By integrating DEGs from 20 datasets, we identified 789 consensus DEGs that were consistently and significantly differential expressed in more than half of these datasets.
ID | Description | P.adjust | Count | Genes | Promoter scan |
---|---|---|---|---|---|
hsa04110 | Cell cycle | 0.0000 | 24 | MCM6, CDC20, CDC25B, MCM2, ORC6, MAD2L1, BUB1, TTK, CHEK1, MCM5, CDK1, CCNB2, MCM4, MCM7, BUB1B, CDC45, PCNA, CDC6, DBF4, MCM3, CDK4, CCNB1,... | |
hsa03030 | DNA replication | 0.0000 | 11 | MCM6, MCM2, MCM5, RFC4, MCM4, MCM7, FEN1, PCNA, RNASEH2A, MCM3, PRIM2 | |
hsa04512 | ECM-receptor interaction | 0.0000 | 13 | LAMC2, LAMB3, ITGB4, AGRN, ITGA6, SPP1, HMMR, COL4A5, COL4A2, ITGAV, LAMA3, TNC, ITGA3 | |
hsa05222 | Small cell lung cancer | 0.0000 | 12 | CKS1B, LAMC2, LAMB3, ITGA6, CKS2, COL4A5, CDK4, COL4A2, ITGAV, LAMA3, ITGA3, CDK6 | |
hsa04115 | p53 signaling pathway | 0.0000 | 10 | BID, CHEK1, CDK1, CCNB2, CDK4, CCNB1, IGFBP3, SERPINE1, RRM2, CDK6 | |
hsa05165 | Human papillomavirus infection | 0.0020 | 21 | LAMC2, LAMB3, ITGB4, FZD6, ITGA6, ATP6V1C1, SPP1, FZD2, HEY1, ISG15, EIF2AK2, COL4A5, CDK4, COL4A2, ITGAV, LAMA3, FADD, TNC, ITGA3, CDK6, WN... | |
hsa05202 | Transcriptional misregulation in cancer | 0.0080 | 14 | PLAU, SIX4, HOXA10, MLF1, TCF3, CXCL8, MET, MMP9, SIX1, HMGA2, IGFBP3, ETV5, RUNX2, BCL2A1 | |
hsa04218 | Cellular senescence | 0.0110 | 12 | MYBL2, ITPR3, FOXM1, CHEK1, CDK1, CCNB2, CXCL8, CDK4, CCNB1, IGFBP3, SERPINE1, CDK6 | |
hsa04114 | Oocyte meiosis | 0.0290 | 10 | ITPR3, CDC20, AURKA, MAD2L1, BUB1, CDK1, CCNB2, FBXO5, CCNB1, PLK1 | |
hsa05206 | MicroRNAs in cancer | 0.0320 | 17 | PLAU, CDC25B, DNMT3B, CDCA5, KIF23, DNMT1, FSCN1, MET, MMP9, STMN1, HMGA2, TNC, EFNA1, TP63, HOXD10, BRCA1, CDK6 |
ID | Description | P.adjust | Count | Genes | Promoter scan |
---|---|---|---|---|---|
R-HSA-69620 | Cell Cycle Checkpoints | 0.0000 | 42 | UBE2C, MCM6, AURKB, CDC20, MCM2, SPC25, CENPN, EXO1, KIF18A, ORC6, CENPE, CENPF, MAD2L1, BUB1, CENPI, BLM, MCM10, MCM8, CHEK1, CENPA, MCM5, ... | |
R-HSA-176974 | Unwinding of DNA | 0.0000 | 11 | MCM6, MCM2, MCM8, MCM5, GINS2, GINS1, MCM4, MCM7, CDC45, MCM3, GINS4 | |
R-HSA-69190 | DNA strand elongation | 0.0000 | 15 | MCM6, MCM2, MCM8, MCM5, RFC4, GINS2, GINS1, MCM4, MCM7, FEN1, CDC45, PCNA, MCM3, GINS4, PRIM2 | |
R-HSA-453279 | Mitotic G1-G1/S phases | 0.0000 | 27 | MYBL2, CKS1B, GMNN, MCM6, MCM2, ORC6, MCM10, MCM8, MCM5, TOP2A, CDK1, MCM4, MCM7, TK1, CDC45, PCNA, CDC6, FBXO5, DBF4, MCM3, CDK4, CCNB1, RR... | |
R-HSA-68962 | Activation of the pre-replicative complex | 0.0000 | 15 | GMNN, MCM6, MCM2, ORC6, MCM10, MCM8, MCM5, MCM4, MCM7, CDC45, CDC6, DBF4, MCM3, PRIM2, CDT1 | |
R-HSA-2500257 | Resolution of Sister Chromatid Cohesion | 0.0000 | 24 | AURKB, CDC20, SPC25, CENPN, KIF18A, CENPE, CDCA5, CENPF, MAD2L1, BUB1, CENPI, CENPA, NUF2, CDCA8, KIF2C, CDK1, CCNB2, NUP107, NDC80, BUB1B, ... | |
R-HSA-69206 | G1/S Transition | 0.0000 | 24 | CKS1B, GMNN, MCM6, MCM2, ORC6, MCM10, MCM8, MCM5, CDK1, MCM4, MCM7, TK1, CDC45, PCNA, CDC6, FBXO5, DBF4, MCM3, CDK4, CCNB1, RRM2, TYMS, PRIM... | |
R-HSA-68877 | Mitotic Prometaphase | 0.0000 | 28 | AURKB, CDC20, SPC25, NEK2, CENPN, KIF18A, CENPE, CDCA5, CENPF, MAD2L1, BUB1, CENPI, CENPA, NUF2, NCAPH, CDCA8, NCAPG, KIF2C, CDK1, CCNB2, NU... | |
R-HSA-176187 | Activation of ATR in response to replication stress | 0.0000 | 14 | MCM6, MCM2, ORC6, MCM10, MCM8, CHEK1, MCM5, RFC4, MCM4, MCM7, CDC45, CDC6, DBF4, MCM3 | |
R-HSA-141424 | Amplification of signal from the kinetochores | 0.0000 | 20 | AURKB, CDC20, SPC25, CENPN, KIF18A, CENPE, CENPF, MAD2L1, BUB1, CENPI, CENPA, NUF2, CDCA8, KIF2C, NUP107, NDC80, BUB1B, BIRC5, KNTC1, PLK1 |
ID | Description | P.adjust | Count | Genes | Promoter scan |
---|---|---|---|---|---|
hsa00071 | Fatty acid degradation | 0.0000 | 9 | ALDH3A2, ADH1B, ACOX3, ACOX1, ACAA1, ALDH9A1, ACADM, ADH7, ALDH7A1 | |
hsa00590 | Arachidonic acid metabolism | 0.0010 | 9 | CBR3, GPX3, EPHX2, CYP2J2, ALOX12, CYP2C9, CYP2E1, PTGS1, ALOX15B | |
hsa00410 | beta-Alanine metabolism | 0.0040 | 6 | ALDH3A2, ACOX3, ACOX1, ALDH9A1, ABAT, ALDH7A1 | |
hsa01040 | Biosynthesis of unsaturated fatty acids | 0.0200 | 5 | ACOX3, ACOX1, ACAA1, ELOVL6, ELOVL4 | |
hsa00280 | Valine, leucine and isoleucine degradation | 0.0350 | 6 | ALDH3A2, ACAA1, ALDH9A1, ACADM, ABAT, ALDH7A1 | |
hsa00830 | Retinol metabolism | 0.0350 | 7 | ADH1B, CYP2C18, CYP2C9, DHRS9, ADH7, CYP3A5, RDH12 | |
hsa04726 | Serotonergic synapse | 0.0350 | 9 | CYP2J2, ITPR2, CYP2C18, ALOX12, CYP2C9, PTGS1, DUSP1, ALOX15B, MAPK3 | |
hsa00982 | Drug metabolism - cytochrome P450 | 0.0350 | 7 | MGST2, ADH1B, FMO2, CYP2C9, CYP2E1, ADH7, CYP3A5 | |
hsa01212 | Fatty acid metabolism | 0.0410 | 6 | ACOX3, ACOX1, ACAA1, ELOVL6, ELOVL4, ACADM | |
hsa00980 | Metabolism of xenobiotics by cytochrome P450 | 0.0410 | 7 | CBR3, MGST2, ADH1B, CYP2C9, CYP2E1, ADH7, CYP3A5 |
ID | Description | P.adjust | Count | Genes | Promoter scan |
---|---|---|---|---|---|
R-HSA-6798695 | Neutrophil degranulation | 0.0020 | 29 | CRISP3, CFD, GSN, ACPP, SYNGR1, METTL7A, CXCR2, VAT1, HEBP2, TOM1, PRSS3, ACAA1, SERPINB1, CPPED1, CEACAM1, NBEAL2, CSTB, CDA, SERPINB6, ATP... | |
R-HSA-8978868 | Fatty acid metabolism | 0.0020 | 16 | CYP4B1, ACOX2, EPHX2, ALDH3A2, ACOX3, CYP2J2, ACOX1, ACAA1, HPGD, ELOVL6, ALOX12, CYP2C9, ELOVL4, ACADM, PTGS1, ALOX15B | |
R-HSA-211945 | Phase I - Functionalization of compounds | 0.0020 | 12 | CBR3, CYP4B1, ADH1B, FMO2, CYP2J2, CYP2C18, CES2, CYP2C9, CYP2E1, PTGS1, ADH7, CYP3A5 | |
R-HSA-9018677 | Biosynthesis of DHA-derived SPMs | 0.0060 | 5 | EPHX2, HPGD, ALOX12, CYP2C9, CYP2E1 | |
R-HSA-9018678 | Biosynthesis of specialized proresolving mediators (SPMs) | 0.0080 | 5 | EPHX2, HPGD, ALOX12, CYP2C9, CYP2E1 | |
R-HSA-2142753 | Arachidonic acid metabolism | 0.0080 | 8 | CYP4B1, EPHX2, CYP2J2, HPGD, ALOX12, CYP2C9, PTGS1, ALOX15B | |
R-HSA-211859 | Biological oxidations | 0.0090 | 16 | CBR3, CYP4B1, MGST2, ADH1B, FMO2, CYP2J2, SULT2B1, CYP2C18, CES2, CYP2C9, CYP2E1, PTGS1, ADH7, CYP3A5, SLC26A2, CHAC1 | |
R-HSA-211981 | Xenobiotics | 0.0180 | 5 | CYP2J2, CYP2C18, CYP2C9, CYP2E1, CYP3A5 | |
R-HSA-6809371 | Formation of the cornified envelope | 0.0200 | 11 | SPINK5, KRT78, EVPL, TGM1, KLK13, FLG, KLK12, IVL, KRT13, SPRR3, SPRR1A | |
R-HSA-390918 | Peroxisomal lipid metabolism | 0.0360 | 5 | ACOX2, ALDH3A2, ACOX3, ACOX1, ACAA1 |