2 | 19 |
GO:0034248 | GO:0034248 | regulation of cellular amide metabolic process | 28/595 | 446/22853 | 0.0000188 | 0.0018187 | 0.0015120 | Eif5a2/Abce1/Tmed10/Tob1/Dnajc3/Stat3/Ireb2/Eif2s3y/Eif2ak2/Eif2ak3/Sesn2/Cpeb4/Aars/Mapk1/Paip2b/Polr2g/Zfp36l1/Ago3/Cyp1b1/Eif5/Btg2/Fto/Sp1/Eif2s3x/Secisbp2l/Ncl/Npm1/Ccn1 | 28 |
GO:0002040 | GO:0002040 | sprouting angiogenesis | 13/595 | 123/22853 | 0.0000199 | 0.0018843 | 0.0015666 | Jcad/Rhoa/Adamts9/Ephb4/Reck/Nrp1/Plk2/Vegfd/Klf4/Akt3/Grem1/Slit2/Nr4a1 | 13 |
GO:0048880 | GO:0048880 | sensory system development | 26/595 | 427/22853 | 0.0000615 | 0.0041571 | 0.0034562 | Tgfbr1/Spry1/Lif/Cc2d2a/Stat3/Col5a2/Hdac2/Ahr/Spry2/Nhs/Nrp1/Sh3pxd2b/Fzd4/Rcn1/Atf4/Spred3/Fat1/Hif1a/Cyp1b1/Klf4/Sp1/Ptprm/Gdf11/Gli3/Hdac1/Zhx2 | 26 |
GO:0033688 | GO:0033688 | regulation of osteoblast proliferation | 6/595 | 28/22853 | 0.0000702 | 0.0046706 | 0.0038830 | Rhoa/Eif2ak2/Ahr/Npr3/Grem1/Ccn1 | 6 |
GO:0007015 | GO:0007015 | actin filament organization | 27/595 | 456/22853 | 0.0000717 | 0.0047008 | 0.0039082 | Arhgef10/Tgfbr1/Rnd3/Rhoa/Icam1/Cyfip2/Arf1/Rflnb/Marcks/Lima1/Synpo/Iqgap2/Actg1/Fchsd2/Gas2l3/Nrp1/Pak3/Sh3pxd2b/Dpysl3/Fat1/Pakap/Tgfb3/Lats1/Slit2/Arfip1/Rhobtb3/Actr2 | 27 |
GO:1902903 | GO:1902903 | regulation of supramolecular fiber organization | 24/595 | 389/22853 | 0.0000956 | 0.0059165 | 0.0049189 | Arhgef10/Tgfbr1/Rhoa/Mid1/Icam1/Cyfip2/Arf1/Lima1/Synpo/Iqgap2/Actg1/Hdac2/Fchsd2/Nrp1/Pak3/Vbp1/Map1a/Sh3pxd2b/Mid1ip1/Tgfb3/Lats1/Slit2/Arfip1/Actr2 | 24 |
GO:0031346 | GO:0031346 | positive regulation of cell projection organization | 26/595 | 440/22853 | 0.0001003 | 0.0061263 | 0.0050933 | Tgfbr1/Adamts1/Ndel1/Hspa5/Ndrg4/Lif/Ntn1/Marcks/Gpc2/Golga2/Map2k2/Creb3l2/Robo2/Nrp1/Pak3/Septin7/Fzd4/Eef1a1/Dpysl3/Golga4/Tgfb3/Il1rap/Rhoq/Setx/Actr2/Tox | 26 |
GO:0006486 | GO:0006486 | protein glycosylation | 15/595 | 190/22853 | 0.0001435 | 0.0077101 | 0.0064101 | Oga/Rxylt1/Gmppb/Tmem59/Ostc/Magt1/Alg14/Pofut2/Pgm3/Pomt2/Tmem258/Stt3a/Rpn1/Galnt11/Gxylt1 | 15 |
GO:0010631 | GO:0010631 | epithelial cell migration | 20/595 | 304/22853 | 0.0001538 | 0.0080650 | 0.0067051 | Tgfbr1/Jcad/Rhoa/Adamts9/Rras/Amot/Ephb4/Nrp1/Plk2/Hif1a/Cyp1b1/Klf4/Sp1/Fstl1/Ptprm/Plekhg5/Akt3/Grem1/Slit2/Nr4a1 | 20 |
GO:0001649 | GO:0001649 | osteoblast differentiation | 16/595 | 220/22853 | 0.0002251 | 0.0104783 | 0.0087115 | Fbn2/Tob1/Trp53inp2/Rspo2/Ahr/Cebpd/Sh3pxd2b/Tmem64/Atf4/H3f3a/Chrd/Ddx5/Gli3/Grem1/Ccn1/Gabbr1 | 16 |
GO:0031669 | GO:0031669 | cellular response to nutrient levels | 15/595 | 200/22853 | 0.0002516 | 0.0113297 | 0.0094193 | Srebf2/Hspa5/Pmaip1/Ireb2/Brsk1/Eif2ak2/Eif2ak3/Sesn2/Cpeb4/Lars/Mapk1/Pdia3/Atf4/Fads1/Tbl2 | 15 |
GO:0032956 | GO:0032956 | regulation of actin cytoskeleton organization | 22/595 | 369/22853 | 0.0002973 | 0.0128659 | 0.0106965 | Arhgef10/Tgfbr1/Rnd3/Rhoa/Icam1/Cyfip2/Arf1/Lima1/Synpo/Iqgap2/Actg1/Hdac2/Fchsd2/Nrp1/Pak3/Sh3pxd2b/Tgfb3/Lats1/Slit2/Arfip1/Rhobtb3/Actr2 | 22 |
GO:0009743 | GO:0009743 | response to carbohydrate | 15/595 | 204/22853 | 0.0003113 | 0.0133453 | 0.0110951 | Ppp3cb/Icam1/Ccdc186/Pfkl/Osbp/Hmgcr/Kif5b/Cdk16/Sesn2/Hmgn3/Vamp2/Ppp3ca/Zfp36l1/Hif1a/Pfkfb2 | 15 |
GO:0048762 | GO:0048762 | mesenchymal cell differentiation | 16/595 | 236/22853 | 0.0004919 | 0.0169392 | 0.0140830 | Tgfbr1/Spry1/Pofut2/Wnt16/Rflnb/Hdac2/Spry2/Nrp1/Mapk1/Usf3/Spred3/Hif1a/Hes1/Ddx5/Tgfb3/Grem1 | 16 |
GO:0032535 | GO:0032535 | regulation of cellular component size | 23/595 | 417/22853 | 0.0006494 | 0.0209799 | 0.0174424 | Tmem123/Ndel1/Rhoa/Rab5a/Icam1/Cyfip2/Arf1/Ntn1/Lima1/Arhgap5/Iqgap2/Ahr/Lars/Fchsd2/Nrp1/Pak3/Golga4/Lats1/Npm1/Akt3/Slit2/Arfip1/Actr2 | 23 |
GO:0044262 | GO:0044262 | cellular carbohydrate metabolic process | 18/595 | 291/22853 | 0.0006703 | 0.0213444 | 0.0177454 | Stbd1/Idh1/Inpp5a/Ddb1/Pmaip1/Got1/Bpnt2/Stat3/Midn/Sesn2/Abcg2/Gbe1/Nfe2l1/Gyg/Hif1a/Ier3/Supt20/Pfkfb2 | 18 |
GO:0009914 | GO:0009914 | hormone transport | 21/595 | 374/22853 | 0.0008766 | 0.0255430 | 0.0212361 | Oga/Ppp3cb/Rab1a/Slc7a5/Lif/Ccdc186/Tm7sf3/Pfkl/Osbp/Hmgcr/Kif5b/Cdk16/Midn/Hmgn3/Vamp2/Ppp3ca/Fzd4/Rab11fip1/Hif1a/Pfkfb2/Gabbr1 | 21 |
GO:1903829 | GO:1903829 | positive regulation of cellular protein localization | 17/595 | 277/22853 | 0.0010192 | 0.0285749 | 0.0237567 | Tcaf1/Pmaip1/Tcp1/Lif/Bbc3/Kif5b/Eif2ak3/Fis1/Sesn2/Tcaf2/Gnl3l/Mapk1/Ipo5/Map1a/Stom/Gli3/Npm1 | 17 |
GO:0090276 | GO:0090276 | regulation of peptide hormone secretion | 15/595 | 231/22853 | 0.0011294 | 0.0306998 | 0.0255233 | Oga/Ppp3cb/Lif/Tm7sf3/Pfkl/Osbp/Hmgcr/Kif5b/Cdk16/Midn/Hmgn3/Ppp3ca/Hif1a/Pfkfb2/Gabbr1 | 15 |
GO:0045454 | GO:0045454 | cell redox homeostasis | 5/595 | 31/22853 | 0.0011409 | 0.0308239 | 0.0256266 | Selenos/Slc2a10/Nnt/Ddit3/Nfe2l1 | 5 |
GO:0019318 | GO:0019318 | hexose metabolic process | 16/595 | 256/22853 | 0.0011724 | 0.0311341 | 0.0258845 | Ddb1/Pmaip1/Pofut2/Pfkl/Dcxr/Man1c1/Midn/Sesn2/Cbr2/Fbn1/Atf4/Nfe2l1/Hif1a/Supt20/Pdha1/Pfkfb2 | 16 |
GO:1901214 | GO:1901214 | regulation of neuron death | 21/595 | 383/22853 | 0.0011803 | 0.0311341 | 0.0258845 | Inpp5a/Rhoa/Pmaip1/Bbc3/Stat3/Fis1/Elk1/Tmem259/Cpeb4/Aars/Nrp1/Pak3/Ddit3/Atf4/Vps35/Grid2/Hif1a/Tgfb3/Btg2/Nfatc4/Npm1 | 21 |
GO:1903532 | GO:1903532 | positive regulation of secretion by cell | 20/595 | 360/22853 | 0.0013083 | 0.0329620 | 0.0274041 | Oga/Ppp3cb/Sec24a/Vip/Rab27b/Tmed10/Rab5a/Lif/Arf1/Tm7sf3/Osbp/Kif5b/Golph3/Cacna1g/Vps35/Hif1a/Tgfb3/Ppia/Pfkfb2/Gabbr1 | 20 |
GO:1902850 | GO:1902850 | microtubule cytoskeleton organization involved in mitosis | 11/595 | 146/22853 | 0.0015678 | 0.0376291 | 0.0312843 | Kpnb1/Arhgef10/Spry1/Map4/Ndel1/Rhoa/Cltc/Golga2/Spry2/Plk2/2610002M06Rik | 11 |
GO:0072521 | GO:0072521 | purine-containing compound metabolic process | 21/595 | 392/22853 | 0.0015700 | 0.0376291 | 0.0312843 | Oga/Cs/Rhoa/Acat1/Pfkl/Hmgcr/Stat3/Dpyd/Crot/Slc27a3/Pnp/Gnai3/Htr2a/Adcy1/Prpsap2/Hif1a/Ier3/Pdha1/Pfkfb2/Rhoq/Prps1 | 21 |
GO:1990928 | GO:1990928 | response to amino acid starvation | 6/595 | 49/22853 | 0.0016413 | 0.0387128 | 0.0321852 | Eif2ak2/Eif2ak3/Sesn2/Lars/Mapk1/Atf4 | 6 |
GO:0043555 | GO:0043555 | regulation of translation in response to stress | 4/595 | 21/22853 | 0.0019133 | 0.0415627 | 0.0345546 | Dnajc3/Eif2ak3/Sesn2/Npm1 | 4 |
GO:0032233 | GO:0032233 | positive regulation of actin filament bundle assembly | 7/595 | 68/22853 | 0.0019217 | 0.0415627 | 0.0345546 | Arhgef10/Tgfbr1/Rhoa/Synpo/Nrp1/Sh3pxd2b/Tgfb3 | 7 |
GO:0090162 | GO:0090162 | establishment of epithelial cell polarity | 5/595 | 35/22853 | 0.0020011 | 0.0428894 | 0.0356576 | Rhoa/Myo9a/Golph3/Fat1/Hes1 | 5 |
GO:0034599 | GO:0034599 | cellular response to oxidative stress | 16/595 | 271/22853 | 0.0021004 | 0.0448021 | 0.0372478 | Adnp2/Selenos/Pycr1/Ptprk/Wnt16/Prkra/Sesn2/Hdac2/Mapk1/Atf4/Nfe2l1/Hif1a/Sod3/Cyp1b1/Ppia/Setx | 16 |
GO:0019693 | GO:0019693 | ribose phosphate metabolic process | 20/595 | 376/22853 | 0.0021804 | 0.0459502 | 0.0382023 | Cs/Rhoa/Acat1/Pfkl/Hmgcr/Stat3/Dpyd/Crot/Slc27a3/Pnp/Gnai3/Htr2a/Adcy1/Prpsap2/Hif1a/Ier3/Pdha1/Pfkfb2/Rhoq/Prps1 | 20 |
GO:0051054 | GO:0051054 | positive regulation of DNA metabolic process | 14/595 | 223/22853 | 0.0022294 | 0.0462108 | 0.0384190 | Oga/Parm1/Tcp1/Kmt5b/Mapk1/Pak3/Pnp/Cyp1b1/Klf4/Npm1/Grem1/Actr2/Eya4/Tox | 14 |
GO:0043271 | GO:0043271 | negative regulation of ion transport | 12/595 | 176/22853 | 0.0022867 | 0.0462108 | 0.0384190 | Vip/Grk6/Icam1/Tcaf2/Ahr/Htr1b/Atf4/Htr2a/Hes1/Kcne4/Calm3/Gabbr1 | 12 |
GO:0061299 | GO:0061299 | retina vasculature morphogenesis in camera-type eye | 3/595 | 11/22853 | 0.0024786 | 0.0474233 | 0.0394270 | Nrp1/Fzd4/Cyp1b1 | 3 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0030135 | GO:0030135 | coated vesicle | 30/595 | 199/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Copb2/Kdelr2/Sec24d/Sec24a/Copg1/Sec31a/Rab27b/Tmed10/Copa/Lman1/Sar1a/Arf1/Copz2/Sec23a/Yipf5/Copz1/Cltc/Golga2/Copb1/Clint1/Kdelr3/Tmed9/Vamp2/Ece1/Vti1b/Golga5/Sec23ip/Gga2/Dipk2a/Uso1 | 30 |
GO:0030120 | GO:0030120 | vesicle coat | 14/595 | 54/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Copb2/Sec24d/Sec24a/Copg1/Sec31a/Copa/Sar1a/Copz2/Sec23a/Copz1/Cltc/Copb1/Clint1/Dipk2a | 14 |
GO:0000139 | GO:0000139 | Golgi membrane | 26/595 | 267/22838 | 0.0000000 | 0.0000005 | 0.0000004 | Copb2/Kdelr2/Scfd1/Copg1/Rab1a/Tmed10/Lman1/Arf1/Sec23a/Osbp/Golim4/Rab6a/Man1c1/Qsox2/Golga2/Kdelr3/Creb3l2/Slc35b1/Glg1/Ndfip1/Gnai3/Golga5/Arfgef2/Dipk2a/Arfip1/Uso1 | 26 |
GO:0062023 | GO:0062023 | collagen-containing extracellular matrix | 25/595 | 393/22838 | 0.0000424 | 0.0009509 | 0.0007858 | Lgalsl/Col12a1/Adamts1/Fbn2/Fam20b/Lman1/Adamts5/Aspn/Ntn1/Gpc6/Gpc2/Col5a2/Col23a1/Col1a2/Col11a2/Fbn1/Plxdc2/Atrnl1/Sod3/Gpc4/Tgfb3/Ogn/Ccn1/Slit2/Adamts10 | 25 |
GO:0098978 | GO:0098978 | glutamatergic synapse | 20/595 | 319/22838 | 0.0002923 | 0.0062655 | 0.0051772 | Ppp3cb/Flrt3/Rhoa/Clstn1/Atp2b1/Apba1/Synpo/Nrp1/Pak3/Plat/Ppp2r1a/Plppr4/Ppp3ca/Fzd4/Vps35/Grid2/Adcy1/Gpc4/Tamalin/Il1rap | 20 |
GO:0016607 | GO:0016607 | nuclear speck | 19/595 | 343/22838 | 0.0017795 | 0.0240451 | 0.0198686 | Rbm14/Rbm39/Luc7l2/Srrm2/Prx/Son/Nrde2/Prcc/Ccnl1/Ckap4/Lhpp/Fbxl4/Hif1a/Fto/Brd2/Dazap2/Nfatc4/Gli3/Npm1 | 19 |
GO:0030027 | GO:0030027 | lamellipodium | 12/595 | 174/22838 | 0.0020904 | 0.0264246 | 0.0218348 | Rhoa/Myo9b/Amot/Palld/Fgd4/Iqgap2/Dpysl3/Fat1/Arhgef6/Ptprm/Plekhg5/Actr2 | 12 |
GO:0001527 | GO:0001527 | microfibril | 3/595 | 13/22838 | 0.0041403 | 0.0443737 | 0.0366662 | Fbn2/Fbn1/Adamts10 | 3 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count |
---|
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:1904951 | GO:1904951 | positive regulation of establishment of protein localization | 27/481 | 333/22853 | 0.0000000 | 0.0000037 | 0.0000032 | Oga/Ppp3cb/Ipo5/Ppia/Tcp1/Tgfb3/Ptgs2/Flna/Tcaf2/Tcaf1/Tomm70a/Pmaip1/Actr3/Cct8/Tmed10/Golph3/Mapk1/Cct3/Cct5/Malrd1/Arf1/Dnm1l/Cct6a/Unc13b/Ppm1a/Sar1a/Sh3glb1 | 27 |
GO:1904816 | GO:1904816 | positive regulation of protein localization to chromosome, telomeric region | 7/481 | 13/22853 | 0.0000000 | 0.0000037 | 0.0000032 | Tcp1/Gnl3/Cct8/Gnl3l/Cct3/Cct5/Cct6a | 7 |
GO:0048660 | GO:0048660 | regulation of smooth muscle cell proliferation | 17/481 | 178/22853 | 0.0000002 | 0.0001343 | 0.0001139 | Cnn1/Rhoa/Htr1b/Tgfb3/Vip/Ptgs2/Shc1/Hmgcr/Tpm1/Pdgfd/Sf1/Adamts1/Tert/Gnai3/Ern1/Pik3ca/Ctnnbip1 | 17 |
GO:0072594 | GO:0072594 | establishment of protein localization to organelle | 27/481 | 415/22853 | 0.0000003 | 0.0001343 | 0.0001139 | Kpnb1/Ipo5/Ufm1/Tcp1/Vps37a/Tomm40/Hspa4/Tspan17/Ptgs2/Flna/Nxt2/Tomm70a/Pmaip1/Cct8/Nup93/Mapk1/Tert/Ssr3/Cct3/Srp54a/Sec61b/E2f3/Cct5/Srp9/Cct6a/Ddx5/Sh3glb1 | 27 |
GO:0007015 | GO:0007015 | actin filament organization | 28/481 | 456/22853 | 0.0000005 | 0.0001891 | 0.0001604 | Rhoa/Acta1/Arpc5/Actg1/Lima1/Tmsb4x/Dpysl3/Dstn/Arhgef10/Ccn2/Tgfb3/Tgfbr1/Coro6/Flna/Tpm1/Tnfaip1/Cfl2/Actr3/Rnd3/Msrb1/Pdxp/Srf/Myo5a/Arf1/Rflnb/Swap70/Actr2/Pik3ca | 28 |
GO:0032535 | GO:0032535 | regulation of cellular component size | 26/481 | 417/22853 | 0.0000010 | 0.0002793 | 0.0002369 | Tmem123/Rhoa/Arpc5/Akt3/Lima1/Tmsb4x/Dstn/Picalm/Rab5a/Npm1/Tnfrsf12a/Tpm1/Cfl2/Actr3/Pdxp/Srf/Prkg2/Lars/Arf1/Wdr36/Swap70/Chmp3/Ndel1/Actr2/Fgf13/Pik3ca | 26 |
GO:0006888 | GO:0006888 | endoplasmic reticulum to Golgi vesicle-mediated transport | 13/481 | 116/22853 | 0.0000010 | 0.0002793 | 0.0002369 | Copb2/Vcp/Lman1/Rab1a/Kdelr2/Sec22a/Tmed10/Copg1/Scfd1/Arf1/Yif1b/Sar1a/Spast | 13 |
GO:0006891 | GO:0006891 | intra-Golgi vesicle-mediated transport | 7/481 | 27/22853 | 0.0000011 | 0.0002793 | 0.0002369 | Copb2/Copz1/Rab6a/Copz2/Copg1/Cog5/Vti1b | 7 |
GO:0051222 | GO:0051222 | positive regulation of protein transport | 22/481 | 317/22853 | 0.0000012 | 0.0002826 | 0.0002397 | Oga/Ppp3cb/Ipo5/Ppia/Tgfb3/Ptgs2/Flna/Tcaf2/Tcaf1/Tomm70a/Pmaip1/Actr3/Tmed10/Golph3/Mapk1/Malrd1/Arf1/Dnm1l/Unc13b/Ppm1a/Sar1a/Sh3glb1 | 22 |
GO:1901998 | GO:1901998 | toxin transport | 8/481 | 43/22853 | 0.0000028 | 0.0005588 | 0.0004739 | Copb2/Tcp1/Copz1/Cct8/Cct3/Cct5/Scfd1/Cct6a | 8 |
GO:0055001 | GO:0055001 | muscle cell development | 17/481 | 219/22853 | 0.0000043 | 0.0006909 | 0.0005860 | Ldb3/Afg3l2/Acta1/Actg1/Map2k4/Hdac2/Pbrm1/Slc25a4/Pdlim5/Tpm1/Cav2/Tomm70a/Cfl2/Dmd/Srf/Itgb1/Rgs2 | 17 |
GO:1902903 | GO:1902903 | regulation of supramolecular fiber organization | 23/481 | 389/22853 | 0.0000098 | 0.0011531 | 0.0009779 | Rhoa/Arpc5/Actg1/Lima1/Tmsb4x/Dstn/Vbp1/Arhgef10/Ccn2/Tgfb3/Tgfbr1/Flna/Hdac2/Tpm1/Cfl2/Actr3/Pdxp/Mid1ip1/Arf1/Swap70/Actr2/Fgf13/Pik3ca | 23 |
GO:0006486 | GO:0006486 | protein glycosylation | 15/481 | 190/22853 | 0.0000129 | 0.0013350 | 0.0011322 | Oga/Rxylt1/Gxylt1/Alg14/Magt1/Ostc/Pmm2/Rpn2/Large1/Ext1/Gmppb/C1galt1c1/Tmem258/Ddost/Alg10b | 15 |
GO:2001233 | GO:2001233 | regulation of apoptotic signaling pathway | 23/481 | 403/22853 | 0.0000172 | 0.0016146 | 0.0013694 | Inhba/Slc25a5/Ppia/Pea15a/Tgfbr1/Ptgs2/Hdac2/Tnfrsf12a/Pdia3/Hdac1/Pmaip1/Selenos/Prkra/Ivns1abp/Ppp2r1a/Tert/Gnai3/Skil/Bcl10/Dnm1l/Vdac2/Pik3cb/Sh3glb1 | 23 |
GO:0009100 | GO:0009100 | glycoprotein metabolic process | 20/481 | 331/22853 | 0.0000271 | 0.0024361 | 0.0020661 | Oga/Rxylt1/Gxylt1/Alg14/Bpnt2/Magt1/Rab1a/Fam20b/Ostc/Pmm2/Rpn2/Large1/Ext1/Golph3/Adamts12/Gmppb/C1galt1c1/Tmem258/Ddost/Alg10b | 20 |
GO:0032956 | GO:0032956 | regulation of actin cytoskeleton organization | 21/481 | 369/22853 | 0.0000413 | 0.0031413 | 0.0026642 | Rhoa/Arpc5/Actg1/Lima1/Tmsb4x/Dstn/Arhgef10/Ccn2/Tgfb3/Tgfbr1/Flna/Hdac2/Tpm1/Cfl2/Actr3/Rnd3/Pdxp/Arf1/Swap70/Actr2/Pik3ca | 21 |
GO:0022411 | GO:0022411 | cellular component disassembly | 22/481 | 402/22853 | 0.0000489 | 0.0034920 | 0.0029616 | Oga/Abce1/Eif5a2/Ufm1/Vcp/Slc25a5/Lima1/Dstn/Tgfb3/Tgfbr1/Slc25a4/Tpm1/Cfl2/Pdxp/Mid1ip1/Wipi1/Dnm1l/Swap70/Ndel1/Fgf13/Pik3ca/Spast | 22 |
GO:1902850 | GO:1902850 | microtubule cytoskeleton organization involved in mitosis | 12/481 | 146/22853 | 0.0000635 | 0.0043082 | 0.0036538 | Kpnb1/Rhoa/Vcp/Arhgef10/Map4/Flna/Spry1/Zfp207/Itgb1/Ndel1/Stil/Spast | 12 |
GO:0051656 | GO:0051656 | establishment of organelle localization | 22/481 | 411/22853 | 0.0000678 | 0.0044547 | 0.0037781 | Kpnb1/Abce1/Picalm/Rab1a/Rab27b/Map4/Npm1/Spry1/Ap3m1/Hook3/Actr3/Tmed10/Copg1/Wipi1/Itgb1/Myo5a/Arf1/Ndel1/Actr2/Actr10/Sar1a/Spast | 22 |
GO:0051054 | GO:0051054 | positive regulation of DNA metabolic process | 15/481 | 223/22853 | 0.0000827 | 0.0050980 | 0.0043237 | Oga/Tcp1/Blm/Gnl3/Npm1/Kmt5b/Cct8/Mapk1/Cct3/Cct5/Smchd1/Dhx36/Cct6a/Usp7/Actr2 | 15 |
GO:0045933 | GO:0045933 | positive regulation of muscle contraction | 7/481 | 51/22853 | 0.0000911 | 0.0053357 | 0.0045253 | Rhoa/Ccn2/Ptgs2/F2r/Srf/Sphk1/Rgs2 | 7 |
GO:0043244 | GO:0043244 | regulation of protein-containing complex disassembly | 11/481 | 129/22853 | 0.0000916 | 0.0053357 | 0.0045253 | Oga/Eif5a2/Lima1/Dstn/Tpm1/Cfl2/Pdxp/Mid1ip1/Swap70/Fgf13/Pik3ca | 11 |
GO:0030239 | GO:0030239 | myofibril assembly | 8/481 | 69/22853 | 0.0000986 | 0.0055913 | 0.0047420 | Ldb3/Acta1/Actg1/Hdac2/Tpm1/Cfl2/Srf/Itgb1 | 8 |
GO:0034976 | GO:0034976 | response to endoplasmic reticulum stress | 16/481 | 255/22853 | 0.0001098 | 0.0059000 | 0.0050038 | Ufm1/Vcp/Tmem259/Dnajc3/Derl1/Pdia3/Tbl2/Ccdc47/Pmaip1/Selenos/Rnf103/Sec61b/Canx/Ern1/Gorasp2/Tmem117 | 16 |
GO:0006936 | GO:0006936 | muscle contraction | 18/481 | 312/22853 | 0.0001216 | 0.0064503 | 0.0054706 | Rhoa/Cacna2d1/Ccn2/Npy1r/Ptgs2/Shc1/Flna/Tpm1/Dmd/Atp1b1/F2r/Srf/Atp2b1/Sphk1/Fgf13/Pik3ca/Rgs2/Setd3 | 18 |
GO:0051653 | GO:0051653 | spindle localization | 7/481 | 56/22853 | 0.0001666 | 0.0083079 | 0.0070460 | Kpnb1/Map4/Spry1/Actr3/Itgb1/Ndel1/Actr2 | 7 |
GO:0045765 | GO:0045765 | regulation of angiogenesis | 17/481 | 302/22853 | 0.0002487 | 0.0107401 | 0.0091088 | Akt3/Rras/Pgk1/Jcad/Vash2/Cd59a/Sh2b3/Shc1/Tnfrsf12a/Amot/Lif/Adamts1/Tert/Itgb1/Bmper/Sphk1/Pik3cb | 17 |
GO:0048872 | GO:0048872 | homeostasis of number of cells | 19/481 | 360/22853 | 0.0002502 | 0.0107401 | 0.0091088 | Ppp3cb/Hspa9/Inhba/Slc25a5/Akt3/Exoc6/Sh2b3/Rcor1/Pmaip1/Ext1/F2r/Srf/Ireb2/Skil/Rps24/Bcl10/Myct1/Cfh/Pik3cb | 19 |
GO:0098656 | GO:0098656 | anion transmembrane transport | 13/481 | 194/22853 | 0.0002518 | 0.0107401 | 0.0091088 | Grk6/Slc25a5/Slc25a29/Slc7a5/Slc35b1/Tcaf2/Slc25a4/Slc25a13/Tcaf1/Slc26a2/Itgb1/Vdac2/Rgs2 | 13 |
GO:0048588 | GO:0048588 | developmental cell growth | 16/481 | 275/22853 | 0.0002598 | 0.0107522 | 0.0091190 | Map2k4/Picalm/Tnfrsf12a/Slc25a4/Pdlim5/Tomm70a/Actr3/Ext1/Srf/Itgb1/Wdr36/Ndel1/Fgf13/Flrt3/Rgs2/Sh3glb1 | 16 |
GO:0090288 | GO:0090288 | negative regulation of cellular response to growth factor stimulus | 9/481 | 104/22853 | 0.0003528 | 0.0133949 | 0.0113603 | Cd59a/Spry1/Adamts12/Sost/Skil/Bmper/Ppm1a/Fstl3/Pik3cb | 9 |
GO:0022613 | GO:0022613 | ribonucleoprotein complex biogenesis | 20/481 | 411/22853 | 0.0004942 | 0.0177831 | 0.0150820 | Rpl7/Abce1/Ddx54/Nhp2/Rps16/Dis3/Npm1/Rpsa/Ncl/Nop56/Luc7l2/Rpl14/Gnl3l/Eif5/Mrto4/Rps24/Wdr36/Rplp0/Rpl10/Tsr2 | 20 |
GO:1903522 | GO:1903522 | regulation of blood circulation | 15/481 | 264/22853 | 0.0005138 | 0.0181712 | 0.0154112 | Rhoa/Cacna2d1/Ccn2/Npy1r/Ptgs2/Shc1/Flna/Hmgcr/Tpm1/Dmd/Atp1b1/F2r/Atp2b1/Fgf13/Rgs2 | 15 |
GO:1903792 | GO:1903792 | negative regulation of anion transport | 5/481 | 33/22853 | 0.0005901 | 0.0205203 | 0.0174034 | Grk6/Htr1b/Tcaf2/Prkg2/Rgs2 | 5 |
GO:0060537 | GO:0060537 | muscle tissue development | 22/481 | 482/22853 | 0.0006250 | 0.0211988 | 0.0179789 | Rhoa/Acta1/Map2k4/Maff/Tgfbr1/Meg3/Hdac2/Slc25a4/Pdlim5/Schip1/Hmgcr/Tpm1/Cav2/Tomm70a/Cfl2/Dmd/Mapk1/Srf/Skil/Itgb1/Ddx5/Rgs2 | 22 |
GO:0050821 | GO:0050821 | protein stabilization | 12/481 | 190/22853 | 0.0007303 | 0.0227721 | 0.0193132 | Tcp1/Rassf1/Npm1/Flna/Prkra/Cct8/Zfp207/Atp1b1/Cct3/Cct5/Cct6a/Usp7 | 12 |
GO:0007339 | GO:0007339 | binding of sperm to zona pellucida | 6/481 | 52/22853 | 0.0007557 | 0.0230261 | 0.0195286 | Tcp1/Cct8/Cct3/Cct5/Cct6a/Vdac2 | 6 |
GO:0016236 | GO:0016236 | macroautophagy | 13/481 | 222/22853 | 0.0009027 | 0.0249013 | 0.0211190 | Stbd1/Ufm1/Vcp/Slc25a5/Rab1a/Slc25a4/Gnai3/Wipi1/Scfd1/Myo5a/Vti1b/Trp53inp2/Sh3glb1 | 13 |
GO:0010720 | GO:0010720 | positive regulation of cell development | 18/481 | 377/22853 | 0.0011516 | 0.0299693 | 0.0254172 | Picalm/Flna/Hdac2/Tnfrsf12a/Map2k2/Cyp51/Hdac1/Lif/Actr3/Lims1/Srf/Skil/Dhx36/Dnm1l/Rheb/Ndel1/Actr2/Sh3glb1 | 18 |
GO:0001558 | GO:0001558 | regulation of cell growth | 20/481 | 450/22853 | 0.0014928 | 0.0361250 | 0.0306380 | Adnp2/Rhoa/Inhba/Picalm/Tgfbr1/Npm1/Tnfrsf12a/Slc25a4/Tomm70a/Adipor1/Actr3/Srf/Rbbp7/Sphk1/Wdr36/Ndel1/Igfbp7/Fgf13/Rgs2/Sh3glb1 | 20 |
GO:0003018 | GO:0003018 | vascular process in circulatory system | 13/481 | 235/22853 | 0.0015110 | 0.0361421 | 0.0306524 | Rhoa/Htr1b/Npy1r/Ptgs2/Shc1/Amot/Hmgcr/Ext1/Abcg2/F2r/Atp2b1/Rgs2/Ctnnbip1 | 13 |
GO:0036465 | GO:0036465 | synaptic vesicle recycling | 7/481 | 81/22853 | 0.0015932 | 0.0376724 | 0.0319503 | Ppp3cb/Actg1/Picalm/Rab5a/Rab27b/Dnm1l/Canx | 7 |
GO:0060324 | GO:0060324 | face development | 6/481 | 61/22853 | 0.0017586 | 0.0402788 | 0.0341608 | Rras/Tgfb3/Map2k2/Schip1/Mapk1/Srf | 6 |
GO:0050805 | GO:0050805 | negative regulation of synaptic transmission | 7/481 | 83/22853 | 0.0018354 | 0.0408212 | 0.0346208 | Htr1b/Rap1b/Ptgs2/Grid2/Srf/Myo5a/Arf1 | 7 |
GO:0035592 | GO:0035592 | establishment of protein localization to extracellular region | 18/481 | 395/22853 | 0.0019267 | 0.0417417 | 0.0354015 | Oga/Ppp3cb/Ppia/Tgfb3/Hmgn3/Cdk16/Cyp51/Hmgcr/Tmed10/Golph3/Copg1/F2r/Malrd1/Myo5a/Arf1/Dnm1l/Unc13b/Tmem167 | 18 |
GO:0060998 | GO:0060998 | regulation of dendritic spine development | 7/481 | 84/22853 | 0.0019667 | 0.0419197 | 0.0355524 | Hdac2/Sdk1/Actr3/Dhx36/Arf1/Dnm1l/Actr2 | 7 |
GO:0035051 | GO:0035051 | cardiocyte differentiation | 11/481 | 186/22853 | 0.0020261 | 0.0419197 | 0.0355524 | Map2k4/Hdac2/Pbrm1/Slc25a4/Pdlim5/Tomm70a/Mapk1/Srf/Itgb1/Dhx36/Rgs2 | 11 |
GO:0030168 | GO:0030168 | platelet activation | 7/481 | 86/22853 | 0.0022511 | 0.0442621 | 0.0375391 | Ppia/Sh2b3/F2r/Srf/C1galt1c1/Cfh/Pik3cb | 7 |
GO:0001942 | GO:0001942 | hair follicle development | 8/481 | 111/22853 | 0.0024225 | 0.0459838 | 0.0389993 | Inhba/Gorab/Ptgs2/Hdac2/Hdac1/Ext1/Nsun2/Myo5a | 8 |
GO:0003301 | GO:0003301 | physiological cardiac muscle hypertrophy | 5/481 | 45/22853 | 0.0024707 | 0.0462623 | 0.0392354 | Map2k4/Slc25a4/Pdlim5/Tomm70a/Rgs2 | 5 |
GO:0061049 | GO:0061049 | cell growth involved in cardiac muscle cell development | 5/481 | 45/22853 | 0.0024707 | 0.0462623 | 0.0392354 | Map2k4/Slc25a4/Pdlim5/Tomm70a/Rgs2 | 5 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0140534 | GO:0140534 | endoplasmic reticulum protein-containing complex | 14/483 | 128/22838 | 0.0000006 | 0.0001443 | 0.0001106 | Hsd17b12/Vcp/Alg14/Srebf2/Magt1/Derl1/Ostc/Pdia3/Rpn2/Selenos/Sec61b/Tmem258/Ern1/Ddost | 14 |
GO:0005832 | GO:0005832 | chaperonin-containing T-complex | 5/483 | 10/22838 | 0.0000010 | 0.0001607 | 0.0001232 | Tcp1/Cct8/Cct3/Cct5/Cct6a | 5 |
GO:0005798 | GO:0005798 | Golgi-associated vesicle | 11/483 | 88/22838 | 0.0000025 | 0.0002516 | 0.0001929 | Copb2/Zdhhc13/Copz1/Rab27b/Copz2/Kdelr2/Tmed10/Copg1/Scfd1/Arf1/Erc2 | 11 |
GO:0000139 | GO:0000139 | Golgi membrane | 19/483 | 267/22838 | 0.0000046 | 0.0002921 | 0.0002239 | Copb2/Zdhhc13/Lman1/Rab1a/Golim4/Slc35b1/Qsox2/Rab6a/Kdelr2/Actr3/Tmed10/Copg1/Gnai3/Scfd1/Rab2a/Arf1/Dnm1l/Gorasp2/Yif1b | 19 |
GO:0005838 | GO:0005838 | proteasome regulatory particle | 6/483 | 23/22838 | 0.0000064 | 0.0003296 | 0.0002527 | Psmd14/Psmd1/Psmd3/Psmd7/Psmd13/Psmd2 | 6 |
GO:1905369 | GO:1905369 | endopeptidase complex | 9/483 | 70/22838 | 0.0000163 | 0.0006204 | 0.0004756 | Vcp/Psmd14/Psmd1/Psma2/Psma1/Psmd3/Psmd7/Psmd13/Psmd2 | 9 |
GO:0022626 | GO:0022626 | cytosolic ribosome | 11/483 | 110/22838 | 0.0000219 | 0.0006204 | 0.0004756 | Rpl7/Rps23/Rps16/Rpsa/Rpl14/Rpl15/Rps10/Rps24/Rpl8/Rplp0/Rpl10 | 11 |
GO:0030016 | GO:0030016 | myofibril | 16/483 | 222/22838 | 0.0000222 | 0.0006204 | 0.0004756 | Rpl7/Ppp3cb/Myl9/Ldb3/Acta1/Actg1/Lman1/Palld/Flna/Pdlim5/Tpm1/Cfl2/Rpl15/Dmd/Fhl3/Arf1 | 16 |
GO:0030126 | GO:0030126 | COPI vesicle coat | 4/483 | 12/22838 | 0.0000855 | 0.0017948 | 0.0013757 | Copb2/Copz1/Copz2/Copg1 | 4 |
GO:0001725 | GO:0001725 | stress fiber | 9/483 | 88/22838 | 0.0001023 | 0.0018408 | 0.0014109 | Myl9/Ldb3/Acta1/Lima1/Palld/Pdlim5/Amot/Tpm1/Fhl3 | 9 |
GO:0001726 | GO:0001726 | ruffle | 11/483 | 153/22838 | 0.0004261 | 0.0056512 | 0.0043316 | Rhoa/Lima1/Jcad/Rab5a/Tnfrsf12a/Amot/Tpm1/Actr3/Pdxp/Itgb1/Myo5a | 11 |
GO:0098984 | GO:0098984 | neuron to neuron synapse | 17/483 | 359/22838 | 0.0017924 | 0.0194192 | 0.0148848 | Rpl7/Cnn3/Picalm/Map4/Pdlim5/Rpl14/Dmd/Grid2/Rpl8/Rnf19a/Rheb/Unc13b/Rplp0/Plcb4/Actr2/Flrt3/Erc2 | 17 |
GO:0045121 | GO:0045121 | membrane raft | 18/483 | 393/22838 | 0.0019207 | 0.0197862 | 0.0151661 | Slc25a5/Pgk1/Tgfbr1/Rab5a/Ptgs2/Slc25a4/Cav2/Abcg2/Dmd/Gja3/Mapk1/Atp1b1/F2r/Atp2b1/Gnai3/Itgb1/Bcl10/Vdac2 | 18 |
GO:0046930 | GO:0046930 | pore complex | 4/483 | 26/22838 | 0.0020417 | 0.0201765 | 0.0154653 | Slc25a5/Tomm40/Slc25a4/Vdac2 | 4 |
GO:0098562 | GO:0098562 | cytoplasmic side of membrane | 11/483 | 194/22838 | 0.0029150 | 0.0277197 | 0.0212472 | Litaf/Rhoa/Esyt1/Rab5a/Cdk16/Map2k2/Cav2/Atp2b1/Gnai3/Gnb2/Rgs2 | 11 |
GO:0016581 | GO:0016581 | NuRD complex | 3/483 | 16/22838 | 0.0042881 | 0.0357630 | 0.0274123 | Hdac2/Hdac1/Rbbp7 | 3 |
GO:0090545 | GO:0090545 | CHD-type complex | 3/483 | 16/22838 | 0.0042881 | 0.0357630 | 0.0274123 | Hdac2/Hdac1/Rbbp7 | 3 |
GO:0014069 | GO:0014069 | postsynaptic density | 15/483 | 328/22838 | 0.0044872 | 0.0364456 | 0.0279355 | Rpl7/Cnn3/Picalm/Map4/Pdlim5/Rpl14/Dmd/Grid2/Rpl8/Rheb/Rplp0/Plcb4/Actr2/Flrt3/Erc2 | 15 |
GO:0030055 | GO:0030055 | cell-substrate junction | 10/483 | 180/22838 | 0.0051213 | 0.0403300 | 0.0309129 | Lima1/Palld/Map2k2/Cav2/Actr3/Dmd/Lims1/Mapk1/Itgb1/Flrt3 | 10 |
GO:0031965 | GO:0031965 | nuclear membrane | 12/483 | 242/22838 | 0.0056462 | 0.0430929 | 0.0330307 | Kpnb1/Tmem97/Ptgs2/Txnl4a/Osbpl3/Cav2/Nup93/Nucb2/Prkg2/Ern1/Cenpv/Spast | 12 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0003779 | GO:0003779 | actin binding | 24/473 | 444/22360 | 0.0000295 | 0.0034254 | 0.0029501 | Cnn1/Ldb3/Arpc5/Lima1/Tmsb4x/Dstn/Palld/Cnn3/Vash2/Fxyd5/Coro6/Tagln/Flna/Pdlim5/Tpm1/Cfl2/Actr3/Msrb1/Dmd/Itgb1/Fhl3/Myo5a/Actr2/Setd3 | 24 |
GO:0019003 | GO:0019003 | GDP binding | 9/473 | 79/22360 | 0.0000436 | 0.0037757 | 0.0032518 | Rhoa/Rras/Rap1b/Rab5a/Rab27b/Gnai3/Rab2a/Arf1/Rheb | 9 |
GO:0016671 | GO:0016671 | oxidoreductase activity, acting on a sulfur group of donors, disulfide as acceptor | 4/473 | 11/22360 | 0.0000580 | 0.0041046 | 0.0035350 | Pdia3/Msrb1/Msra/Msrb3 | 4 |
GO:0015215 | GO:0015215 | nucleotide transmembrane transporter activity | 4/473 | 23/22360 | 0.0012722 | 0.0430772 | 0.0371000 | Slc25a5/Slc25a17/Slc25a4/Abcc4 | 4 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0006888 | GO:0006888 | endoplasmic reticulum to Golgi vesicle-mediated transport | 24/663 | 116/22853 | 0.0000000 | 0.0000000 | 0.0000000 | Copb2/Lman1/Rab1a/Vcp/Sec24d/Tmed10/Scfd1/Golga2/Sec23a/Kdelr2/Sec24a/Copg1/Yipf5/Sec31a/Bet1/Tmed9/Tmed2/Yif1b/Creb3l2/Tmed7/Arf1/Copb1/Sec16a/Sec22a | 24 |
GO:1904951 | GO:1904951 | positive regulation of establishment of protein localization | 36/663 | 333/22853 | 0.0000000 | 0.0000000 | 0.0000000 | Oga/Ipo5/Tgfb3/Ppp3cb/Tcp1/Ppia/Actr3/Flna/Cct6a/Tmed10/Dnm1l/Ptgs2/Cct5/Tomm70a/Kif5b/Vps35/Tcaf2/Arf6/Sec24a/Rack1/Mapk1/Hras/Pmaip1/Tardbp/Malrd1/Hsp90ab1/Cct8/Pak1/Pfkfb2/Glrx/Cct3/Arf1/Oxct1/Emd/Frmd4a/Pdcd10 | 36 |
GO:0022613 | GO:0022613 | ribonucleoprotein complex biogenesis | 40/663 | 411/22853 | 0.0000000 | 0.0000000 | 0.0000000 | Rpl7/Abce1/Npm1/Rpl6/Rpl3/Rps16/Eif2s2/Rpsa/Dis3/Rps24/Rpl14/Rbmx/Ltv1/Ddx54/Rplp0/Ncl/Rpl7a/Nmd3/Ptbp2/Eif4b/Nhp2/Gnl3l/Luc7l2/Wdr43/Lsm4/Rcl1/Hsp90ab1/Rps19/Mrto4/Dcaf13/Ddx3x/Nop56/Tsr1/Efl1/Eif3a/Setx/Tsr2/Rps5/Rpl24/Ebna1bp2 | 40 |
GO:1903829 | GO:1903829 | positive regulation of cellular protein localization | 31/663 | 277/22853 | 0.0000000 | 0.0000001 | 0.0000001 | Ipo5/Tcp1/Npm1/Actr3/Flna/Cct6a/Ptgs2/Cct5/Kif5b/Nmd3/Tcaf2/Tfrc/Arf6/Gnl3l/Rack1/Mapk1/Hras/Rock2/Pmaip1/Gnl3/Tardbp/Hnrnpk/Hsp90ab1/Cav2/Cct8/Pak1/Cct3/Map1a/Larp7/Nptn/Lif | 31 |
GO:0007015 | GO:0007015 | actin filament organization | 41/663 | 456/22853 | 0.0000000 | 0.0000001 | 0.0000001 | Actg1/Arpc5/Tgfb3/Tmsb4x/Cfl2/Tpm1/Rhoa/Dpysl3/Arhgef10/Actr3/Tgfbr1/Flna/Actr2/Msrb1/Tnfaip1/Tpm2/Srf/Lima1/Rnd3/Coro6/Nrp1/Wdr1/Dstn/Swap70/Arf6/Rflnb/Myadm/Pakap/Flii/Arpc4/Rock2/Tpm4/Sh3pxd2b/Pls3/Ccn2/Pak1/Cobl/Rhobtb3/Pdxp/Iqgap2/Arf1 | 41 |
GO:0034248 | GO:0034248 | regulation of cellular amide metabolic process | 40/663 | 446/22853 | 0.0000000 | 0.0000002 | 0.0000001 | Abce1/Otud6b/Npm1/Eif5a2/Picalm/Paip2b/Tmed10/Rps9/Dnajc3/Stat3/Ncl/Eif3e/Gapdh/Igf2bp3/Syncrip/Rack1/Mapk1/Polr2g/Rock2/Tardbp/Cnbp/Rps3a1/Rplp1/Aars/Cpeb4/Tmed2/Rpl22/Calr/Eprs/Ddx3x/Elavl1/Rgs2/Srp9/Etf1/Cnot6/Pdk1/Cnot11/Eif4e/Dhx36/Sphk1 | 40 |
GO:0032956 | GO:0032956 | regulation of actin cytoskeleton organization | 34/663 | 369/22853 | 0.0000000 | 0.0000012 | 0.0000010 | Actg1/Arpc5/Tgfb3/Tmsb4x/Cfl2/Tpm1/Rhoa/Arhgef10/Actr3/Tgfbr1/Flna/Actr2/Hdac2/Lima1/Rnd3/Nrp1/Wdr1/Dstn/Swap70/Ntrk3/Arf6/Myadm/Flii/Ilk/Arpc4/Hras/Rock2/Sh3pxd2b/Ccn2/Pak1/Rhobtb3/Pdxp/Iqgap2/Arf1 | 34 |
GO:0051222 | GO:0051222 | positive regulation of protein transport | 31/663 | 317/22853 | 0.0000000 | 0.0000013 | 0.0000011 | Oga/Ipo5/Tgfb3/Ppp3cb/Ppia/Actr3/Flna/Tmed10/Dnm1l/Ptgs2/Tomm70a/Kif5b/Vps35/Tcaf2/Arf6/Sec24a/Rack1/Mapk1/Hras/Pmaip1/Tardbp/Malrd1/Hsp90ab1/Pak1/Pfkfb2/Glrx/Arf1/Oxct1/Emd/Frmd4a/Pdcd10 | 31 |
GO:0031346 | GO:0031346 | positive regulation of cell projection organization | 37/663 | 440/22853 | 0.0000000 | 0.0000024 | 0.0000019 | Tgfb3/Dpysl3/Picalm/Actr3/Tgfbr1/Flna/Actr2/Rpl4/Srf/Dnm1l/Golga2/Ndel1/Eef1a1/Adamts1/Septin7/Nrp1/Ntrk3/Ilk/Hras/Map2k1/Hnrnpk/Rap1a/Pak1/Hspa5/Creb3l2/Rgs2/Cobl/Nptn/Lif/Map2k2/Rhoq/Il1rap/Dhx36/Dmd/Setx/Sphk1/Tnfrsf12a | 37 |
GO:0032535 | GO:0032535 | regulation of cellular component size | 35/663 | 417/22853 | 0.0000000 | 0.0000053 | 0.0000043 | Tmem123/Arpc5/Tmsb4x/Cfl2/Tpm1/Npm1/Rhoa/Picalm/Actr3/Rab5a/Actr2/Rpl4/Lars/Srf/Lima1/Ndel1/Nrp1/Wdr1/Dstn/Swap70/Ntrk3/Arf6/Myadm/Arhgap5/Flii/Ilk/Arpc4/Hsp90ab1/Pak1/Fgf13/Pdxp/Iqgap2/Arf1/Chmp3/Tnfrsf12a | 35 |
GO:1901998 | GO:1901998 | toxin transport | 11/663 | 43/22853 | 0.0000000 | 0.0000061 | 0.0000049 | Copb2/Tcp1/Copz1/Cct6a/Scfd1/Cct5/Nrp1/Cct8/Hspa5/Antxr2/Cct3 | 11 |
GO:0022411 | GO:0022411 | cellular component disassembly | 33/663 | 402/22853 | 0.0000001 | 0.0000179 | 0.0000144 | Oga/Abce1/Ufm1/Tgfb3/Slc25a5/Cfl2/Tpm1/Slc25a4/Vcp/Eif5a2/Tgfbr1/Pbxip1/Lima1/Dnm1l/Mid1ip1/Golga2/Ndel1/Kif5b/Septin7/Mid1/Wdr1/Dstn/Swap70/Arf6/Vps4b/Flii/Snai2/Sh3pxd2b/Fgf13/Etf1/Map1a/Pdxp/Setx | 33 |
GO:0055001 | GO:0055001 | muscle cell development | 22/663 | 219/22853 | 0.0000005 | 0.0000730 | 0.0000586 | Ldb3/Actg1/Cfl2/Map2k4/Tpm1/Slc25a4/Afg3l2/Hdac2/Pdlim5/Pbrm1/Srf/Tomm70a/Adm/Wdr1/Flii/Ctdp1/Cav2/Pak1/Ccn4/Rgs2/Dmd/Hes1 | 22 |
GO:2001233 | GO:2001233 | regulation of apoptotic signaling pathway | 31/663 | 403/22853 | 0.0000009 | 0.0001229 | 0.0000986 | Slc25a5/Ppia/Selenos/Hdac1/Tgfbr1/Ppp2r1a/Hdac2/Gnai3/Dnm1l/Ptgs2/Vdac2/Qars/Pea15a/Nrp1/Inhba/Rack1/Pmaip1/Map2k1/Itprip/Snai2/Ivns1abp/Hnrnpk/Mnt/Ddx3x/Usp47/Eno1/Cth/Higd1a/Pdia3/Bcl10/Tnfrsf12a | 31 |
GO:0043244 | GO:0043244 | regulation of protein-containing complex disassembly | 16/663 | 129/22853 | 0.0000011 | 0.0001323 | 0.0001062 | Oga/Cfl2/Tpm1/Eif5a2/Lima1/Mid1ip1/Mid1/Wdr1/Dstn/Swap70/Flii/Fgf13/Etf1/Map1a/Pdxp/Setx | 16 |
GO:0048660 | GO:0048660 | regulation of smooth muscle cell proliferation | 19/663 | 178/22853 | 0.0000011 | 0.0001347 | 0.0001081 | Cnn1/Htr1b/Tgfb3/Tpm1/Rhoa/Shc1/Pdgfd/Gnai3/Vip/Ptgs2/Adamts1/Hmgcr/Ilk/Sf1/Zfp143/Nppb/Pak1/Ccn4/Ereg | 19 |
GO:0048588 | GO:0048588 | developmental cell growth | 24/663 | 275/22853 | 0.0000018 | 0.0001921 | 0.0001542 | Map2k4/Slc25a4/Vcl/Picalm/Actr3/Rpl4/Pdlim5/Srf/Ndel1/Tomm70a/Septin7/Nrp1/Ntrk3/Ilk/Ctdp1/Flrt3/Hnrnpk/Hsp90ab1/Pak1/Fgf13/Ccn4/Rgs2/Cobl/Tnfrsf12a | 24 |
GO:0010720 | GO:0010720 | positive regulation of cell development | 29/663 | 377/22853 | 0.0000021 | 0.0002137 | 0.0001715 | Cyp51/Hdac1/Picalm/Actr3/Flna/Actr2/Rpl4/Lims1/Hdac2/Srf/Dnm1l/Golga2/Ndel1/Nrp1/Ntrk3/Myadm/Ilk/Map2k1/Tgm2/Pak1/Calr/Akap11/Nptn/Lif/Map2k2/Dhx36/Nap1l1/Hes1/Tnfrsf12a | 29 |
GO:0030307 | GO:0030307 | positive regulation of cell growth | 20/663 | 206/22853 | 0.0000026 | 0.0002593 | 0.0002081 | Adnp2/Slc25a4/Rhoa/Picalm/Tgfbr1/Rpl4/Srf/Ndel1/Nrp1/Ntrk3/Ilk/Hnrnpk/Pak1/Ddx3x/Ccn4/Usp47/Derl2/H3f3a/Sphk1/Tnfrsf12a | 20 |
GO:0072594 | GO:0072594 | establishment of protein localization to organelle | 30/663 | 415/22853 | 0.0000049 | 0.0004220 | 0.0003387 | Kpnb1/Ufm1/Ipo5/Tcp1/Nxt2/Hspa4/Flna/Cct6a/Tomm40/Ptgs2/Stat3/Cct5/Srp54c/Tomm70a/Vps37a/Rab10/Ddx5/Ssr3/Mapk1/Pmaip1/Tardbp/Hsp90ab1/Cct8/Hspa5/Calm3/Elavl1/Srp9/Cct3/Hk1/Nedd4 | 30 |
GO:0006936 | GO:0006936 | muscle contraction | 25/663 | 312/22853 | 0.0000052 | 0.0004220 | 0.0003387 | Cacna2d1/Tpm1/Rhoa/Flna/Shc1/Tpm2/Srf/Ptgs2/Aldoa/Acta2/Myl6/Rock2/Tpm4/Map2k1/Ccn2/Npy1r/Calm3/Fgf13/Rgs2/Eno1/F2r/Htr2a/Dmd/Sphk1/Atp2b1 | 25 |
GO:0071692 | GO:0071692 | protein localization to extracellular region | 29/663 | 402/22853 | 0.0000074 | 0.0005098 | 0.0004091 | Oga/Tgfb3/Ppp3cb/Ppia/Cyp51/Tmed10/Dnm1l/Pfkl/Fbn1/Fbn2/Klf7/Hmgn3/Kif5b/Vps35/Hmgcr/Rab10/Arf6/Sec24a/Copg1/Tardbp/Tmem167/Malrd1/Pfkfb2/Glrx/Arf1/Midn/F2r/Oxct1/Frmd4a | 29 |
GO:0045933 | GO:0045933 | positive regulation of muscle contraction | 9/663 | 51/22853 | 0.0000141 | 0.0008365 | 0.0006714 | Rhoa/Srf/Ptgs2/Map2k1/Ccn2/Rgs2/Eno1/F2r/Sphk1 | 9 |
GO:0009100 | GO:0009100 | glycoprotein metabolic process | 25/663 | 331/22853 | 0.0000144 | 0.0008410 | 0.0006750 | Oga/Rab1a/Ostc/Chst12/Rxylt1/Gmppb/Pmm2/Ddost/Stt3a/Bpnt2/Magt1/Tmem258/Alg14/Itm2a/Adamts12/Pgm3/Fam20b/Gxylt1/Ganab/Eogt/Alg10b/Mgat2/Rpn2/Dsel/Hs6st2 | 25 |
GO:0032386 | GO:0032386 | regulation of intracellular transport | 25/663 | 334/22853 | 0.0000167 | 0.0009208 | 0.0007391 | Ufm1/Ipo5/Nsun2/Actr3/Flna/Scfd1/Ptgs2/Ndel1/Kif5b/Tcaf2/Snx12/Mapk1/Hras/Pmaip1/Tardbp/Map2k1/Yipf5/Hsp90ab1/Pak1/Derl2/Arf1/Map2k2/Emd/Nedd4/Pdcd10 | 25 |
GO:0034976 | GO:0034976 | response to endoplasmic reticulum stress | 21/663 | 255/22853 | 0.0000193 | 0.0010102 | 0.0008108 | Ufm1/Vcp/Selenos/Dnajc3/Rnft1/Usp14/Canx/Manf/Tmem259/Pmaip1/Tmed2/Calr/Hspa5/Ddx3x/Gorasp2/Creb3l2/Derl2/Derl1/Pdia3/Sec16a/Bak1 | 21 |
GO:0042176 | GO:0042176 | regulation of protein catabolic process | 27/663 | 390/22853 | 0.0000312 | 0.0014830 | 0.0011903 | Cyp51/Vcp/Psmd1/Flna/Rnft1/Vip/Psmd14/Pdcl3/Vps35/Usp14/Hmgcr/Snx12/Ecscr/Psmd2/Rack1/Usp5/Tmem259/Arih1/Ddb1/Azin1/Hsp90ab1/Trib2/Dda1/Map1a/Psmd3/Wwp1/Nedd4 | 27 |
GO:0003301 | GO:0003301 | physiological cardiac muscle hypertrophy | 8/663 | 45/22853 | 0.0000402 | 0.0016663 | 0.0013374 | Map2k4/Slc25a4/Pdlim5/Tomm70a/Ctdp1/Pak1/Ccn4/Rgs2 | 8 |
GO:0061049 | GO:0061049 | cell growth involved in cardiac muscle cell development | 8/663 | 45/22853 | 0.0000402 | 0.0016663 | 0.0013374 | Map2k4/Slc25a4/Pdlim5/Tomm70a/Ctdp1/Pak1/Ccn4/Rgs2 | 8 |
GO:0035150 | GO:0035150 | regulation of tube size | 16/663 | 172/22853 | 0.0000435 | 0.0017418 | 0.0013980 | Htr1b/Rhoa/Shc1/Ptgs2/Adm/Hmgcr/Acta2/Manf/Sod3/Rock2/Map2k1/Npy1r/Rgs2/F2r/Htr2a/Atp2b1 | 16 |
GO:0019693 | GO:0019693 | ribose phosphate metabolic process | 26/663 | 376/22853 | 0.0000444 | 0.0017613 | 0.0014136 | Cs/Atp5pb/Pgk1/Rhoa/Vcp/Gnai3/Stat3/Pfkl/Acat1/Ctps/Prps1/Gapdh/Hmgcr/Slc25a13/Aldoa/Pdha1/Map2k1/Nppb/Pfkfb2/Eno1/Pdk1/Efl1/Htr2a/Hk1/Rhoq/Prxl2c | 26 |
GO:0006520 | GO:0006520 | cellular amino acid metabolic process | 20/663 | 255/22853 | 0.0000601 | 0.0021602 | 0.0017338 | Psat1/Gcsh/Tarsl2/Lars/Oat/Acat1/Ctps/Qars/Got1/Aars/Apip/Azin1/Eprs/Nars/Plod2/Yars/Cth/Pycr1/Bcat2/Hsd17b10 | 20 |
GO:0003018 | GO:0003018 | vascular process in circulatory system | 19/663 | 235/22853 | 0.0000608 | 0.0021669 | 0.0017392 | Htr1b/Rhoa/Shc1/Ptgs2/Abcg2/Adm/Hmgcr/Acta2/Manf/Sod3/Rock2/Map2k1/Nppb/Npy1r/Rgs2/F2r/Htr2a/Slc2a1/Atp2b1 | 19 |
GO:0072521 | GO:0072521 | purine-containing compound metabolic process | 26/663 | 392/22853 | 0.0000882 | 0.0029049 | 0.0023316 | Oga/Cs/Atp5pb/Pgk1/Rhoa/Vcp/Gnai3/Stat3/Pfkl/Acat1/Prps1/Gapdh/Hmgcr/Slc25a13/Aldoa/Pdha1/Map2k1/Nppb/Pfkfb2/Eno1/Pdk1/Efl1/Htr2a/Hk1/Rhoq/Prxl2c | 26 |
GO:0071560 | GO:0071560 | cellular response to transforming growth factor beta stimulus | 18/663 | 227/22853 | 0.0001205 | 0.0036433 | 0.0029242 | Tgfb3/Actr3/Tgfbr1/Spred3/Pdgfd/Stat3/Fbn1/Aspn/Fbn2/Spry1/Got1/Hsp90ab1/Cav2/Hspa5/Tgfb1i1/Col1a2/Scx/Ptprk | 18 |
GO:0060485 | GO:0060485 | mesenchyme development | 21/663 | 292/22853 | 0.0001365 | 0.0039423 | 0.0031642 | Tgfb3/Tgfbr1/Flna/Spred3/Hdac2/Spry1/Nrp1/Ddx5/Rflnb/Phactr4/Mapk1/Hnrnpab/Rock2/Meox1/Snai2/Tgfb1i1/Scx/Usf3/Nedd4/Hes1/Fam172a | 21 |
GO:0006486 | GO:0006486 | protein glycosylation | 16/663 | 190/22853 | 0.0001420 | 0.0039885 | 0.0032012 | Oga/Ostc/Rxylt1/Gmppb/Pmm2/Ddost/Stt3a/Magt1/Tmem258/Alg14/Pgm3/Gxylt1/Eogt/Alg10b/Mgat2/Rpn2 | 16 |
GO:0050821 | GO:0050821 | protein stabilization | 16/663 | 190/22853 | 0.0001420 | 0.0039885 | 0.0032012 | Tcp1/Npm1/Flna/Cct6a/Atf7ip/Cct5/Pdcl3/Naa15/Gapdh/Hsp90ab1/Cct8/Calr/Zfp207/Cct3/Sec16a/Pdcd10 | 16 |
GO:0045773 | GO:0045773 | positive regulation of axon extension | 8/663 | 54/22853 | 0.0001541 | 0.0042885 | 0.0034421 | Rpl4/Srf/Ndel1/Nrp1/Ntrk3/Ilk/Pak1/Tnfrsf12a | 8 |
GO:0006753 | GO:0006753 | nucleoside phosphate metabolic process | 28/663 | 455/22853 | 0.0001711 | 0.0046492 | 0.0037315 | Oga/Cs/Atp5pb/Pgk1/Rhoa/Vcp/Gnai3/Stat3/Pfkl/Acat1/Ctps/Prps1/Gapdh/Hmgcr/Slc25a13/Aldoa/Mapk1/Pdha1/Map2k1/Nppb/Pfkfb2/Eno1/Pdk1/Efl1/Htr2a/Hk1/Rhoq/Prxl2c | 28 |
GO:0045927 | GO:0045927 | positive regulation of growth | 22/663 | 320/22853 | 0.0001820 | 0.0049159 | 0.0039456 | Adnp2/Slc25a4/Rhoa/Picalm/Tgfbr1/Rpl4/Srf/Ndel1/Nrp1/Ntrk3/Mapk1/Ilk/Sh3pxd2b/Hnrnpk/Pak1/Ddx3x/Ccn4/Usp47/Derl2/H3f3a/Sphk1/Tnfrsf12a | 22 |
GO:0006096 | GO:0006096 | glycolytic process | 10/663 | 91/22853 | 0.0003065 | 0.0073241 | 0.0058785 | Pgk1/Stat3/Pfkl/Gapdh/Aldoa/Pfkfb2/Eno1/Htr2a/Hk1/Prxl2c | 10 |
GO:0060996 | GO:0060996 | dendritic spine development | 12/663 | 128/22853 | 0.0003565 | 0.0081062 | 0.0065062 | Actr3/Actr2/Hdac2/Pdlim5/Dnm1l/Septin7/Arf6/Hnrnpk/Pak1/Sdk1/Arf1/Dhx36 | 12 |
GO:0060324 | GO:0060324 | face development | 8/663 | 61/22853 | 0.0003651 | 0.0082086 | 0.0065884 | Tgfb3/Rras/Srf/Schip1/Mapk1/Map2k1/Scx/Map2k2 | 8 |
GO:0010639 | GO:0010639 | negative regulation of organelle organization | 23/663 | 363/22853 | 0.0004231 | 0.0091951 | 0.0073802 | Slc25a5/Tmsb4x/Tpm1/Rps6ka2/Npm1/Scfd1/Lima1/Dnm1l/Mid1ip1/Map4/Mid1/Swap70/Tfrc/Myadm/Gnl3l/Flii/Fgf13/Zfp207/Map1a/Higd1a/Tom1l1/Lif/H3f3a | 23 |
GO:0032331 | GO:0032331 | negative regulation of chondrocyte differentiation | 5/663 | 24/22853 | 0.0005441 | 0.0110869 | 0.0088986 | Tgfbr1/Rflnb/Adamts12/Snai2/Ccn4 | 5 |
GO:0060560 | GO:0060560 | developmental growth involved in morphogenesis | 19/663 | 280/22853 | 0.0005743 | 0.0115608 | 0.0092789 | Vcl/Picalm/Actr3/Rpl4/Srf/Ndel1/Spry1/Septin7/Nrp1/Ntrk3/Ilk/Flrt3/Hnrnpk/Hsp90ab1/Pak1/Tnc/Fgf13/Cobl/Tnfrsf12a | 19 |
GO:0009896 | GO:0009896 | positive regulation of catabolic process | 28/663 | 494/22853 | 0.0006373 | 0.0126472 | 0.0101509 | Slc25a5/Slc25a4/Vcp/Gnai3/Rnft1/Vip/Trp53inp2/Vps35/Ecscr/Rack1/Usp5/Tmem259/Polr2g/Nnt/Rock2/Arih1/Tardbp/Map2k1/Ddb1/Trib2/Dda1/Trim12c/Cnot6/Wwp1/Htr2a/Dhx36/Nedd4/Prxl2c | 28 |
GO:0007339 | GO:0007339 | binding of sperm to zona pellucida | 7/663 | 52/22853 | 0.0007213 | 0.0138858 | 0.0111451 | Tcp1/Cct6a/Vdac2/Cct5/Aldoa/Cct8/Cct3 | 7 |
GO:0051645 | GO:0051645 | Golgi localization | 4/663 | 15/22853 | 0.0007424 | 0.0138858 | 0.0111451 | Golga2/Copg1/Hook3/Pdcd10 | 4 |
GO:1903522 | GO:1903522 | regulation of blood circulation | 18/663 | 264/22853 | 0.0007505 | 0.0139325 | 0.0111825 | Cacna2d1/Tpm1/Rhoa/Flna/Shc1/Ptgs2/Adm/Hmgcr/Map2k1/Ccn2/Npy1r/Calm3/Fgf13/Rgs2/F2r/Htr2a/Dmd/Atp2b1 | 18 |
GO:0010811 | GO:0010811 | positive regulation of cell-substrate adhesion | 12/663 | 139/22853 | 0.0007510 | 0.0139325 | 0.0111825 | Rras/Hsd17b12/Flna/Hacd1/Lims1/Nrp1/Itga5/Myadm/Ilk/Rsu1/Calr/Dmd | 12 |
GO:0030968 | GO:0030968 | endoplasmic reticulum unfolded protein response | 8/663 | 68/22853 | 0.0007676 | 0.0140125 | 0.0112467 | Selenos/Dnajc3/Tmed2/Hspa5/Creb3l2/Derl2/Derl1/Bak1 | 8 |
GO:0060425 | GO:0060425 | lung morphogenesis | 8/663 | 68/22853 | 0.0007676 | 0.0140125 | 0.0112467 | Srf/Spry1/Mapk1/Map2k1/Tnc/Kras/Lif/Map2k2 | 8 |
GO:0016052 | GO:0016052 | carbohydrate catabolic process | 12/663 | 140/22853 | 0.0008002 | 0.0143111 | 0.0114864 | Stbd1/Pgk1/Stat3/Pfkl/Gapdh/Aldoa/Ldha/Pfkfb2/Eno1/Htr2a/Hk1/Prxl2c | 12 |
GO:0045981 | GO:0045981 | positive regulation of nucleotide metabolic process | 6/663 | 39/22853 | 0.0008409 | 0.0144704 | 0.0116142 | Vcp/Stat3/Map2k1/Eno1/Htr2a/Prxl2c | 6 |
GO:0030239 | GO:0030239 | myofibril assembly | 8/663 | 69/22853 | 0.0008465 | 0.0144704 | 0.0116142 | Ldb3/Actg1/Cfl2/Tpm1/Hdac2/Srf/Wdr1/Flii | 8 |
GO:0051881 | GO:0051881 | regulation of mitochondrial membrane potential | 9/663 | 86/22853 | 0.0008679 | 0.0145632 | 0.0116887 | Oga/Vcp/Clic1/Rack1/Got1/Nnt/Pmaip1/Pycr1/Bak1 | 9 |
GO:0099173 | GO:0099173 | postsynapse organization | 15/663 | 203/22853 | 0.0009008 | 0.0147920 | 0.0118724 | Actr3/Actr2/Pdlim5/Dnm1l/Vps35/Septin7/Nrp1/Ntrk3/Arf6/Rock2/Hnrnpk/Grid2/Arf1/Il1rap/Dhx36 | 15 |
GO:1903532 | GO:1903532 | positive regulation of secretion by cell | 22/663 | 360/22853 | 0.0009010 | 0.0147920 | 0.0118724 | Oga/Tgfb3/Ppp3cb/Ppia/Rab5a/Tmed10/Vip/Dnm1l/Kif5b/Vps35/Arf6/Sec24a/Vps4b/Tardbp/Malrd1/Pfkfb2/Glrx/Arf1/Lif/Oxct1/Frmd4a/Sphk1 | 22 |
GO:0060537 | GO:0060537 | muscle tissue development | 27/663 | 482/22853 | 0.0009413 | 0.0152340 | 0.0122271 | Cfl2/Map2k4/Tpm1/Slc25a4/Rhoa/Tgfbr1/Hdac2/Pdlim5/Srf/Schip1/Tomm70a/Hmgcr/Myl6/Ddx5/Mapk1/Ctdp1/Adamts9/Maff/Cav2/Pak1/Ccn4/Rgs2/Scx/Meg3/Emd/Dmd/Foxn2 | 27 |
GO:1903580 | GO:1903580 | positive regulation of ATP metabolic process | 6/663 | 40/22853 | 0.0009653 | 0.0152748 | 0.0122598 | Vcp/Stat3/Map2k1/Eno1/Htr2a/Prxl2c | 6 |
GO:0000054 | GO:0000054 | ribosomal subunit export from nucleus | 4/663 | 16/22853 | 0.0009672 | 0.0152748 | 0.0122598 | Abce1/Npm1/Ltv1/Nmd3 | 4 |
GO:0033750 | GO:0033750 | ribosome localization | 4/663 | 16/22853 | 0.0009672 | 0.0152748 | 0.0122598 | Abce1/Npm1/Ltv1/Nmd3 | 4 |
GO:0071869 | GO:0071869 | response to catecholamine | 8/663 | 71/22853 | 0.0010240 | 0.0157895 | 0.0126730 | Htr1b/Flna/Gnai3/Vps35/Mapk1/Tgm2/Cav2/Htr2a | 8 |
GO:0048678 | GO:0048678 | response to axon injury | 8/663 | 72/22853 | 0.0011233 | 0.0168090 | 0.0134912 | Dpysl3/Flna/Ndel1/Ntrk3/Map2k1/Flrt3/Tnc/Map2k2 | 8 |
GO:1901215 | GO:1901215 | negative regulation of neuron death | 17/663 | 254/22853 | 0.0012728 | 0.0182869 | 0.0146775 | Tgfb3/Map2k4/Npm1/Rhoa/Inpp5a/Stat3/Vps35/Nrp1/Rack1/Tmem259/Ilk/Hras/Aars/Hsp90ab1/Cpeb4/F2r/Kras | 17 |
GO:0035987 | GO:0035987 | endodermal cell differentiation | 5/663 | 29/22853 | 0.0013489 | 0.0190008 | 0.0152504 | Col5a2/Col12a1/Itga5/Inhba/Leo1 | 5 |
GO:0045765 | GO:0045765 | regulation of angiogenesis | 19/663 | 302/22853 | 0.0014071 | 0.0194011 | 0.0155718 | Pgk1/Rras/Shc1/Stat3/Pdcl3/Jcad/Adamts1/Sh2b3/Adm/Nrp1/Cd59a/Itga5/Ecscr/F3/Rock2/Adamts9/Lif/Sphk1/Tnfrsf12a | 19 |
GO:1903034 | GO:1903034 | regulation of response to wounding | 13/663 | 170/22853 | 0.0014221 | 0.0194085 | 0.0155776 | Actg1/Flna/Ndel1/Sh2b3/Hmgcr/Acta2/Ntrk3/Hras/Map2k1/Ccn4/F2r/Map2k2/Tnfrsf12a | 13 |
GO:0071478 | GO:0071478 | cellular response to radiation | 13/663 | 172/22853 | 0.0015800 | 0.0209629 | 0.0168253 | Npm1/Eef1d/Tnks1bp1/Rnf4/Elk1/Hras/Ddb1/Snai2/Usp47/Bak1/Dhx36/Nedd4/Ptprk | 13 |
GO:0050807 | GO:0050807 | regulation of synapse organization | 17/663 | 263/22853 | 0.0018469 | 0.0238112 | 0.0191114 | Rhoa/Vcp/Picalm/Actr3/Actr2/Pdlim5/Dnm1l/Vps35/Ntrk3/Arf6/Flrt3/Hnrnpk/Grid2/Lrrn3/Il1rap/Dhx36/Nedd4 | 17 |
GO:0032965 | GO:0032965 | regulation of collagen biosynthetic process | 6/663 | 46/22853 | 0.0020341 | 0.0259313 | 0.0208130 | Tgfb3/Got1/Ccn2/Rap1a/Scx/F2r | 6 |
GO:0022604 | GO:0022604 | regulation of cell morphogenesis | 20/663 | 337/22853 | 0.0021320 | 0.0268799 | 0.0215744 | Tpm1/Rhoa/Picalm/Actr3/Flna/Actr2/Lims1/Dnm1l/Rnd3/Aldoa/Nrp1/Wdr1/Myadm/Pakap/Ilk/Hnrnpk/Calr/Rhobtb3/Rhoq/Dhx36 | 20 |
GO:0014812 | GO:0014812 | muscle cell migration | 10/663 | 117/22853 | 0.0021773 | 0.0272247 | 0.0218511 | Arpc5/Tmsb4x/Tpm1/Rhoa/Pdgfd/Adamts1/F3/Ilk/Pak1/Ccn4 | 10 |
GO:0090270 | GO:0090270 | regulation of fibroblast growth factor production | 3/663 | 10/22853 | 0.0025043 | 0.0300056 | 0.0240831 | Ptgs2/Cd59a/Rock2 | 3 |
GO:0050805 | GO:0050805 | negative regulation of synaptic transmission | 8/663 | 83/22853 | 0.0028056 | 0.0323460 | 0.0259615 | Htr1b/Srf/Ptgs2/Rap1a/Rap1b/Grid2/Arf1/Htr2a | 8 |
GO:0043555 | GO:0043555 | regulation of translation in response to stress | 4/663 | 21/22853 | 0.0028349 | 0.0323460 | 0.0259615 | Npm1/Dnajc3/Tmed2/Ddx3x | 4 |
GO:0090162 | GO:0090162 | establishment of epithelial cell polarity | 5/663 | 35/22853 | 0.0031961 | 0.0356258 | 0.0285940 | Rhoa/Arf6/Cyth3/Frmd4a/Hes1 | 5 |
GO:0010001 | GO:0010001 | glial cell differentiation | 16/663 | 254/22853 | 0.0032004 | 0.0356258 | 0.0285940 | Rhoa/Hdac1/Arhgef10/Actr3/Hdac2/Stat3/Wdr1/Ntrk3/Mapk1/Ilk/Map2k1/Prx/Kras/Lif/Dmd/Hes1 | 16 |
GO:1903427 | GO:1903427 | negative regulation of reactive oxygen species biosynthetic process | 4/663 | 22/22853 | 0.0033863 | 0.0365424 | 0.0293297 | Rhoa/Stat3/Eef1a1/Abcb7 | 4 |
GO:0062013 | GO:0062013 | positive regulation of small molecule metabolic process | 12/663 | 166/22853 | 0.0033957 | 0.0365424 | 0.0293297 | Srebf2/Vcp/Mid1ip1/Ptgs2/Stat3/Lpgat1/Pmaip1/Map2k1/Ddb1/Eno1/Htr2a/Prxl2c | 12 |
GO:1902850 | GO:1902850 | microtubule cytoskeleton organization involved in mitosis | 11/663 | 146/22853 | 0.0036059 | 0.0380077 | 0.0305057 | Kpnb1/Rhoa/Vcp/Arhgef10/Flna/Golga2/Ndel1/Spry1/Map4/Vps4b/Zfp207 | 11 |
GO:0010563 | GO:0010563 | negative regulation of phosphorus metabolic process | 24/663 | 454/22853 | 0.0037063 | 0.0387079 | 0.0310677 | Ppia/Npm1/Hspa4/Dnajc3/Stat3/Spry1/Sh2b3/Qars/Hmgcr/Swap70/Ntrk3/Myadm/Ctdsp2/Rack1/Ilk/Nnt/Rock2/Tardbp/Tmed2/Rgs2/Midn/Stk39/Bak1/Dmd | 24 |
GO:0030728 | GO:0030728 | ovulation | 4/663 | 23/22853 | 0.0040063 | 0.0407228 | 0.0326850 | Ptgs2/Adamts1/Inhba/Ereg | 4 |
GO:1903800 | GO:1903800 | positive regulation of production of miRNAs involved in gene silencing by miRNA | 3/663 | 12/22853 | 0.0043967 | 0.0425136 | 0.0341223 | Ddx5/Map2k1/Map2k2 | 3 |
GO:0019439 | GO:0019439 | aromatic compound catabolic process | 23/663 | 435/22853 | 0.0044290 | 0.0427361 | 0.0343008 | Npm1/Vcp/Nsun2/Dis3/Acat1/Xrn2/Eif3e/Syncrip/Snd1/Ddx5/Polr2g/Rock2/Tardbp/Lsm4/Aldh1l2/Mrto4/Elavl1/Etf1/Pon2/Cnot6/Pdxp/Cnot11/Dhx36 | 23 |
GO:0034446 | GO:0034446 | substrate adhesion-dependent cell spreading | 9/663 | 109/22853 | 0.0044817 | 0.0429636 | 0.0344834 | Rhoa/Rab1a/Flna/Lims1/Nrp1/Myadm/Ilk/Calr/Atrnl1 | 9 |
GO:0098656 | GO:0098656 | anion transmembrane transport | 13/663 | 194/22853 | 0.0044903 | 0.0429636 | 0.0344834 | Slc7a5/Slc26a2/Grk6/Slc25a5/Slc25a4/Vdac2/Tcaf2/Slc35b1/Slc25a13/Rgs2/Slc7a1/Hk1/Slc3a2 | 13 |
GO:0044270 | GO:0044270 | cellular nitrogen compound catabolic process | 22/663 | 412/22853 | 0.0047370 | 0.0446908 | 0.0358697 | Npm1/Vcp/Nsun2/Dis3/Acat1/Xrn2/Eif3e/Syncrip/Snd1/Ddx5/Polr2g/Rock2/Tardbp/Lsm4/Aldh1l2/Mrto4/Elavl1/Etf1/Cnot6/Pdxp/Cnot11/Dhx36 | 22 |
GO:0002183 | GO:0002183 | cytoplasmic translational initiation | 4/663 | 25/22853 | 0.0054672 | 0.0492154 | 0.0395012 | Eif2s2/Eif4a1/Eif4b/Eif3a | 4 |
GO:1902683 | GO:1902683 | regulation of receptor localization to synapse | 4/663 | 25/22853 | 0.0054672 | 0.0492154 | 0.0395012 | Hras/Map2k1/Rap1a/Nptn | 4 |
GO:0048538 | GO:0048538 | thymus development | 6/663 | 56/22853 | 0.0055274 | 0.0493678 | 0.0396236 | Tgfbr1/Srf/Mapk1/Map2k1/Map2k2/Hes1 | 6 |
GO:0051653 | GO:0051653 | spindle localization | 6/663 | 56/22853 | 0.0055274 | 0.0493678 | 0.0396236 | Kpnb1/Actr3/Actr2/Ndel1/Spry1/Map4 | 6 |
GO:0010611 | GO:0010611 | regulation of cardiac muscle hypertrophy | 7/663 | 74/22853 | 0.0056182 | 0.0495011 | 0.0397306 | Slc25a4/Tomm70a/Rock2/Ctdp1/Pak1/Ccn4/Rgs2 | 7 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0022626 | GO:0022626 | cytosolic ribosome | 27/669 | 110/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Rpl7/Rps23/Rpl6/Rpl3/Rps16/Rpl4/Rps9/Rpl8/Rpl15/Rpsa/Rps24/Rpl14/Rps4x/Rplp0/Rps10/Rpl7a/Rps3a1/Rplp1/Rpl9/Rps19/Rpl22/Rpl18/Ddx3x/Rplp2/Rpl13/Rps5/Rpl24 | 27 |
GO:0043292 | GO:0043292 | contractile fiber | 28/669 | 235/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Rpl7/Myl9/Ldb3/Actg1/Lman1/Palld/Ppp3cb/Cfl2/Tpm1/Rpl6/Vcl/Flna/Rpl4/Rpl15/Pdlim5/Tpm2/Fhl3/Aldoa/Acta2/Ilk/Trpc1/Pak1/Calm3/Sync/Arf1/Pdlim7/Slc2a1/Dmd | 28 |
GO:0030016 | GO:0030016 | myofibril | 27/669 | 222/22838 | 0.0000000 | 0.0000000 | 0.0000000 | Rpl7/Myl9/Ldb3/Actg1/Lman1/Palld/Ppp3cb/Cfl2/Tpm1/Rpl6/Vcl/Flna/Rpl4/Rpl15/Pdlim5/Tpm2/Fhl3/Aldoa/Ilk/Trpc1/Pak1/Calm3/Sync/Arf1/Pdlim7/Slc2a1/Dmd | 27 |
GO:0030135 | GO:0030135 | coated vesicle | 23/669 | 199/22838 | 0.0000000 | 0.0000010 | 0.0000008 | Copb2/Lman1/Sec24d/Picalm/Copz1/Tmed10/Golga2/Sec23a/Vti1b/Kdelr2/Sec24a/Copg1/Copz2/Yipf5/Sec31a/Tmed9/Tmed2/Yif1b/Tmed7/Clint1/Arf1/Copb1/Sec16a | 23 |
GO:0001725 | GO:0001725 | stress fiber | 15/669 | 88/22838 | 0.0000000 | 0.0000013 | 0.0000010 | Myl9/Ldb3/Palld/Tpm1/Vcl/Pdlim5/Lima1/Fhl3/Septin7/Acta2/Ilk/Lpp/Tpm4/Daam1/Pdlim7 | 15 |
GO:0140534 | GO:0140534 | endoplasmic reticulum protein-containing complex | 18/669 | 128/22838 | 0.0000000 | 0.0000013 | 0.0000010 | Srebf2/Vcp/Ostc/Selenos/Hsd17b12/Emc2/Ddost/Stt3a/Magt1/Tmem258/Alg14/Calr/Hspa5/Ganab/Derl2/Rpn2/Derl1/Pdia3 | 18 |
GO:0030055 | GO:0030055 | cell-substrate junction | 21/669 | 180/22838 | 0.0000001 | 0.0000025 | 0.0000020 | Palld/Vcl/Actr3/Lims1/Lima1/Nrp1/Itga5/Mapk1/Ilk/Lpp/Rsu1/Map2k1/Cpne3/Flrt3/Cav2/Pak1/Tln1/Tgfb1i1/Pdlim7/Map2k2/Dmd | 21 |
GO:0001726 | GO:0001726 | ruffle | 18/669 | 153/22838 | 0.0000006 | 0.0000127 | 0.0000098 | Tpm1/Rhoa/Actr3/Rab5a/Lima1/Jcad/Eef1a1/Itga5/Arf6/Myadm/Cyth3/Pak1/Cobl/Pdxp/Tln1/Pdlim7/Myo9b/Tnfrsf12a | 18 |
GO:0005938 | GO:0005938 | cell cortex | 26/669 | 305/22838 | 0.0000013 | 0.0000245 | 0.0000189 | Rhoa/Flna/Actr2/Exoc6/Rnd3/Eef1a1/Ncl/Septin7/Wdr1/Dstn/Arf6/Myadm/Tpm4/Map2k1/Ccn2/Hnrnpk/Eno1/Cobl/Rhobtb3/Crip2/Slc2a1/Map2k2/Myo9b/Emd/Nedd4/Dmd | 26 |
GO:0030120 | GO:0030120 | vesicle coat | 10/669 | 54/22838 | 0.0000033 | 0.0000600 | 0.0000463 | Copb2/Sec24d/Copz1/Sec23a/Sec24a/Copg1/Copz2/Sec31a/Clint1/Copb1 | 10 |
GO:0005832 | GO:0005832 | chaperonin-containing T-complex | 5/669 | 10/22838 | 0.0000047 | 0.0000817 | 0.0000630 | Tcp1/Cct6a/Cct5/Cct8/Cct3 | 5 |
GO:0014069 | GO:0014069 | postsynaptic density | 22/669 | 328/22838 | 0.0002939 | 0.0029789 | 0.0022987 | Rpl7/Cnn3/Rpl6/Picalm/Actr2/Rpl8/Pdlim5/Rpl14/Rplp0/Vps35/Map4/Flrt3/Hnrnpk/Rps19/Cpeb4/Pak1/Grid2/Plppr4/Map1a/Nptn/Eif3a/Dmd | 22 |
GO:0005838 | GO:0005838 | proteasome regulatory particle | 5/669 | 23/22838 | 0.0004612 | 0.0044986 | 0.0034714 | Psmd1/Psmd14/Psmd2/Psmd7/Psmd3 | 5 |
GO:0046930 | GO:0046930 | pore complex | 5/669 | 26/22838 | 0.0008384 | 0.0071058 | 0.0054833 | Slc25a5/Slc25a4/Tomm40/Vdac2/Bak1 | 5 |
GO:0098984 | GO:0098984 | neuron to neuron synapse | 22/669 | 359/22838 | 0.0009842 | 0.0079752 | 0.0061541 | Rpl7/Cnn3/Rpl6/Picalm/Actr2/Rpl8/Pdlim5/Rpl14/Rplp0/Vps35/Map4/Flrt3/Hnrnpk/Rps19/Cpeb4/Pak1/Grid2/Plppr4/Map1a/Nptn/Eif3a/Dmd | 22 |
GO:1905369 | GO:1905369 | endopeptidase complex | 8/669 | 70/22838 | 0.0009916 | 0.0079752 | 0.0061541 | Vcp/Psmd1/Psma2/Psmd14/Usp14/Psmd2/Psmd7/Psmd3 | 8 |
GO:0005852 | GO:0005852 | eukaryotic translation initiation factor 3 complex | 4/669 | 16/22838 | 0.0010027 | 0.0079752 | 0.0061541 | Eif3e/Ddx3x/Eif3j2/Eif3a | 4 |
GO:0045121 | GO:0045121 | membrane raft | 23/669 | 393/22838 | 0.0014050 | 0.0105276 | 0.0081237 | Slc25a5/Pgk1/Slc25a4/Vcl/Tgfbr1/Rab5a/Gnai3/Ptgs2/Vdac2/Abcg2/Myadm/Mapk1/Trpc1/Cav2/F2r/Kras/Slc2a1/Hk1/Rhoq/Nedd4/Dmd/Bcl10/Atp2b1 | 23 |
GO:0098562 | GO:0098562 | cytoplasmic side of membrane | 14/669 | 194/22838 | 0.0018031 | 0.0127702 | 0.0098543 | Esyt1/Rhoa/Litaf/Gnb2/Rab5a/Gnai3/Cyth3/Cav2/Rgs2/Rnf31/Kras/Map2k2/Aspscr1/Atp2b1 | 14 |
GO:0031616 | GO:0031616 | spindle pole centrosome | 4/669 | 20/22838 | 0.0024321 | 0.0159167 | 0.0122822 | Npm1/Spout1/Rock2/Emd | 4 |
GO:0031968 | GO:0031968 | organelle outer membrane | 14/669 | 205/22838 | 0.0029940 | 0.0184273 | 0.0142196 | Slc25a4/Cyb5b/Tomm40/Dnm1l/Ptgs2/Vdac2/Tomm70a/Ntrk3/Itprip/Hk1/Emd/Bak1/Dmd/Armcx3 | 14 |
GO:0031414 | GO:0031414 | N-terminal protein acetyltransferase complex | 3/669 | 11/22838 | 0.0034630 | 0.0198930 | 0.0153506 | Naa15/Naa25/Txnl4a | 3 |
GO:0044295 | GO:0044295 | axonal growth cone | 5/669 | 42/22838 | 0.0073828 | 0.0385545 | 0.0297509 | Flna/Kif5b/Flrt3/Hsp90ab1/Cobl | 5 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0003779 | GO:0003779 | actin binding | 37/655 | 444/22360 | 0.0000000 | 0.0000024 | 0.0000021 | Cnn1/Ldb3/Cnn3/Arpc5/Palld/Tmsb4x/Cfl2/Tpm1/Vcl/Actr3/Flna/Actr2/Msrb1/Pdlim5/Tpm2/Lima1/Fhl3/Tagln/Coro6/Wdr1/Dstn/Phactr4/Flii/Arpc4/Ppp1r18/Tpm4/Pls3/Cobl/Map1a/Tln1/Iqgap2/Daam1/Pdlim7/Myo9b/Sntb2/Emd/Dmd | 37 |
GO:0090079 | GO:0090079 | translation regulator activity, nucleic acid binding | 16/655 | 101/22360 | 0.0000000 | 0.0000041 | 0.0000035 | Eef1g/Eif5a2/Eef1d/Paip2b/Eif2s2/Eif4a1/Eef1a1/Eif3e/Eif4b/Eif1a/Cpeb4/Etf1/Efl1/Eif4e/Eif3a/Eif1ax | 16 |
GO:0019003 | GO:0019003 | GDP binding | 13/655 | 79/22360 | 0.0000005 | 0.0000313 | 0.0000267 | Rras/Rhoa/Rab5a/Gnai3/Srp54c/Rab10/Arf6/Hras/Rap1a/Rap1b/Arf1/Rab18/Kras | 13 |
GO:0051020 | GO:0051020 | GTPase binding | 23/655 | 313/22360 | 0.0000554 | 0.0020526 | 0.0017524 | Kpnb1/Rabggtb/Ipo5/Vcl/Ankfy1/Gnb2/Picalm/Flna/Tnfaip1/Dnm1l/Chml/Gdi2/Rock2/Map2k1/Rap1a/Pak1/Eprs/Eno1/Rhobtb3/Iqgap2/Daam1/Myo9b/Xpot | 23 |
GO:0004812 | GO:0004812 | aminoacyl-tRNA ligase activity | 7/655 | 41/22360 | 0.0001693 | 0.0043271 | 0.0036943 | Tarsl2/Lars/Qars/Aars/Eprs/Nars/Yars | 7 |
GO:0016671 | GO:0016671 | oxidoreductase activity, acting on a sulfur group of donors, disulfide as acceptor | 4/655 | 11/22360 | 0.0002043 | 0.0048594 | 0.0041487 | Msrb1/Glrx/Msrb3/Pdia3 | 4 |
GO:0008483 | GO:0008483 | transaminase activity | 5/655 | 24/22360 | 0.0005685 | 0.0120352 | 0.0102751 | Psat1/Oat/Got1/Tgm2/Bcat2 | 5 |
GO:0043022 | GO:0043022 | ribosome binding | 8/655 | 69/22360 | 0.0009006 | 0.0175612 | 0.0149929 | Eif5a2/Rpsa/Naa15/Rack1/Cpeb4/Hspa5/Rpn2/Efl1 | 8 |
GO:0019887 | GO:0019887 | protein kinase regulator activity | 14/655 | 198/22360 | 0.0021774 | 0.0366688 | 0.0313062 | Npm1/Dnajc3/Qars/Rack1/Map2k1/Rplp1/Itprip/Hsp90ab1/Ddx3x/Trib2/Fgf13/Tom1l1/Map2k2/Mob1a | 14 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0016125 | GO:0016125 | sterol metabolic process | 11/108 | 153/22853 | 0.0000000 | 0.0000001 | 0.0000001 | Ldlr/Lss/Dhcr24/Nsdhl/Insig1/Hsd17b7/Hmgcs1/Sqle/Fdps/Fdft1/Lbr | 11 |
GO:1902652 | GO:1902652 | secondary alcohol metabolic process | 11/108 | 156/22853 | 0.0000000 | 0.0000001 | 0.0000001 | Ldlr/Lss/Dhcr24/Nsdhl/Insig1/Hsd17b7/Hmgcs1/Sqle/Fdps/Fdft1/Lbr | 11 |
GO:1901617 | GO:1901617 | organic hydroxy compound biosynthetic process | 11/108 | 231/22853 | 0.0000000 | 0.0000029 | 0.0000024 | Lss/Dhcr24/Nsdhl/Insig1/Hsd17b7/Hmgcs1/Sqle/Stard4/Fdps/Fdft1/Lbr | 11 |
GO:0050658 | GO:0050658 | RNA transport | 8/108 | 148/22853 | 0.0000005 | 0.0000739 | 0.0000634 | Srsf3/Hnrnpa1/Khdrbs1/Eny2/Ybx1/Ran/Tpr/Thoc3 | 8 |
GO:0008299 | GO:0008299 | isoprenoid biosynthetic process | 5/108 | 35/22853 | 0.0000006 | 0.0000772 | 0.0000663 | Lss/Idi1/Hmgcs1/Fdps/Fdft1 | 5 |
GO:0071426 | GO:0071426 | ribonucleoprotein complex export from nucleus | 5/108 | 80/22853 | 0.0000389 | 0.0032213 | 0.0027639 | Srsf3/Eny2/Ran/Tpr/Thoc3 | 5 |
GO:0043062 | GO:0043062 | extracellular structure organization | 8/108 | 311/22853 | 0.0001165 | 0.0067538 | 0.0057948 | Serpinh1/Olfml2b/Fscn1/Col1a1/Fkbp10/Ptx3/Cav1/Col11a1 | 8 |
GO:0045229 | GO:0045229 | external encapsulating structure organization | 8/108 | 312/22853 | 0.0001191 | 0.0067538 | 0.0057948 | Serpinh1/Olfml2b/Fscn1/Col1a1/Fkbp10/Ptx3/Cav1/Col11a1 | 8 |
GO:0043489 | GO:0043489 | RNA stabilization | 4/108 | 64/22853 | 0.0002410 | 0.0106125 | 0.0091057 | Fus/Hnrnpa0/Ybx1/Hnrnpd | 4 |
GO:0032507 | GO:0032507 | maintenance of protein location in cell | 4/108 | 69/22853 | 0.0003220 | 0.0133151 | 0.0114245 | Insig1/Pfn1/Cav1/Arl2bp | 4 |
GO:0060491 | GO:0060491 | regulation of cell projection assembly | 6/108 | 202/22853 | 0.0004010 | 0.0154704 | 0.0132738 | Cdc42ep3/Fscn1/Pfn1/Anln/Cav1/Gap43 | 6 |
GO:0046824 | GO:0046824 | positive regulation of nucleocytoplasmic transport | 4/108 | 74/22853 | 0.0004209 | 0.0154704 | 0.0132738 | Khdrbs1/Xbp1/Ran/Tpr | 4 |
GO:0070542 | GO:0070542 | response to fatty acid | 3/108 | 33/22853 | 0.0005051 | 0.0179034 | 0.0153614 | Ldlr/Scd2/Scd1 | 3 |
GO:0032970 | GO:0032970 | regulation of actin filament-based process | 8/108 | 417/22853 | 0.0008260 | 0.0269700 | 0.0231407 | Cdc42ep3/Fscn1/Pfn1/Ctnna2/Cav1/Epha3/Atp2a2/Svil | 8 |
GO:0051169 | GO:0051169 | nuclear transport | 7/108 | 326/22853 | 0.0009183 | 0.0289340 | 0.0248258 | Srsf3/Khdrbs1/Eny2/Xbp1/Ran/Tpr/Thoc3 | 7 |
GO:0010873 | GO:0010873 | positive regulation of cholesterol esterification | 2/108 | 10/22853 | 0.0009714 | 0.0296655 | 0.0254534 | Stard4/Scd1 | 2 |
GO:0086064 | GO:0086064 | cell communication by electrical coupling involved in cardiac conduction | 2/108 | 10/22853 | 0.0009714 | 0.0296655 | 0.0254534 | Slc8a1/Cav1 | 2 |
GO:0009100 | GO:0009100 | glycoprotein metabolic process | 7/108 | 331/22853 | 0.0010031 | 0.0301700 | 0.0258863 | Edem1/Xylt1/Ptx3/B3gnt5/Chsy3/Dpagt1/Col11a1 | 7 |
GO:0006984 | GO:0006984 | ER-nucleus signaling pathway | 3/108 | 43/22853 | 0.0011040 | 0.0327066 | 0.0280627 | Ppp1r15b/Insig1/Atp2a2 | 3 |
GO:0043434 | GO:0043434 | response to peptide hormone | 7/108 | 350/22853 | 0.0013833 | 0.0381367 | 0.0327219 | Srsf3/Insig1/Srsf5/Ybx1/Cav1/Xbp1/Atp2a2 | 7 |
GO:0048705 | GO:0048705 | skeletal system morphogenesis | 6/108 | 257/22853 | 0.0014031 | 0.0381540 | 0.0327367 | Serpinh1/Anxa6/Insig1/Col1a1/Men1/Col11a1 | 6 |
GO:1900102 | GO:1900102 | negative regulation of endoplasmic reticulum unfolded protein response | 2/108 | 13/22853 | 0.0016683 | 0.0415759 | 0.0356727 | Xbp1/Pdia6 | 2 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0005643 | GO:0005643 | nuclear pore | 4/109 | 67/22838 | 0.0002986 | 0.0486821 | 0.0423506 | Eny2/Lbr/Ran/Tpr | 4 |
GO:0031227 | GO:0031227 | intrinsic component of endoplasmic reticulum membrane | 5/109 | 157/22838 | 0.0009472 | 0.0486821 | 0.0423506 | Scd2/Insig1/Edem1/Scd1/Xbp1 | 5 |
GO:0005635 | GO:0005635 | nuclear envelope | 8/109 | 423/22838 | 0.0009659 | 0.0486821 | 0.0423506 | Eny2/Ybx1/Rrm1/Lbr/Epha3/Ran/Tubb5/Tpr | 8 |
GO:0098643 | GO:0098643 | banded collagen fibril | 2/109 | 11/22838 | 0.0012070 | 0.0486821 | 0.0423506 | Col1a1/Col11a1 | 2 |
ID | Description | GeneRatio | BgRatio | pvalue | p.adjust | qvalue | geneID | Count | |
---|---|---|---|---|---|---|---|---|---|
GO:0016717 | GO:0016717 | oxidoreductase activity, acting on paired donors, with oxidation of a pair of donors resulting in the reduction of molecular oxygen to two molecules of water | 2/104 | 14/22360 | 0.0018799 | 0.0371288 | 0.0315384 | Scd2/Scd1 | 2 |
GO:0004659 | GO:0004659 | prenyltransferase activity | 2/104 | 15/22360 | 0.0021626 | 0.0401987 | 0.0341462 | Fdps/Fdft1 | 2 |
GO:0032934 | GO:0032934 | sterol binding | 3/104 | 57/22360 | 0.0023834 | 0.0409810 | 0.0348107 | Anxa6/Insig1/Stard4 | 3 |
GO:0046982 | GO:0046982 | protein heterodimerization activity | 6/104 | 307/22360 | 0.0031430 | 0.0496600 | 0.0421829 | Tubb2b/Tenm3/Nfyc/Cav1/Xbp1/Ran | 6 |
4.4.3 MSigDb Set Enrichment Test
sessionInfo()
## R version 4.1.3 (2022-03-10)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 20.04.6 LTS
##
## Matrix products: default
## BLAS: /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.9.0
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.9.0
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=it_IT.UTF-8 LC_COLLATE=en_US.UTF-8
## [5] LC_MONETARY=it_IT.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=it_IT.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=it_IT.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] msigdbr_7.5.1 org.Mm.eg.db_3.14.0
## [3] AnnotationDbi_1.56.2 clusterProfiler_4.2.2
## [5] GeneOverlap_1.30.0 EnhancedVolcano_1.12.0
## [7] ggrepel_0.9.2 tidytext_0.3.4
## [9] DOSE_3.20.1 data.table_1.14.6
## [11] gridExtra_2.3 gplots_3.1.3
## [13] ggpubr_0.5.0 vsn_3.62.0
## [15] reshape2_1.4.4 ggplot2_3.4.0
## [17] tximport_1.22.0 DESeq2_1.34.0
## [19] SummarizedExperiment_1.24.0 Biobase_2.54.0
## [21] MatrixGenerics_1.6.0 matrixStats_0.62.0
## [23] GenomicRanges_1.46.1 GenomeInfoDb_1.30.1
## [25] IRanges_2.28.0 S4Vectors_0.32.4
## [27] BiocGenerics_0.40.0
##
## loaded via a namespace (and not attached):
## [1] utf8_1.2.2 tidyselect_1.2.0 RSQLite_2.2.18
## [4] grid_4.1.3 BiocParallel_1.28.3 scatterpie_0.1.8
## [7] munsell_0.5.0 codetools_0.2-18 preprocessCore_1.56.0
## [10] withr_2.5.0 colorspace_2.0-3 GOSemSim_2.20.0
## [13] ggalt_0.4.0 knitr_1.40 rstudioapi_0.14
## [16] ggsignif_0.6.4 Rttf2pt1_1.3.11 GenomeInfoDbData_1.2.7
## [19] polyclip_1.10-4 bit64_4.0.5 farver_2.1.1
## [22] downloader_0.4 vctrs_0.5.1 treeio_1.18.1
## [25] generics_0.1.3 xfun_0.35 R6_2.5.1
## [28] ggbeeswarm_0.6.0 graphlayouts_0.8.3 locfit_1.5-9.6
## [31] bitops_1.0-7 cachem_1.0.6 fgsea_1.20.0
## [34] gridGraphics_0.5-1 DelayedArray_0.20.0 assertthat_0.2.1
## [37] scales_1.2.1 ggraph_2.1.0 enrichplot_1.14.2
## [40] beeswarm_0.4.0 gtable_0.3.1 ash_1.0-15
## [43] affy_1.72.0 tidygraph_1.2.2 rlang_1.0.6
## [46] genefilter_1.76.0 splines_4.1.3 rstatix_0.7.1
## [49] extrafontdb_1.0 lazyeval_0.2.2 broom_1.0.1
## [52] BiocManager_1.30.22 yaml_2.3.6 abind_1.4-5
## [55] backports_1.4.1 qvalue_2.26.0 tokenizers_0.2.3
## [58] extrafont_0.18 tools_4.1.3 ggplotify_0.1.0
## [61] affyio_1.64.0 jquerylib_0.1.4 RColorBrewer_1.1-3
## [64] Rcpp_1.0.9 plyr_1.8.8 zlibbioc_1.40.0
## [67] purrr_0.3.5 RCurl_1.98-1.9 viridis_0.6.2
## [70] magrittr_2.0.3 DO.db_2.9 SnowballC_0.7.0
## [73] patchwork_1.1.2 evaluate_0.18 xtable_1.8-4
## [76] XML_3.99-0.12 compiler_4.1.3 tibble_3.1.8
## [79] maps_3.4.1 KernSmooth_2.23-20 crayon_1.5.2
## [82] shadowtext_0.1.2 htmltools_0.5.3 ggfun_0.0.8
## [85] tidyr_1.2.1 geneplotter_1.72.0 aplot_0.1.8
## [88] DBI_1.1.3 tweenr_2.0.2 proj4_1.0-11
## [91] MASS_7.3-55 babelgene_22.9 Matrix_1.5-3
## [94] car_3.1-1 cli_3.4.1 parallel_4.1.3
## [97] igraph_1.3.5 pkgconfig_2.0.3 prettydoc_0.4.1
## [100] ggtree_3.2.1 annotate_1.72.0 vipor_0.4.5
## [103] bslib_0.4.1 XVector_0.34.0 yulab.utils_0.0.5
## [106] janeaustenr_1.0.0 stringr_1.4.1 digest_0.6.30
## [109] Biostrings_2.62.0 rmarkdown_2.18 fastmatch_1.1-3
## [112] tidytree_0.4.1 gtools_3.9.3 lifecycle_1.0.3
## [115] nlme_3.1-155 jsonlite_1.8.3 carData_3.0-5
## [118] viridisLite_0.4.1 limma_3.50.3 fansi_1.0.3
## [121] pillar_1.8.1 lattice_0.20-45 ggrastr_1.0.1
## [124] KEGGREST_1.34.0 fastmap_1.1.0 httr_1.4.4
## [127] survival_3.2-13 GO.db_3.14.0 glue_1.6.2
## [130] png_0.1-7 bit_4.0.5 ggforce_0.4.1
## [133] stringi_1.7.8 sass_0.4.2 blob_1.2.3
## [136] caTools_1.18.2 memoise_2.0.1 dplyr_1.0.10
## [139] ape_5.6-2