The Dependency Map (DepMap) is a genome-wide pooled CRISPR-Cas9 knockout proliferation screen conducted in more than 700 cancer cell lines spanning many different tumor lineages. Each cell line in the DepMap contains a unique barcode, and each gene knockout is assigned a “dependency score” on a per cell-line basis which quantifies the rate of CRISPR-Cas9 guide drop. It has been found that proteins with similar DepMap scores across cell lines, a phenomenon known as co-dependent genes, have closely related biological functions. This can include activity in the same or parallel pathways or membership in the same protein complex or the same pathway.
We identified the strongest seven co-dependent genes (“Symbol”) for DUBs and ran GO enrichment analysis. We used Biogrid, IntAct, and Pathway Commons PPIDs, and the NURSA protein-protein interaction databases (PPIDs) to determine whether co-dependent genes interact with one another. The “Evidence” column contains the PPIDs in which the interaction appears as well as whether there is support for the association by an INDRA statement. As another approach to identify potential interactors, we looked at proteomics data from the Broad Institute's Cancer Cell Line Encyclopedia (CCLE) for proteins whose expression across ~375 cell lines strongly correlated with the abundance of each DUB; it has previously been observed that proteins in the same complex are frequently significantly co-expressed. The correlations and associated p-values in the CCLE proteomics dataset are provided. And, we determined whether co-dependent genes yield similar transcriptomic signatures in the Broad Institute's Connectivity Map (CMap). A CMap score greater than 90 is considered significantly similar.
Symbol | Name | DepMap Correlation | Evidence | CCLE Correlation | CCLE Z-score | CCLE p-value (adj) | CCLE Significant | CMAP Score | CMAP Type |
---|---|---|---|---|---|---|---|---|---|
PTPN23 | protein tyrosine phosphatase non-receptor type 23 | 0.563 | INDRA (4) | 0.50 | 2.65 | 8.26e-23 | |||
UBAP1 | ubiquitin associated protein 1 | 0.454 | 0.30 | 1.57 | 2.78e-08 | ||||
HGS | hepatocyte growth factor-regulated tyrosine kinase substrate | 0.438 | INDRA (10) Reactome (8) | 0.15 | 0.72 | 1.29e-02 | |||
STAMBP | STAM binding protein | 0.377 | INDRA (6) Reactome (3) | 0.32 | 1.68 | 2.51e-09 | 97.75 | kd | |
CLTC | clathrin heavy chain | 0.346 | Reactome (3) | 0.35 | 1.83 | 6.25e-11 | |||
VPS37A | VPS37A subunit of ESCRT-I | 0.343 | 0.37 | 1.97 | 1.48e-12 | ||||
VPS36 | vacuolar protein sorting 36 homolog | 0.324 | 0.49 | 2.60 | 6.28e-22 |
Gene set enrichment analysis was done on the genes correlated with USP8using the terms from Gene Ontology and gene sets derived from the Gene Ontology Annotations database via MSigDB.
Using the biological processes and other Gene Ontology terms from well characterized DUBs as a positive control, several gene set enrichment analyses were considered. Threshold-less methods like GSEA had relatively poor results. Over-representation analysis with a threshold of of the top 7 highest absolute value Dependency Map correlations yielded the best results and is reported below.
GO Identifier | GO Name | GO Type | p-value | p-value (adj.) | q-value |
---|---|---|---|---|---|
GO:0016197 | endosomal transport | Biological Process | 1.62e-11 | 3.62e-09 | 1.45e-09 |
GO:0043162 | ubiquitin-dependent protein catabolic process via the multivesicular body sorting pathway | Biological Process | 4.73e-11 | 1.06e-08 | 2.12e-09 |
GO:0036452 | ESCRT complex | Cellular Component | 1.13e-10 | 2.54e-08 | 3.38e-09 |
GO:0036257 | multivesicular body organization | Biological Process | 1.38e-07 | 3.08e-05 | 3.08e-06 |
GO:0072666 | establishment of protein localization to vacuole | Biological Process | 4.64e-07 | 1.04e-04 | 8.30e-06 |
GO:0072665 | protein localization to vacuole | Biological Process | 1.15e-06 | 2.58e-04 | 1.72e-05 |
GO:0007032 | endosome organization | Biological Process | 2.40e-06 | 5.38e-04 | 3.07e-05 |
GO:0000813 | ESCRT I complex | Cellular Component | 5.24e-06 | 1.17e-03 | 5.86e-05 |
GO:0031902 | late endosome membrane | Cellular Component | 1.03e-05 | 2.31e-03 | 1.02e-04 |
GO:0007034 | vacuolar transport | Biological Process | 1.29e-05 | 2.89e-03 | 1.13e-04 |
GO:0061919 | process utilizing autophagic mechanism | Biological Process | 1.39e-05 | 3.11e-03 | 1.13e-04 |
GO:0032509 | endosome transport via multivesicular body sorting pathway | Biological Process | 3.21e-05 | 7.19e-03 | 2.39e-04 |
GO:0071985 | multivesicular body sorting pathway | Biological Process | 5.76e-05 | 1.29e-02 | 3.96e-04 |
GO:0006623 | protein targeting to vacuole | Biological Process | 6.90e-05 | 1.55e-02 | 4.33e-04 |
GO:0005770 | late endosome | Cellular Component | 7.25e-05 | 1.62e-02 | 4.33e-04 |
GO:0016236 | macroautophagy | Biological Process | 1.19e-04 | 2.67e-02 | 6.68e-04 |
GO:0016050 | vesicle organization | Biological Process | 1.60e-04 | 3.58e-02 | 8.40e-04 |
GO:0005769 | early endosome | Cellular Component | 1.98e-04 | 4.43e-02 | 9.30e-04 |
The following table shows the significantly differentially expressed genes after knocking out USP8 using CRISPR-Cas9.
The GSEA method was applied for all genes whose knockout resulted in at least 20 significantly differentially expressed genes.
ID | Name | p-value | p-value (adj.) | log2 Error | ES | NES |
---|---|---|---|---|---|---|
msig:M5925 | HALLMARK_E2F_TARGETS | 9.51e-20 | 3.24e-16 | 1.15e+00 | -6.03e-01 | -2.68e+00 |
go:0007049 | cell cycle | 5.77e-16 | 9.83e-13 | 1.03e+00 | -3.71e-01 | -1.91e+00 |
go:0005694 | chromosome | 3.16e-15 | 3.58e-12 | 1.01e+00 | -4.12e-01 | -2.04e+00 |
reactome:R-HSA-1640170 | Cell Cycle | 7.03e-15 | 5.99e-12 | 9.97e-01 | -4.42e-01 | -2.15e+00 |
go:0051301 | cell division | 1.90e-14 | 1.29e-11 | 9.76e-01 | -4.74e-01 | -2.26e+00 |
go:0022402 | cell cycle process | 9.22e-14 | 5.24e-11 | 9.55e-01 | -3.79e-01 | -1.92e+00 |
reactome:R-HSA-69278 | Cell Cycle, Mitotic | 2.13e-13 | 1.04e-10 | 9.44e-01 | -4.49e-01 | -2.14e+00 |
go:0000278 | mitotic cell cycle | 5.09e-13 | 2.17e-10 | 9.21e-01 | -3.96e-01 | -1.96e+00 |
msig:M5901 | HALLMARK_G2M_CHECKPOINT | 1.93e-12 | 7.29e-10 | 8.99e-01 | -5.45e-01 | -2.39e+00 |
go:0140014 | mitotic nuclear division | 2.96e-11 | 1.01e-08 | 8.51e-01 | -5.31e-01 | -2.31e+00 |
go:0000793 | condensed chromosome | 1.54e-10 | 4.77e-08 | 8.27e-01 | -5.54e-01 | -2.37e+00 |
go:0007059 | chromosome segregation | 1.96e-10 | 5.55e-08 | 8.27e-01 | -5.05e-01 | -2.24e+00 |
go:0051276 | chromosome organization | 2.52e-10 | 6.60e-08 | 8.14e-01 | -3.64e-01 | -1.82e+00 |
go:0048285 | organelle fission | 3.85e-10 | 9.38e-08 | 8.14e-01 | -4.82e-01 | -2.18e+00 |
msig:M5891 | HALLMARK_HYPOXIA | 7.72e-10 | 1.75e-07 | 8.01e-01 | 5.68e-01 | 2.42e+00 |
msig:M5924 | HALLMARK_MTORC1_SIGNALING | 2.84e-09 | 6.04e-07 | 7.75e-01 | 4.58e-01 | 2.10e+00 |
go:0010564 | regulation of cell cycle process | 6.80e-09 | 1.29e-06 | 7.61e-01 | -3.83e-01 | -1.86e+00 |
reactome:R-HSA-69618 | Mitotic Spindle Checkpoint | 6.77e-09 | 1.29e-06 | 7.61e-01 | -5.89e-01 | -2.33e+00 |
go:0098813 | nuclear chromosome segregation | 7.66e-09 | 1.37e-06 | 7.48e-01 | -5.07e-01 | -2.19e+00 |
reactome:R-HSA-68877 | Mitotic Prometaphase | 3.19e-08 | 5.43e-06 | 7.20e-01 | -4.88e-01 | -2.12e+00 |
go:0098687 | chromosomal region | 4.13e-08 | 6.70e-06 | 7.20e-01 | -4.43e-01 | -2.01e+00 |
go:0000775 | chromosome, centromeric region | 4.59e-08 | 7.11e-06 | 7.20e-01 | -5.11e-01 | -2.18e+00 |
go:0000819 | sister chromatid segregation | 5.63e-08 | 8.33e-06 | 7.20e-01 | -5.08e-01 | -2.14e+00 |
reactome:R-HSA-69620 | Cell Cycle Checkpoints | 9.74e-08 | 1.38e-05 | 7.05e-01 | -4.40e-01 | -1.98e+00 |
go:0000070 | mitotic sister chromatid segregation | 1.05e-07 | 1.43e-05 | 7.05e-01 | -5.48e-01 | -2.25e+00 |
go:0006259 | DNA metabolic process | 1.15e-07 | 1.51e-05 | 7.05e-01 | -3.65e-01 | -1.78e+00 |
go:0016126 | sterol biosynthetic process | 1.47e-07 | 1.85e-05 | 6.90e-01 | 6.90e-01 | 2.41e+00 |
reactome:R-HSA-5663220 | RHO GTPases Activate Formins | 1.52e-07 | 1.85e-05 | 6.90e-01 | -5.31e-01 | -2.16e+00 |
msig:M7963 | KEGG_CELL_CYCLE | 1.62e-07 | 1.91e-05 | 6.90e-01 | -5.83e-01 | -2.23e+00 |
go:0006974 | cellular response to DNA damage stimulus | 2.00e-07 | 2.27e-05 | 6.90e-01 | -3.61e-01 | -1.75e+00 |
reactome:R-HSA-2500257 | Resolution of Sister Chromatid Cohesion | 2.54e-07 | 2.75e-05 | 6.75e-01 | -5.40e-01 | -2.18e+00 |
go:0008202 | steroid metabolic process | 2.58e-07 | 2.75e-05 | 6.75e-01 | 5.31e-01 | 2.22e+00 |
go:0051726 | regulation of cell cycle | 2.71e-07 | 2.80e-05 | 6.75e-01 | -3.30e-01 | -1.65e+00 |
go:1901617 | organic hydroxy compound biosynthetic process | 3.40e-07 | 3.40e-05 | 6.75e-01 | 5.57e-01 | 2.26e+00 |
go:0000776 | kinetochore | 4.07e-07 | 3.85e-05 | 6.75e-01 | -5.37e-01 | -2.17e+00 |
go:0006260 | DNA replication | 4.06e-07 | 3.85e-05 | 6.75e-01 | -4.66e-01 | -2.03e+00 |
go:0006281 | DNA repair | 5.03e-07 | 4.63e-05 | 6.59e-01 | -3.93e-01 | -1.85e+00 |
go:0042175 | nuclear outer membrane-endoplasmic reticulum membrane network | 5.66e-07 | 5.07e-05 | 6.59e-01 | 3.16e-01 | 1.66e+00 |
reactome:R-HSA-556833 | Metabolism of lipids | 6.20e-07 | 5.41e-05 | 6.59e-01 | 3.79e-01 | 1.83e+00 |
go:0006323 | DNA packaging | 6.43e-07 | 5.48e-05 | 6.59e-01 | -5.31e-01 | -2.14e+00 |
go:0006694 | steroid biosynthetic process | 6.88e-07 | 5.72e-05 | 6.59e-01 | 5.77e-01 | 2.26e+00 |
go:0005819 | spindle | 9.75e-07 | 7.91e-05 | 6.44e-01 | -4.27e-01 | -1.92e+00 |
reactome:R-HSA-8957322 | Metabolism of steroids | 1.05e-06 | 8.36e-05 | 6.44e-01 | 5.96e-01 | 2.27e+00 |
go:0000228 | nuclear chromosome | 1.25e-06 | 9.66e-05 | 6.44e-01 | -3.87e-01 | -1.82e+00 |
go:0000779 | condensed chromosome, centromeric region | 1.54e-06 | 1.14e-04 | 6.44e-01 | -5.34e-01 | -2.11e+00 |
go:0005773 | vacuole | 1.54e-06 | 1.14e-04 | 6.44e-01 | 3.52e-01 | 1.76e+00 |
go:0006629 | lipid metabolic process | 2.68e-06 | 1.94e-04 | 6.27e-01 | 3.33e-01 | 1.70e+00 |
go:1901615 | organic hydroxy compound metabolic process | 2.74e-06 | 1.94e-04 | 6.27e-01 | 4.46e-01 | 1.99e+00 |
go:0006873 | cellular ion homeostasis | 2.99e-06 | 2.07e-04 | 6.27e-01 | 4.15e-01 | 1.91e+00 |
go:0006261 | DNA-dependent DNA replication | 3.05e-06 | 2.07e-04 | 6.27e-01 | -5.25e-01 | -2.08e+00 |
go:0000226 | microtubule cytoskeleton organization | 3.22e-06 | 2.15e-04 | 6.27e-01 | -3.93e-01 | -1.81e+00 |
go:0051783 | regulation of nuclear division | 4.14e-06 | 2.66e-04 | 6.11e-01 | -4.91e-01 | -2.04e+00 |
go:0034508 | centromere complex assembly | 4.09e-06 | 2.66e-04 | 6.11e-01 | -6.96e-01 | -2.24e+00 |
go:0044770 | cell cycle phase transition | 4.54e-06 | 2.86e-04 | 6.11e-01 | -3.57e-01 | -1.70e+00 |
reactome:R-HSA-194315 | Signaling by Rho GTPases | 4.75e-06 | 2.94e-04 | 6.11e-01 | -4.03e-01 | -1.81e+00 |
go:0002252 | immune effector process | 5.19e-06 | 3.16e-04 | 6.11e-01 | 3.09e-01 | 1.63e+00 |
go:0015630 | microtubule cytoskeleton | 6.17e-06 | 3.69e-04 | 6.11e-01 | -3.22e-01 | -1.59e+00 |
go:0046165 | alcohol biosynthetic process | 6.86e-06 | 4.03e-04 | 6.11e-01 | 5.73e-01 | 2.21e+00 |
msig:M5890 | HALLMARK_TNFA_SIGNALING_VIA_NFKB | 8.01e-06 | 4.62e-04 | 5.93e-01 | 4.87e-01 | 2.03e+00 |
go:0006325 | chromatin organization | 8.49e-06 | 4.74e-04 | 5.93e-01 | -3.51e-01 | -1.68e+00 |
reactome:R-HSA-68886 | M Phase | 8.36e-06 | 4.74e-04 | 5.93e-01 | -3.80e-01 | -1.78e+00 |
msig:M16848 | KEGG_EPITHELIAL_CELL_SIGNALING_IN_HELICOBACTER_PYLORI_INFECTION | 9.61e-06 | 5.28e-04 | 5.93e-01 | 6.56e-01 | 2.19e+00 |
go:0044430 | 1.14e-05 | 6.15e-04 | 5.93e-01 | -3.12e-01 | -1.56e+00 | |
go:0034097 | response to cytokine | 1.16e-05 | 6.20e-04 | 5.93e-01 | 2.96e-01 | 1.55e+00 |
go:0005783 | endoplasmic reticulum | 1.33e-05 | 6.87e-04 | 5.93e-01 | 2.67e-01 | 1.46e+00 |
reactome:R-HSA-73894 | DNA Repair | 1.31e-05 | 6.87e-04 | 5.93e-01 | -4.13e-01 | -1.84e+00 |
reactome:R-HSA-168249 | Innate Immune System | 1.45e-05 | 7.37e-04 | 5.93e-01 | 3.01e-01 | 1.57e+00 |
reactome:R-HSA-195258 | RHO GTPase Effectors | 1.54e-05 | 7.71e-04 | 5.76e-01 | -4.12e-01 | -1.83e+00 |
go:0044843 | cell cycle G1/S phase transition | 1.75e-05 | 8.53e-04 | 5.76e-01 | -4.48e-01 | -1.92e+00 |
go:0006333 | chromatin assembly or disassembly | 1.75e-05 | 8.53e-04 | 5.76e-01 | -5.05e-01 | -1.99e+00 |
msig:M5913 | HALLMARK_INTERFERON_GAMMA_RESPONSE | 1.83e-05 | 8.78e-04 | 5.76e-01 | 5.06e-01 | 2.06e+00 |
msig:M5893 | HALLMARK_MITOTIC_SPINDLE | 1.88e-05 | 8.91e-04 | 5.76e-01 | -4.53e-01 | -1.91e+00 |
go:0044437 | 2.29e-05 | 1.07e-03 | 5.76e-01 | 3.55e-01 | 1.72e+00 | |
go:0048878 | chemical homeostasis | 2.32e-05 | 1.07e-03 | 5.76e-01 | 3.20e-01 | 1.60e+00 |
go:0007346 | regulation of mitotic cell cycle | 2.99e-05 | 1.32e-03 | 5.76e-01 | -3.38e-01 | -1.62e+00 |
go:0000785 | chromatin | 3.15e-05 | 1.36e-03 | 5.57e-01 | -3.65e-01 | -1.70e+00 |
go:0050801 | ion homeostasis | 3.20e-05 | 1.36e-03 | 5.57e-01 | 3.65e-01 | 1.72e+00 |
go:0071824 | protein-DNA complex subunit organization | 3.17e-05 | 1.36e-03 | 5.57e-01 | -4.27e-01 | -1.85e+00 |
go:0008608 | attachment of spindle microtubules to kinetochore | 3.39e-05 | 1.43e-03 | 5.57e-01 | -6.94e-01 | -2.17e+00 |
msig:M11266 | KEGG_LYSOSOME | 3.81e-05 | 1.58e-03 | 5.57e-01 | 5.50e-01 | 2.12e+00 |
go:0034728 | nucleosome organization | 4.20e-05 | 1.72e-03 | 5.57e-01 | -5.03e-01 | -1.95e+00 |
reactome:R-HSA-162587 | HIV Life Cycle | 4.50e-05 | 1.83e-03 | 5.57e-01 | -4.56e-01 | -1.90e+00 |
go:0055065 | metal ion homeostasis | 4.82e-05 | 1.93e-03 | 5.57e-01 | 3.81e-01 | 1.75e+00 |
go:0002274 | myeloid leukocyte activation | 5.05e-05 | 2.00e-03 | 5.57e-01 | 3.27e-01 | 1.62e+00 |
go:0006952 | defense response | 5.26e-05 | 2.06e-03 | 5.57e-01 | 2.87e-01 | 1.52e+00 |
reactome:R-HSA-191273 | Cholesterol biosynthesis | 5.46e-05 | 2.09e-03 | 5.57e-01 | 7.66e-01 | 2.19e+00 |
reactome:R-HSA-1655829 | Regulation of cholesterol biosynthesis by SREBP (SREBF) | 5.44e-05 | 2.09e-03 | 5.57e-01 | 6.40e-01 | 2.14e+00 |
go:0051983 | regulation of chromosome segregation | 5.66e-05 | 2.14e-03 | 5.57e-01 | -5.08e-01 | -1.95e+00 |
reactome:R-HSA-168325 | Viral Messenger RNA Synthesis | 5.77e-05 | 2.16e-03 | 5.57e-01 | -6.17e-01 | -2.06e+00 |
reactome:R-HSA-2990846 | SUMOylation | 6.11e-05 | 2.26e-03 | 5.38e-01 | -4.63e-01 | -1.88e+00 |
go:0060968 | regulation of gene silencing | 6.16e-05 | 2.26e-03 | 5.38e-01 | -4.96e-01 | -1.93e+00 |
go:1901701 | cellular response to oxygen-containing compound | 6.61e-05 | 2.40e-03 | 5.38e-01 | 3.09e-01 | 1.59e+00 |
go:0051290 | protein heterotetramerization | 7.02e-05 | 2.52e-03 | 5.38e-01 | -7.32e-01 | -2.06e+00 |
reactome:R-HSA-68962 | Activation of the pre-replicative complex | 7.12e-05 | 2.53e-03 | 5.38e-01 | -7.02e-01 | -2.06e+00 |
msig:M5892 | HALLMARK_CHOLESTEROL_HOMEOSTASIS | 7.42e-05 | 2.58e-03 | 5.38e-01 | 5.82e-01 | 2.12e+00 |
go:0018205 | peptidyl-lysine modification | 7.42e-05 | 2.58e-03 | 5.38e-01 | -4.09e-01 | -1.80e+00 |
go:0051607 | defense response to virus | 8.06e-05 | 2.77e-03 | 5.38e-01 | 4.38e-01 | 1.87e+00 |
go:0031055 | chromatin remodeling at centromere | 8.14e-05 | 2.77e-03 | 5.38e-01 | -6.76e-01 | -2.11e+00 |
reactome:R-HSA-69190 | DNA strand elongation | 1.09e-04 | 3.67e-03 | 5.38e-01 | -6.70e-01 | -2.09e+00 |
go:0007010 | cytoskeleton organization | 1.19e-04 | 3.97e-03 | 5.38e-01 | -3.07e-01 | -1.51e+00 |
go:0019218 | regulation of steroid metabolic process | 1.21e-04 | 3.99e-03 | 5.38e-01 | 5.95e-01 | 2.06e+00 |
go:1901698 | response to nitrogen compound | 1.35e-04 | 4.37e-03 | 5.19e-01 | 3.06e-01 | 1.55e+00 |
go:0071103 | DNA conformation change | 1.36e-04 | 4.37e-03 | 5.19e-01 | -4.04e-01 | -1.75e+00 |
go:0051321 | meiotic cell cycle | 1.49e-04 | 4.73e-03 | 5.19e-01 | -4.82e-01 | -1.92e+00 |
go:0008610 | lipid biosynthetic process | 1.55e-04 | 4.83e-03 | 5.19e-01 | 3.53e-01 | 1.64e+00 |
go:0001775 | cell activation | 1.54e-04 | 4.83e-03 | 5.19e-01 | 2.81e-01 | 1.49e+00 |
go:0043486 | histone exchange | 1.57e-04 | 4.86e-03 | 5.19e-01 | -6.11e-01 | -2.02e+00 |
reactome:R-HSA-2555396 | Mitotic Metaphase and Anaphase | 1.60e-04 | 4.91e-03 | 5.19e-01 | -3.94e-01 | -1.73e+00 |
go:0005125 | cytokine activity | 1.66e-04 | 5.06e-03 | 5.19e-01 | 5.96e-01 | 1.99e+00 |
go:0016925 | protein sumoylation | 1.72e-04 | 5.20e-03 | 5.19e-01 | -5.71e-01 | -1.97e+00 |
go:0043044 | ATP-dependent chromatin remodeling | 1.80e-04 | 5.39e-03 | 5.19e-01 | -5.37e-01 | -1.96e+00 |
go:0000922 | spindle pole | 1.91e-04 | 5.67e-03 | 5.19e-01 | -4.54e-01 | -1.83e+00 |
go:0034724 | DNA replication-independent nucleosome organization | 1.97e-04 | 5.72e-03 | 5.19e-01 | -6.03e-01 | -2.00e+00 |
reactome:R-HSA-983231 | Factors involved in megakaryocyte development and platelet production | 1.97e-04 | 5.72e-03 | 5.19e-01 | -5.27e-01 | -1.96e+00 |
msig:M5898 | HALLMARK_DNA_REPAIR | 2.04e-04 | 5.89e-03 | 5.19e-01 | -4.39e-01 | -1.83e+00 |
go:0090734 | site of DNA damage | 2.06e-04 | 5.90e-03 | 5.19e-01 | -5.54e-01 | -1.96e+00 |
go:0006984 | ER-nucleus signaling pathway | 2.22e-04 | 6.30e-03 | 5.19e-01 | 6.28e-01 | 2.08e+00 |
reactome:R-HSA-2426168 | Activation of gene expression by SREBF (SREBP) | 2.33e-04 | 6.56e-03 | 5.19e-01 | 6.75e-01 | 2.10e+00 |
go:0007017 | microtubule-based process | 2.52e-04 | 7.00e-03 | 4.98e-01 | -3.30e-01 | -1.56e+00 |
go:0002444 | myeloid leukocyte mediated immunity | 2.53e-04 | 7.00e-03 | 4.98e-01 | 3.12e-01 | 1.54e+00 |
reactome:R-HSA-5693532 | DNA Double-Strand Break Repair | 2.91e-04 | 8.01e-03 | 4.98e-01 | -4.69e-01 | -1.83e+00 |
go:0006310 | DNA recombination | 2.97e-04 | 8.02e-03 | 4.98e-01 | -4.14e-01 | -1.77e+00 |
reactome:R-HSA-176187 | Activation of ATR in response to replication stress | 2.96e-04 | 8.02e-03 | 4.98e-01 | -6.55e-01 | -2.01e+00 |
go:1901700 | response to oxygen-containing compound | 3.01e-04 | 8.07e-03 | 4.98e-01 | 2.67e-01 | 1.43e+00 |
msig:M16853 | KEGG_DNA_REPLICATION | 3.04e-04 | 8.09e-03 | 4.98e-01 | -6.26e-01 | -1.99e+00 |
go:0040029 | regulation of gene expression, epigenetic | 3.19e-04 | 8.42e-03 | 4.98e-01 | -3.73e-01 | -1.66e+00 |
reactome:R-HSA-73886 | Chromosome Maintenance | 3.35e-04 | 8.77e-03 | 4.98e-01 | -5.13e-01 | -1.88e+00 |
go:0045787 | positive regulation of cell cycle | 3.49e-04 | 9.01e-03 | 4.98e-01 | -3.68e-01 | -1.65e+00 |
go:0072507 | divalent inorganic cation homeostasis | 3.53e-04 | 9.01e-03 | 4.98e-01 | 4.23e-01 | 1.80e+00 |
go:0031935 | regulation of chromatin silencing | 3.54e-04 | 9.01e-03 | 4.98e-01 | -7.17e-01 | -1.98e+00 |
go:0035861 | site of double-strand break | 3.50e-04 | 9.01e-03 | 4.98e-01 | -5.72e-01 | -1.93e+00 |
reactome:R-HSA-6796648 | TP53 Regulates Transcription of DNA Repair Genes | 3.72e-04 | 9.39e-03 | 4.98e-01 | -5.50e-01 | -1.94e+00 |
go:0050810 | regulation of steroid biosynthetic process | 3.86e-04 | 9.66e-03 | 4.98e-01 | 5.98e-01 | 2.02e+00 |
reactome:R-HSA-159230 | Transport of the SLBP Dependant Mature mRNA | 3.93e-04 | 9.78e-03 | 4.98e-01 | -6.44e-01 | -2.01e+00 |
go:0006302 | double-strand break repair | 4.31e-04 | 1.06e-02 | 4.98e-01 | -4.28e-01 | -1.79e+00 |
msig:M5908 | HALLMARK_ANDROGEN_RESPONSE | 4.39e-04 | 1.07e-02 | 4.98e-01 | 4.71e-01 | 1.84e+00 |
go:0098542 | defense response to other organism | 4.65e-04 | 1.13e-02 | 4.98e-01 | 3.81e-01 | 1.70e+00 |
go:0019216 | regulation of lipid metabolic process | 4.82e-04 | 1.16e-02 | 4.98e-01 | 3.91e-01 | 1.72e+00 |
msig:M15569 | KEGG_NOD_LIKE_RECEPTOR_SIGNALING_PATHWAY | 5.00e-04 | 1.20e-02 | 4.77e-01 | 6.90e-01 | 2.00e+00 |
go:0090068 | positive regulation of cell cycle process | 5.05e-04 | 1.20e-02 | 4.77e-01 | -3.88e-01 | -1.68e+00 |
go:0002682 | regulation of immune system process | 5.14e-04 | 1.22e-02 | 4.77e-01 | 2.67e-01 | 1.41e+00 |
go:0019725 | cellular homeostasis | 5.49e-04 | 1.29e-02 | 4.77e-01 | 2.99e-01 | 1.49e+00 |
go:0044433 | 5.76e-04 | 1.34e-02 | 4.77e-01 | 2.57e-01 | 1.38e+00 | |
go:0001786 | phosphatidylserine binding | 6.02e-04 | 1.39e-02 | 4.77e-01 | -6.83e-01 | -1.92e+00 |
reactome:R-HSA-1280215 | Cytokine Signaling in Immune system | 6.12e-04 | 1.41e-02 | 4.77e-01 | 2.96e-01 | 1.50e+00 |
go:0005774 | vacuolar membrane | 6.39e-04 | 1.45e-02 | 4.77e-01 | 3.48e-01 | 1.61e+00 |
go:1901681 | sulfur compound binding | 6.38e-04 | 1.45e-02 | 4.77e-01 | 4.36e-01 | 1.77e+00 |
go:0009615 | response to virus | 6.56e-04 | 1.48e-02 | 4.77e-01 | 3.78e-01 | 1.69e+00 |
reactome:R-HSA-69242 | S Phase | 6.74e-04 | 1.51e-02 | 4.77e-01 | -4.01e-01 | -1.70e+00 |
go:0009607 | response to biotic stimulus | 6.79e-04 | 1.51e-02 | 4.77e-01 | 2.97e-01 | 1.48e+00 |
go:0000790 | chromatin | 7.11e-04 | 1.57e-02 | 4.77e-01 | -3.79e-01 | -1.65e+00 |
msig:M5947 | HALLMARK_IL2_STAT5_SIGNALING | 7.67e-04 | 1.68e-02 | 4.77e-01 | 4.53e-01 | 1.83e+00 |
go:0000794 | condensed nuclear chromosome | 7.69e-04 | 1.68e-02 | 4.77e-01 | -5.67e-01 | -1.93e+00 |
go:0031349 | positive regulation of defense response | 8.22e-04 | 1.78e-02 | 4.77e-01 | 3.46e-01 | 1.59e+00 |
reactome:R-HSA-4615885 | SUMOylation of DNA replication proteins | 8.28e-04 | 1.79e-02 | 4.77e-01 | -5.61e-01 | -1.87e+00 |
go:1903046 | meiotic cell cycle process | 8.37e-04 | 1.79e-02 | 4.77e-01 | -4.78e-01 | -1.80e+00 |
go:0050729 | positive regulation of inflammatory response | 8.64e-04 | 1.83e-02 | 4.77e-01 | 5.51e-01 | 1.88e+00 |
go:0061695 | transferase complex, transferring phosphorus-containing groups | 9.05e-04 | 1.90e-02 | 4.77e-01 | -4.00e-01 | -1.69e+00 |
reactome:R-HSA-168898 | Toll-like Receptor Cascades | 9.17e-04 | 1.92e-02 | 4.77e-01 | 4.95e-01 | 1.87e+00 |
reactome:R-HSA-375276 | Peptide ligand-binding receptors | 9.73e-04 | 2.02e-02 | 4.77e-01 | 6.73e-01 | 1.95e+00 |
go:0002221 | pattern recognition receptor signaling pathway | 9.91e-04 | 2.05e-02 | 4.55e-01 | 4.85e-01 | 1.87e+00 |
go:0030141 | secretory granule | 1.01e-03 | 2.06e-02 | 4.55e-01 | 2.86e-01 | 1.45e+00 |
reactome:R-HSA-373076 | Class A/1 (Rhodopsin-like receptors) | 1.03e-03 | 2.09e-02 | 4.55e-01 | 6.43e-01 | 2.00e+00 |
go:0000725 | recombinational repair | 1.05e-03 | 2.13e-02 | 4.55e-01 | -4.68e-01 | -1.77e+00 |
reactome:R-HSA-167172 | Transcription of the HIV genome | 1.06e-03 | 2.14e-02 | 4.55e-01 | -5.04e-01 | -1.79e+00 |
msig:M5932 | HALLMARK_INFLAMMATORY_RESPONSE | 1.17e-03 | 2.35e-02 | 4.55e-01 | 4.49e-01 | 1.76e+00 |
go:0051298 | centrosome duplication | 1.19e-03 | 2.38e-02 | 4.55e-01 | -5.61e-01 | -1.86e+00 |
go:0051235 | maintenance of location | 1.21e-03 | 2.39e-02 | 4.55e-01 | 3.87e-01 | 1.67e+00 |
reactome:R-HSA-6798695 | Neutrophil degranulation | 1.24e-03 | 2.42e-02 | 4.55e-01 | 3.02e-01 | 1.46e+00 |
reactome:R-HSA-168274 | Export of Viral Ribonucleoproteins from Nucleus | 1.24e-03 | 2.42e-02 | 4.55e-01 | -6.34e-01 | -1.88e+00 |
go:0051186 | 1.28e-03 | 2.49e-02 | 4.55e-01 | 3.14e-01 | 1.49e+00 | |
reactome:R-HSA-4085377 | SUMOylation of SUMOylation proteins | 1.34e-03 | 2.59e-02 | 4.55e-01 | -6.10e-01 | -1.87e+00 |
go:0051310 | metaphase plate congression | 1.42e-03 | 2.74e-02 | 4.55e-01 | -5.43e-01 | -1.81e+00 |
go:0043621 | protein self-association | 1.46e-03 | 2.80e-02 | 4.55e-01 | -6.59e-01 | -1.86e+00 |
go:0055085 | transmembrane transport | 1.50e-03 | 2.84e-02 | 4.55e-01 | 2.69e-01 | 1.40e+00 |
go:0032101 | regulation of response to external stimulus | 1.50e-03 | 2.84e-02 | 4.55e-01 | 3.16e-01 | 1.49e+00 |
go:0042592 | homeostatic process | 1.52e-03 | 2.85e-02 | 4.55e-01 | 2.52e-01 | 1.36e+00 |
go:0099513 | polymeric cytoskeletal fiber | 1.55e-03 | 2.89e-02 | 4.55e-01 | -3.31e-01 | -1.52e+00 |
go:0009991 | response to extracellular stimulus | 1.61e-03 | 2.99e-02 | 4.55e-01 | 3.36e-01 | 1.54e+00 |
go:0007292 | female gamete generation | 1.64e-03 | 3.03e-02 | 4.55e-01 | -5.52e-01 | -1.83e+00 |
go:0002263 | cell activation involved in immune response | 1.66e-03 | 3.06e-02 | 4.55e-01 | 2.87e-01 | 1.43e+00 |
go:0010469 | regulation of signaling receptor activity | 1.86e-03 | 3.38e-02 | 4.55e-01 | 3.95e-01 | 1.68e+00 |
go:0071453 | cellular response to oxygen levels | 1.88e-03 | 3.38e-02 | 4.55e-01 | 3.59e-01 | 1.60e+00 |
reactome:R-HSA-909733 | Interferon alpha/beta signaling | 1.87e-03 | 3.38e-02 | 4.55e-01 | 5.88e-01 | 1.87e+00 |
go:0019221 | cytokine-mediated signaling pathway | 1.89e-03 | 3.38e-02 | 4.55e-01 | 2.94e-01 | 1.44e+00 |
go:0003682 | chromatin binding | 1.88e-03 | 3.38e-02 | 4.55e-01 | -3.28e-01 | -1.50e+00 |
go:0044255 | cellular lipid metabolic process | 1.93e-03 | 3.42e-02 | 4.55e-01 | 3.08e-01 | 1.48e+00 |
go:0009124 | nucleoside monophosphate biosynthetic process | 2.05e-03 | 3.62e-02 | 4.32e-01 | -5.52e-01 | -1.80e+00 |
go:0032527 | protein exit from endoplasmic reticulum | 2.23e-03 | 3.92e-02 | 4.32e-01 | 5.52e-01 | 1.86e+00 |
go:0046890 | regulation of lipid biosynthetic process | 2.24e-03 | 3.92e-02 | 4.32e-01 | 4.39e-01 | 1.70e+00 |
go:0018193 | peptidyl-amino acid modification | 2.26e-03 | 3.93e-02 | 4.32e-01 | -2.83e-01 | -1.38e+00 |
reactome:R-HSA-176033 | Interactions of Vpr with host cellular proteins | 2.31e-03 | 3.96e-02 | 4.32e-01 | -5.81e-01 | -1.84e+00 |
go:0016591 | RNA polymerase II, holoenzyme | 2.30e-03 | 3.96e-02 | 4.32e-01 | -4.90e-01 | -1.78e+00 |
go:0048640 | negative regulation of developmental growth | 2.31e-03 | 3.96e-02 | 4.32e-01 | 5.80e-01 | 1.85e+00 |
go:0016705 | oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen | 2.34e-03 | 3.98e-02 | 4.32e-01 | 5.25e-01 | 1.77e+00 |
go:0045087 | innate immune response | 2.35e-03 | 3.98e-02 | 4.32e-01 | 2.89e-01 | 1.44e+00 |
go:1901987 | regulation of cell cycle phase transition | 2.41e-03 | 4.05e-02 | 4.32e-01 | -3.22e-01 | -1.51e+00 |
go:0005814 | centriole | 2.45e-03 | 4.06e-02 | 4.32e-01 | -4.65e-01 | -1.72e+00 |
go:0071384 | cellular response to corticosteroid stimulus | 2.44e-03 | 4.06e-02 | 4.32e-01 | 5.57e-01 | 1.86e+00 |
go:0051304 | chromosome separation | 2.47e-03 | 4.09e-02 | 4.32e-01 | -4.89e-01 | -1.77e+00 |
reactome:R-HSA-2980766 | Nuclear Envelope Breakdown | 2.51e-03 | 4.09e-02 | 4.32e-01 | -5.27e-01 | -1.80e+00 |
go:0044786 | cell cycle DNA replication | 2.52e-03 | 4.09e-02 | 4.32e-01 | -5.06e-01 | -1.75e+00 |
go:0012506 | vesicle membrane | 2.52e-03 | 4.09e-02 | 4.32e-01 | 2.95e-01 | 1.46e+00 |
go:0010948 | negative regulation of cell cycle process | 2.54e-03 | 4.11e-02 | 4.32e-01 | -3.42e-01 | -1.54e+00 |
go:0050662 | 2.62e-03 | 4.21e-02 | 4.32e-01 | 3.68e-01 | 1.59e+00 | |
go:0044706 | multi-multicellular organism process | 2.65e-03 | 4.24e-02 | 4.32e-01 | 4.46e-01 | 1.74e+00 |
go:0003697 | single-stranded DNA binding | 2.71e-03 | 4.31e-02 | 4.32e-01 | -4.57e-01 | -1.71e+00 |
go:0070848 | response to growth factor | 2.73e-03 | 4.32e-02 | 4.32e-01 | 2.93e-01 | 1.43e+00 |
go:0016301 | kinase activity | 2.77e-03 | 4.34e-02 | 4.32e-01 | -3.30e-01 | -1.51e+00 |
go:0007584 | response to nutrient | 2.77e-03 | 4.34e-02 | 4.32e-01 | 4.33e-01 | 1.74e+00 |
go:0002443 | leukocyte mediated immunity | 2.78e-03 | 4.34e-02 | 4.32e-01 | 2.73e-01 | 1.37e+00 |
reactome:R-HSA-69473 | G2/M DNA damage checkpoint | 2.81e-03 | 4.36e-02 | 4.32e-01 | -5.02e-01 | -1.77e+00 |
go:0005875 | microtubule associated complex | 2.81e-03 | 4.36e-02 | 4.32e-01 | -4.54e-01 | -1.70e+00 |
go:1901699 | cellular response to nitrogen compound | 2.84e-03 | 4.37e-02 | 4.32e-01 | 3.09e-01 | 1.47e+00 |
go:0018394 | peptidyl-lysine acetylation | 2.95e-03 | 4.52e-02 | 4.32e-01 | -4.51e-01 | -1.70e+00 |
go:0007080 | mitotic metaphase plate congression | 3.02e-03 | 4.62e-02 | 4.32e-01 | -5.75e-01 | -1.82e+00 |
go:0051129 | negative regulation of cellular component organization | 3.08e-03 | 4.67e-02 | 4.32e-01 | -3.16e-01 | -1.48e+00 |
go:0002753 | cytoplasmic pattern recognition receptor signaling pathway | 3.07e-03 | 4.67e-02 | 4.32e-01 | 5.51e-01 | 1.79e+00 |
reactome:R-HSA-4551638 | SUMOylation of chromatin organization proteins | 3.13e-03 | 4.71e-02 | 4.32e-01 | -5.16e-01 | -1.74e+00 |
msig:M5938 | HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY | 3.14e-03 | 4.72e-02 | 4.32e-01 | 5.10e-01 | 1.77e+00 |
reactome:R-HSA-449147 | Signaling by Interleukins | 3.18e-03 | 4.75e-02 | 4.32e-01 | 2.93e-01 | 1.40e+00 |
reactome:R-HSA-917937 | Iron uptake and transport | 3.19e-03 | 4.75e-02 | 4.32e-01 | 5.19e-01 | 1.73e+00 |
reactome:R-HSA-72086 | mRNA Capping | 3.25e-03 | 4.81e-02 | 4.32e-01 | -5.72e-01 | -1.82e+00 |
go:0005815 | microtubule organizing center | 3.26e-03 | 4.81e-02 | 4.32e-01 | -3.01e-01 | -1.43e+00 |
msig:M5937 | HALLMARK_GLYCOLYSIS | 3.31e-03 | 4.84e-02 | 4.32e-01 | 3.65e-01 | 1.57e+00 |
reactome:R-HSA-5693538 | Homology Directed Repair | 3.34e-03 | 4.86e-02 | 4.32e-01 | -4.53e-01 | -1.70e+00 |
go:0045540 | regulation of cholesterol biosynthetic process | 3.45e-03 | 5.00e-02 | 4.32e-01 | 6.17e-01 | 1.90e+00 |
go:0031347 | regulation of defense response | 3.49e-03 | 5.03e-02 | 4.32e-01 | 3.00e-01 | 1.44e+00 |
go:0030496 | midbody | 3.55e-03 | 5.11e-02 | 4.32e-01 | -3.89e-01 | -1.62e+00 |
go:1990234 | transferase complex | 3.59e-03 | 5.13e-02 | 4.32e-01 | -2.83e-01 | -1.37e+00 |
go:0005768 | endosome | 3.66e-03 | 5.19e-02 | 4.32e-01 | 2.73e-01 | 1.37e+00 |
go:0051302 | regulation of cell division | 3.69e-03 | 5.22e-02 | 4.32e-01 | -4.47e-01 | -1.68e+00 |
reactome:R-HSA-3108214 | SUMOylation of DNA damage response and repair proteins | 3.75e-03 | 5.25e-02 | 4.32e-01 | -4.76e-01 | -1.69e+00 |
go:0070997 | neuron death | 3.75e-03 | 5.25e-02 | 4.32e-01 | 3.50e-01 | 1.55e+00 |
go:0043902 | positive regulation of multi-organism process | 3.76e-03 | 5.25e-02 | 4.32e-01 | -3.96e-01 | -1.61e+00 |
go:0014070 | response to organic cyclic compound | 3.79e-03 | 5.27e-02 | 4.32e-01 | 2.70e-01 | 1.36e+00 |
go:0002224 | toll-like receptor signaling pathway | 3.88e-03 | 5.34e-02 | 4.32e-01 | 4.99e-01 | 1.77e+00 |
go:0034504 | protein localization to nucleus | 3.87e-03 | 5.34e-02 | 4.32e-01 | -3.63e-01 | -1.55e+00 |
reactome:R-HSA-159234 | Transport of Mature mRNAs Derived from Intronless Transcripts | 3.95e-03 | 5.38e-02 | 4.07e-01 | -5.72e-01 | -1.81e+00 |
go:0007051 | spindle organization | 3.96e-03 | 5.38e-02 | 4.07e-01 | -3.95e-01 | -1.62e+00 |
go:0005876 | spindle microtubule | 3.93e-03 | 5.38e-02 | 4.07e-01 | -5.30e-01 | -1.81e+00 |
reactome:R-HSA-177243 | Interactions of Rev with host cellular proteins | 4.04e-03 | 5.45e-02 | 4.07e-01 | -5.66e-01 | -1.80e+00 |
msig:M15798 | KEGG_MELANOMA | 4.05e-03 | 5.45e-02 | 4.07e-01 | -5.94e-01 | -1.76e+00 |
go:0036260 | RNA capping | 4.27e-03 | 5.65e-02 | 4.07e-01 | -5.54e-01 | -1.79e+00 |
go:0005657 | replication fork | 4.26e-03 | 5.65e-02 | 4.07e-01 | -5.00e-01 | -1.76e+00 |
go:0016772 | transferase activity, transferring phosphorus-containing groups | 4.24e-03 | 5.65e-02 | 4.07e-01 | -3.08e-01 | -1.46e+00 |
msig:M9809 | KEGG_CYTOKINE_CYTOKINE_RECEPTOR_INTERACTION | 4.28e-03 | 5.65e-02 | 4.07e-01 | 5.07e-01 | 1.75e+00 |
go:0099503 | secretory vesicle | 4.32e-03 | 5.66e-02 | 4.07e-01 | 2.69e-01 | 1.38e+00 |
go:0097110 | scaffold protein binding | 4.36e-03 | 5.69e-02 | 4.07e-01 | -5.92e-01 | -1.76e+00 |
go:0030545 | receptor regulator activity | 4.44e-03 | 5.77e-02 | 4.07e-01 | 3.88e-01 | 1.60e+00 |
msig:M15913 | KEGG_RIG_I_LIKE_RECEPTOR_SIGNALING_PATHWAY | 4.58e-03 | 5.91e-02 | 4.07e-01 | 6.55e-01 | 1.87e+00 |
go:0005506 | iron ion binding | 4.58e-03 | 5.91e-02 | 4.07e-01 | 5.10e-01 | 1.70e+00 |
reactome:R-HSA-382551 | Transport of small molecules | 4.63e-03 | 5.91e-02 | 4.07e-01 | 3.02e-01 | 1.43e+00 |
go:0080134 | regulation of response to stress | 4.65e-03 | 5.92e-02 | 4.07e-01 | 2.44e-01 | 1.31e+00 |
go:0007276 | gamete generation | 4.70e-03 | 5.94e-02 | 4.07e-01 | -3.44e-01 | -1.52e+00 |
go:1902930 | regulation of alcohol biosynthetic process | 4.73e-03 | 5.97e-02 | 4.07e-01 | 5.82e-01 | 1.82e+00 |
go:0031023 | microtubule organizing center organization | 4.88e-03 | 6.11e-02 | 4.07e-01 | -4.21e-01 | -1.61e+00 |
go:1904949 | ATPase complex | 4.88e-03 | 6.11e-02 | 4.07e-01 | -4.54e-01 | -1.66e+00 |
go:0000281 | mitotic cytokinesis | 4.97e-03 | 6.18e-02 | 4.07e-01 | -4.96e-01 | -1.74e+00 |
go:1903513 | endoplasmic reticulum to cytosol transport | 5.05e-03 | 6.23e-02 | 4.07e-01 | 6.03e-01 | 1.87e+00 |
go:0006270 | DNA replication initiation | 5.08e-03 | 6.23e-02 | 4.07e-01 | -5.99e-01 | -1.73e+00 |
reactome:R-HSA-6803529 | FGFR2 alternative splicing | 5.09e-03 | 6.23e-02 | 4.07e-01 | -5.77e-01 | -1.77e+00 |
reactome:R-HSA-73762 | RNA Polymerase I Transcription Initiation | 5.05e-03 | 6.23e-02 | 4.07e-01 | -5.22e-01 | -1.73e+00 |
go:0002684 | positive regulation of immune system process | 5.12e-03 | 6.25e-02 | 4.07e-01 | 2.63e-01 | 1.33e+00 |
go:0045177 | apical part of cell | 5.21e-03 | 6.29e-02 | 4.07e-01 | 3.86e-01 | 1.61e+00 |
reactome:R-HSA-5633007 | Regulation of TP53 Activity | 5.23e-03 | 6.29e-02 | 4.07e-01 | -3.99e-01 | -1.59e+00 |
msig:M18937 | KEGG_NUCLEOTIDE_EXCISION_REPAIR | 5.24e-03 | 6.29e-02 | 4.07e-01 | -5.20e-01 | -1.72e+00 |
go:0051984 | positive regulation of chromosome segregation | 5.24e-03 | 6.29e-02 | 4.07e-01 | -5.87e-01 | -1.74e+00 |
go:0045814 | negative regulation of gene expression, epigenetic | 5.30e-03 | 6.32e-02 | 4.07e-01 | -4.48e-01 | -1.66e+00 |
go:0071559 | response to transforming growth factor beta | 5.31e-03 | 6.32e-02 | 4.07e-01 | 3.70e-01 | 1.55e+00 |
go:0006915 | apoptotic process | 5.42e-03 | 6.42e-02 | 4.07e-01 | 2.28e-01 | 1.26e+00 |
reactome:R-HSA-3301854 | Nuclear Pore Complex (NPC) Disassembly | 5.43e-03 | 6.42e-02 | 4.07e-01 | -5.68e-01 | -1.78e+00 |
go:0008306 | associative learning | 5.57e-03 | 6.56e-02 | 4.07e-01 | 6.25e-01 | 1.81e+00 |
go:0097194 | execution phase of apoptosis | 5.65e-03 | 6.62e-02 | 4.07e-01 | -4.77e-01 | -1.64e+00 |
go:0044450 | 5.64e-03 | 6.62e-02 | 4.07e-01 | -4.13e-01 | -1.61e+00 | |
go:0060548 | negative regulation of cell death | 5.80e-03 | 6.76e-02 | 4.07e-01 | 2.50e-01 | 1.30e+00 |
go:0002039 | p53 binding | 6.14e-03 | 7.11e-02 | 4.07e-01 | -5.23e-01 | -1.71e+00 |
go:1901796 | regulation of signal transduction by p53 class mediator | 6.19e-03 | 7.15e-02 | 4.07e-01 | -4.00e-01 | -1.64e+00 |
reactome:R-HSA-5578749 | Transcriptional regulation by small RNAs | 6.23e-03 | 7.15e-02 | 4.07e-01 | -4.60e-01 | -1.64e+00 |
go:1990841 | promoter-specific chromatin binding | 6.23e-03 | 7.15e-02 | 4.07e-01 | -6.16e-01 | -1.74e+00 |
go:0045786 | negative regulation of cell cycle | 6.30e-03 | 7.18e-02 | 4.07e-01 | -2.95e-01 | -1.40e+00 |
go:0070059 | intrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress | 6.29e-03 | 7.18e-02 | 4.07e-01 | 5.38e-01 | 1.78e+00 |
go:0071396 | cellular response to lipid | 6.33e-03 | 7.18e-02 | 4.07e-01 | 3.00e-01 | 1.41e+00 |
go:0005643 | nuclear pore | 6.35e-03 | 7.19e-02 | 4.07e-01 | -4.70e-01 | -1.67e+00 |
reactome:R-HSA-69306 | DNA Replication | 6.39e-03 | 7.20e-02 | 4.07e-01 | -3.81e-01 | -1.57e+00 |
go:0010332 | response to gamma radiation | 6.42e-03 | 7.22e-02 | 4.07e-01 | -5.61e-01 | -1.77e+00 |
reactome:R-HSA-936440 | Negative regulators of DDX58/IFIH1 signaling | 6.53e-03 | 7.32e-02 | 4.07e-01 | 5.94e-01 | 1.82e+00 |
go:0031491 | nucleosome binding | 6.76e-03 | 7.55e-02 | 4.07e-01 | -4.60e-01 | -1.65e+00 |
reactome:R-HSA-180746 | Nuclear import of Rev protein | 6.84e-03 | 7.61e-02 | 4.07e-01 | -5.67e-01 | -1.74e+00 |
go:0051208 | sequestering of calcium ion | 6.95e-03 | 7.71e-02 | 4.07e-01 | 5.76e-01 | 1.80e+00 |
go:0006826 | iron ion transport | 7.13e-03 | 7.74e-02 | 4.07e-01 | 5.42e-01 | 1.72e+00 |
reactome:R-HSA-1839126 | FGFR2 mutant receptor activation | 7.18e-03 | 7.74e-02 | 4.07e-01 | -6.09e-01 | -1.74e+00 |
go:0033044 | regulation of chromosome organization | 7.13e-03 | 7.74e-02 | 4.07e-01 | -3.30e-01 | -1.48e+00 |
go:0016491 | oxidoreductase activity | 7.18e-03 | 7.74e-02 | 4.07e-01 | 2.56e-01 | 1.30e+00 |
go:0033273 | response to vitamin | 7.04e-03 | 7.74e-02 | 4.07e-01 | 5.29e-01 | 1.72e+00 |
go:0097191 | extrinsic apoptotic signaling pathway | 7.17e-03 | 7.74e-02 | 4.07e-01 | -3.83e-01 | -1.56e+00 |
go:0001816 | cytokine production | 7.15e-03 | 7.74e-02 | 4.07e-01 | 2.95e-01 | 1.40e+00 |
go:0032103 | positive regulation of response to external stimulus | 7.05e-03 | 7.74e-02 | 4.07e-01 | 3.78e-01 | 1.57e+00 |
msig:M5109 | KEGG_PYRIMIDINE_METABOLISM | 7.13e-03 | 7.74e-02 | 4.07e-01 | -4.29e-01 | -1.61e+00 |
go:0070482 | response to oxygen levels | 7.21e-03 | 7.75e-02 | 4.07e-01 | 2.99e-01 | 1.41e+00 |
msig:M5945 | HALLMARK_HEME_METABOLISM | 7.28e-03 | 7.77e-02 | 4.07e-01 | 3.64e-01 | 1.54e+00 |
go:0002764 | immune response-regulating signaling pathway | 7.27e-03 | 7.77e-02 | 4.07e-01 | 3.06e-01 | 1.42e+00 |
go:0045111 | intermediate filament cytoskeleton | 7.50e-03 | 7.99e-02 | 4.07e-01 | -4.80e-01 | -1.69e+00 |
go:0005794 | Golgi apparatus | 7.59e-03 | 8.06e-02 | 4.07e-01 | 2.36e-01 | 1.26e+00 |
go:0071407 | cellular response to organic cyclic compound | 7.70e-03 | 8.12e-02 | 4.07e-01 | 2.98e-01 | 1.40e+00 |
go:0002573 | myeloid leukocyte differentiation | 7.70e-03 | 8.12e-02 | 4.07e-01 | 4.00e-01 | 1.57e+00 |
go:0006812 | cation transport | 7.73e-03 | 8.12e-02 | 4.07e-01 | 2.75e-01 | 1.35e+00 |
go:1900117 | regulation of execution phase of apoptosis | 7.77e-03 | 8.14e-02 | 4.07e-01 | -6.08e-01 | -1.71e+00 |
go:0032154 | cleavage furrow | 8.03e-03 | 8.39e-02 | 3.81e-01 | -5.14e-01 | -1.68e+00 |
go:0006885 | regulation of pH | 8.09e-03 | 8.42e-02 | 3.81e-01 | 4.88e-01 | 1.63e+00 |
go:0048585 | negative regulation of response to stimulus | 8.11e-03 | 8.42e-02 | 3.81e-01 | 2.39e-01 | 1.28e+00 |
go:1905818 | regulation of chromosome separation | 8.22e-03 | 8.48e-02 | 3.81e-01 | -4.69e-01 | -1.62e+00 |
reactome:R-HSA-73933 | Resolution of Abasic Sites (AP sites) | 8.21e-03 | 8.48e-02 | 3.81e-01 | -5.53e-01 | -1.74e+00 |
go:0030001 | metal ion transport | 8.28e-03 | 8.52e-02 | 3.81e-01 | 3.03e-01 | 1.41e+00 |
go:0006289 | nucleotide-excision repair | 8.32e-03 | 8.53e-02 | 3.81e-01 | -4.09e-01 | -1.56e+00 |
go:0030554 | adenyl nucleotide binding | 8.34e-03 | 8.53e-02 | 3.81e-01 | -2.62e-01 | -1.30e+00 |
msig:M5906 | HALLMARK_ESTROGEN_RESPONSE_EARLY | 8.51e-03 | 8.60e-02 | 3.81e-01 | 3.99e-01 | 1.56e+00 |
go:0061982 | meiosis I cell cycle process | 8.44e-03 | 8.60e-02 | 3.81e-01 | -4.90e-01 | -1.65e+00 |
go:0005770 | late endosome | 8.50e-03 | 8.60e-02 | 3.81e-01 | 3.45e-01 | 1.48e+00 |
go:0070603 | SWI/SNF superfamily-type complex | 8.49e-03 | 8.60e-02 | 3.81e-01 | -4.57e-01 | -1.63e+00 |
reactome:R-HSA-113418 | Formation of the Early Elongation Complex | 8.57e-03 | 8.63e-02 | 3.81e-01 | -5.36e-01 | -1.73e+00 |
reactome:R-HSA-168928 | DDX58/IFIH1-mediated induction of interferon-alpha/beta | 8.68e-03 | 8.70e-02 | 3.81e-01 | 5.09e-01 | 1.71e+00 |
reactome:R-HSA-983189 | Kinesins | 8.72e-03 | 8.71e-02 | 3.81e-01 | -5.58e-01 | -1.71e+00 |
go:0050000 | chromosome localization | 8.83e-03 | 8.80e-02 | 3.81e-01 | -4.74e-01 | -1.67e+00 |
go:0030968 | endoplasmic reticulum unfolded protein response | 8.87e-03 | 8.80e-02 | 3.81e-01 | 3.97e-01 | 1.56e+00 |
go:0021510 | spinal cord development | 9.07e-03 | 8.96e-02 | 3.81e-01 | -5.81e-01 | -1.71e+00 |
go:0007062 | sister chromatid cohesion | 9.07e-03 | 8.96e-02 | 3.81e-01 | -4.84e-01 | -1.66e+00 |
reactome:R-HSA-983712 | Ion channel transport | 9.25e-03 | 9.06e-02 | 3.81e-01 | 4.79e-01 | 1.69e+00 |
go:0051784 | negative regulation of nuclear division | 9.28e-03 | 9.06e-02 | 3.81e-01 | -5.05e-01 | -1.67e+00 |
go:0000075 | cell cycle checkpoint | 9.26e-03 | 9.06e-02 | 3.81e-01 | -3.57e-01 | -1.51e+00 |
go:0006665 | sphingolipid metabolic process | 9.42e-03 | 9.17e-02 | 3.81e-01 | 5.23e-01 | 1.73e+00 |
reactome:R-HSA-9614085 | FOXO-mediated transcription | 9.51e-03 | 9.23e-02 | 3.81e-01 | 5.06e-01 | 1.71e+00 |
reactome:R-HSA-168638 | NOD1/2 Signaling Pathway | 9.55e-03 | 9.24e-02 | 3.81e-01 | 6.30e-01 | 1.80e+00 |
go:0033218 | amide binding | 9.66e-03 | 9.27e-02 | 3.81e-01 | 3.55e-01 | 1.53e+00 |
go:0045935 | positive regulation of nucleobase-containing compound metabolic process | 9.65e-03 | 9.27e-02 | 3.81e-01 | -3.53e-01 | -1.50e+00 |
go:0043543 | protein acylation | 9.62e-03 | 9.27e-02 | 3.81e-01 | -3.79e-01 | -1.53e+00 |
go:0007093 | mitotic cell cycle checkpoint | 9.80e-03 | 9.35e-02 | 3.81e-01 | -3.75e-01 | -1.52e+00 |
go:1902850 | microtubule cytoskeleton organization involved in mitosis | 9.85e-03 | 9.35e-02 | 3.81e-01 | -4.07e-01 | -1.56e+00 |
msig:M8104 | KEGG_AMINO_SUGAR_AND_NUCLEOTIDE_SUGAR_METABOLISM | 9.80e-03 | 9.35e-02 | 3.81e-01 | 5.13e-01 | 1.66e+00 |
go:0033043 | regulation of organelle organization | 9.83e-03 | 9.35e-02 | 3.81e-01 | -2.60e-01 | -1.29e+00 |
go:0010941 | regulation of cell death | 1.00e-02 | 9.48e-02 | 3.81e-01 | 2.29e-01 | 1.25e+00 |
go:1901989 | positive regulation of cell cycle phase transition | 1.01e-02 | 9.49e-02 | 3.81e-01 | -4.46e-01 | -1.59e+00 |
go:0022853 | active ion transmembrane transporter activity | 1.01e-02 | 9.49e-02 | 3.81e-01 | 4.82e-01 | 1.63e+00 |
reactome:R-HSA-5696398 | Nucleotide Excision Repair | 1.01e-02 | 9.49e-02 | 3.81e-01 | -3.87e-01 | -1.53e+00 |
reactome:R-HSA-1226099 | Signaling by FGFR in disease | 1.02e-02 | 9.58e-02 | 3.81e-01 | -5.38e-01 | -1.71e+00 |
go:0032886 | regulation of microtubule-based process | 1.04e-02 | 9.68e-02 | 3.81e-01 | -3.74e-01 | -1.52e+00 |
go:0099080 | supramolecular complex | 1.04e-02 | 9.68e-02 | 3.81e-01 | -2.94e-01 | -1.39e+00 |
reactome:R-HSA-167287 | HIV elongation arrest and recovery | 1.05e-02 | 9.77e-02 | 3.81e-01 | -5.43e-01 | -1.70e+00 |
go:1903573 | negative regulation of response to endoplasmic reticulum stress | 1.06e-02 | 9.77e-02 | 3.81e-01 | 5.24e-01 | 1.67e+00 |
go:0043620 | regulation of DNA-templated transcription in response to stress | 1.06e-02 | 9.77e-02 | 3.81e-01 | 3.76e-01 | 1.56e+00 |
go:0090382 | phagosome maturation | 1.06e-02 | 9.77e-02 | 3.81e-01 | 6.27e-01 | 1.79e+00 |
reactome:R-HSA-199992 | trans-Golgi Network Vesicle Budding | 1.07e-02 | 9.78e-02 | 3.81e-01 | 4.39e-01 | 1.63e+00 |
go:0006970 | response to osmotic stress | 1.07e-02 | 9.80e-02 | 3.81e-01 | 5.09e-01 | 1.71e+00 |
go:0051480 | regulation of cytosolic calcium ion concentration | 1.09e-02 | 9.94e-02 | 3.81e-01 | 4.26e-01 | 1.62e+00 |
go:0048524 | positive regulation of viral process | 1.09e-02 | 9.94e-02 | 3.81e-01 | -4.00e-01 | -1.54e+00 |
go:0043628 | ncRNA 3'-end processing | 1.10e-02 | 9.94e-02 | 3.81e-01 | -5.52e-01 | -1.68e+00 |
go:0015078 | proton transmembrane transporter activity | 1.10e-02 | 9.94e-02 | 3.81e-01 | 3.99e-01 | 1.55e+00 |
reactome:R-HSA-177929 | Signaling by EGFR | 1.10e-02 | 9.94e-02 | 3.81e-01 | 5.68e-01 | 1.76e+00 |
go:0045071 | negative regulation of viral genome replication | 1.10e-02 | 9.94e-02 | 3.81e-01 | 5.17e-01 | 1.71e+00 |
INDRA was used to automatically assemble known mechanisms related to USP8 from literature and knowledge bases. The first section shows only DUB activity and the second shows all other results.