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Functional Enrichment of GO Terms in CellAge genes (for comparison)
ElasticNet CellAge vs non-CellAge Classifier
ElasticNet Senescense Promoter vs. Inhibitor Classifier
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AUC 0.82AUC 0.66
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Background geneset: All human protein-coding genes from NCBI (18,400)
Label: Is gene in CellAge?
Label: does gene promote senescence?
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Study genes: All genes in CellAge (279)
Features: length 17,506 binary vector encoding GO terms for gene
Features: length 17,506 binary vector encoding GO terms for gene
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Included genes: all human genes from NCBI gene2go (19,238)
Included genes: all CellAge genes that either promote or inhibit senescence (272)
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Grouped by GO namespace, sorted by FDR-adjusted p-value within each group
Grouped by GO namespace, GO Term coefficients in model sorted by abs(coefficient)
Grouped by GO namespace, GO Term coefficients in model sorted by abs(coefficient)
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idp-valueenrichmentcellage_countnsnameidcoefficientnsnameidcoefficientnsname
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GO:00001224.57E-245.6979158BP
negative regulation of transcription from RNA polymerase II promoter
GO:00082850.731192BPnegative regulation of cell proliferationGO:0051301-0.658073BPcell division
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GO:00459441.30E-234.77986666BP
positive regulation of transcription from RNA polymerase II promoter
GO:00001220.587924BP
negative regulation of transcription from RNA polymerase II promoter
GO:00082850.526409BPnegative regulation of cell proliferation
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GO:00064681.49E-217.37563143BPprotein phosphorylationGO:00064680.483493BPprotein phosphorylationGO:00063550.451376BPregulation of transcription, DNA-templated
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GO:00082851.47E-197.45745639BPnegative regulation of cell proliferationGO:00459440.412141BP
positive regulation of transcription from RNA polymerase II promoter
GO:00163100.44867BPphosphorylation
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GO:00458938.64E-186.03102242BPpositive regulation of transcription, DNA-templatedGO:00458920.283067BP
negative regulation of transcription, DNA-templated
GO:00072650.435431BPRas protein signal transduction
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GO:00458921.73E-166.07759439BPnegative regulation of transcription, DNA-templatedGO:00071650.242178BPsignal transductionGO:0055114-0.398245BPoxidation-reduction process
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GO:00070502.78E-1210.86333220BPcell cycle arrestGO:00160550.224283BPWnt signaling pathwayGO:00070500.396757BPcell cycle arrest
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GO:00181057.95E-1210.26808120BPpeptidyl-serine phosphorylationGO:00070500.219356BPcell cycle arrestGO:0006950-0.393269BPresponse to stress
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GO:00063661.04E-104.48460635BPtranscription from RNA polymerase II promoterGO:00075680.217997BPagingGO:0009314-0.382655BPresponse to radiation
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GO:00903981.30E-1032.58999510BPcellular senescenceGO:0006351-0.207884BPtranscription, DNA-templatedGO:0006936-0.378022BPmuscle contraction
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GO:00903993.56E-1049.9713268BPreplicative senescenceGO:0006355-0.204351BPregulation of transcription, DNA-templatedGO:0050790-0.372019BPregulation of catalytic activity
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GO:00429811.12E-096.87105722BPregulation of apoptotic processGO:00903990.195589BPreplicative senescenceGO:00071860.362351BPG-protein coupled receptor signaling pathway
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GO:00073462.54E-0912.95552914BPregulation of mitotic cell cycleGO:00458930.186276BP
positive regulation of transcription, DNA-templated
GO:0006508-0.358778BPproteolysis
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GO:00069745.00E-097.17291820BPcellular response to DNA damage stimulusGO:00066950.176047BPcholesterol biosynthetic processGO:0008284-0.34835BPpositive regulation of cell proliferation
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GO:00430665.27E-094.63486729BPnegative regulation of apoptotic processGO:00071550.164915BPcell adhesionGO:0006457-0.345861BPprotein folding
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GO:00106282.85E-085.78615422BPpositive regulation of gene expressionGO:00106280.16448BPpositive regulation of gene expressionGO:00064680.336667BPprotein phosphorylation
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GO:00481463.49E-0816.16719411BPpositive regulation of fibroblast proliferationGO:00430660.163954BPnegative regulation of apoptotic processGO:0000086-0.330245BPG2/M transition of mitotic cell cycle
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GO:19017961.73E-078.45379615BP
regulation of signal transduction by p53 class mediator
GO:00457660.159395BPpositive regulation of angiogenesisGO:0045892-0.327497BPnegative regulation of transcription, DNA-templated
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GO:00063383.57E-0711.24354812BPchromatin remodelingGO:0043547-0.154076BPpositive regulation of GTPase activityGO:00603370.307964BPtype I interferon signaling pathway
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GO:00069783.69E-0732.7936837BP
DNA damage response, signal transduction by p53 class mediator resulting in ...
GO:00002090.148077BPprotein polyubiquitinationGO:0048146-0.29871BPpositive regulation of fibroblast proliferation
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GO:00075693.91E-0723.9862378BPcell agingGO:00082830.137105BPcell proliferationGO:0006357-0.297354BP
regulation of transcription from RNA polymerase II promoter
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GO:20007724.80E-0744.9741946BPregulation of cellular senescenceGO:00481460.133367BPpositive regulation of fibroblast proliferationGO:0034220-0.295278BPion transmembrane transport
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GO:00714566.23E-079.28038913BPcellular response to hypoxiaGO:00069280.127235BPmovement of cell or subcellular componentGO:00436870.292479BPpost-translational protein modification
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GO:00358979.59E-0762.4641585BPproteolysis in other organismGO:00015580.124158BPregulation of cell growthGO:0046777-0.291612BPprotein autophosphorylation
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GO:00082831.06E-064.64522222BPcell proliferationGO:00181050.121789BPpeptidyl-serine phosphorylationGO:00458930.290134BPpositive regulation of transcription, DNA-templated
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GO:00703012.04E-0612.70457410BPcellular response to hydrogen peroxideGO:00016490.117478BPosteoblast differentiationGO:00063510.289748BPtranscription, DNA-templated
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GO:00106292.59E-067.39012614BPnegative regulation of gene expressionGO:20007720.116986BPregulation of cellular senescenceGO:0007420-0.285442BPbrain development
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GO:00430652.67E-064.83593520BPpositive regulation of apoptotic processGO:00714560.112651BPcellular response to hypoxiaGO:0042981-0.279535BPregulation of apoptotic process
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GO:00069773.09E-0612.08983710BP
DNA damage response, signal transduction by p53 class mediator resulting in ...
GO:00165690.103492BPcovalent chromatin modificationGO:00516070.278614BPdefense response to virus
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GO:00001656.81E-065.07227718BPMAPK cascadeGO:0016021-0.824735CCintegral component of membraneGO:0031648-0.267268BPprotein destabilization
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GO:00904001.00E-0574.9569894BPstress-induced premature senescenceGO:00056540.465936CCnucleoplasmGO:0016020-0.851689CCmembrane
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GO:00714801.17E-0520.1807287BPcellular response to gamma radiationGO:00056340.340402CCnucleusGO:0005654-0.770552CCnucleoplasm
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GO:00457661.17E-057.96003412BPpositive regulation of angiogenesisGO:00056220.334649CCintracellularGO:00001390.457541CCGolgi membrane
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GO:00069151.68E-053.52904825BPapoptotic processGO:0005887-0.230329CCintegral component of plasma membraneGO:00056220.402078CCintracellular
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GO:00056541.56E-353.270941131CCnucleoplasmGO:0005743-0.146594CCmitochondrial inner membraneGO:00163630.370372CCnuclear matrix
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GO:00007903.16E-066.11893816CCnuclear chromatinGO:00058290.132199CCcytosolGO:00057370.363262CCcytoplasm
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GO:00046744.13E-259.15667843MFprotein serine/threonine kinase activityGO:0005874-0.120571CCmicrotubuleGO:0005813-0.341483CCcentrosome
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GO:00055244.81E-213.80701274MFATP bindingGO:19048130.116227CCficolin-1-rich granule lumenGO:00432340.333034CCprotein complex
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GO:00036825.29E-136.24641631MFchromatin bindingGO:00046740.491604MFprotein serine/threonine kinase activityGO:0000922-0.312119CCspindle pole
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GO:00199011.84E-115.66425630MFprotein kinase bindingGO:00055240.417341MFATP bindingGO:00055240.659829MFATP binding
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GO:00046729.29E-118.37285521MFprotein kinase activityGO:00036820.271371MFchromatin bindingGO:00037000.447218MF
transcription factor activity, sequence-specific DNA binding
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GO:00081343.15E-085.74583222MFtranscription factor bindingGO:0005525-0.243392MFGTP bindingGO:00010850.385389MFRNA polymerase II transcription factor binding
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GO:00442123.49E-086.81427219MFtranscription regulatory region DNA bindingGO:00452960.237482MFcadherin bindingGO:00036770.37678MFDNA binding
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GO:00047082.23E-0734.9799287MFMAP kinase kinase activityGO:00199010.235988MFprotein kinase bindingGO:00199010.343389MFprotein kinase binding
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GO:00037004.71E-073.23488935MF
transcription factor activity, sequence-specific DNA binding
GO:0046872-0.219303MFmetal ion bindingGO:0042803-0.343368MFprotein homodimerization activity
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GO:00198994.78E-074.89333522MFenzyme bindingGO:00319940.172835MFinsulin-like growth factor I bindingGO:00020390.327408MFp53 binding
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GO:00037145.87E-076.4683717MFtranscription corepressor activityGO:0004930-0.136012MFG-protein coupled receptor activityGO:0005515-0.308268MFprotein binding
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GO:00020398.55E-0711.77895511MFp53 bindingGO:0003779-0.123382MFactin bindingGO:0031490-0.287917MFchromatin DNA binding
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GO:00010772.06E-065.19774719MF
transcriptional activator activity, RNA polymerase II core promoter proximal...
GO:0005509-0.118694MFcalcium ion bindingGO:00046740.283053MFprotein serine/threonine kinase activity
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GO:00047133.23E-067.9872213MFprotein tyrosine kinase activityGO:00047130.116005MFprotein tyrosine kinase activityGO:0045296-0.273407MFcadherin binding
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