Dataset | Source | Tissue | Cancer type level1 | Cancer type level2 | Drug type | Regimen | Timepoint | Cell type | avg_log2FC | p_val_adj |
GSE140440 | DU145 and PCÂ cell lines | Cell line | Prostate cancer | Prostate cancer | Chemotherapy | docetaxel | NA | Malignant cells | 0.857686 | 4.11e-05 |
GSE138267 | CDX | Tumor tissue | Lung cancer | Small cell lung cancer (SCLC) | Chemotherapy | NA | NA | Malignant cells | 0.258864 | 0.00e+00 |
GSE169246_PacBlood | patients | Peripheral blood mononuclear cells | Breast cancer | Advanced triple-negative breast cancer (TNBC) | Chemotherapy | paclitaxel | post | cDCs | 0.272961 | 2.31e-03 |
GSE153697 | patients | Bone marrow aspirate | Acute lymphoblastic leukemia | Relapsed B-cell acute lymphoblastic leukemia (B-ALL) | Immunotherapy | anti-CD19 CAR-T | NA | Malignant cells | 0.291712 | 6.59e-24 |
GSE169246_PacAteBlood | patients | Peripheral blood mononuclear cells | Breast cancer | Advanced triple-negative breast cancer (TNBC) | Immunotherapy | atezolizumab + paclitaxel | pre | Mono/Macro | 0.255948 | 5.37e-20 |
GSE164551 | patients | Bone marrow aspirate | Multiple myeloma | Refractory multiple myeloma (MM) | Immunotherapy | CAR-T | NA | Mono/Macro | 0.535391 | 8.90e-14 |
GSE197268_Tisa-cel | patients | Peripheral blood mononuclear cells | Acute lymphoblastic leukemia | Large B-cell acute lymphoblastic leukemia (B-ALL) | Immunotherapy | tisa-cel (CAR-T) | pre | Mono/Macro | 0.436682 | 0.00e+00 |
GSE207422_Tor | patients | Tumor tissue | Lung cancer | EGFR/ALK mutation negative non-small cell lung cancer (NSCLC) | Immunotherapy | toripalimab + carboplatin + (docetaxel or pemetrexed or emcitabine) | post | Neutrophils | -0.411014 | 4.11e-08 |
GSE161801_PI | patients | Bone marrow aspirate | Multiple myeloma | Refractory multiple myeloma (MM) | Targeted therapy | carfilzomib + dexamethasone | pre | Mono/Macro | -0.369555 | 1.45e-32 |
Gene symbol | motif | TF_highConf |
GCA | taipale_tf_pairs__GCM1_SPDEF_RTGNKGGCGGAWG_CAP_repr | GCM1; SPDEF (directAnnotation). |
GCA | taipale_cyt_meth__ZNF460_NRMCGCCCCCCGN_eDBD_meth | ZNF460 (directAnnotation). |
GCA | metacluster_15.1 | E2F4; E2F4; E2F4; E2F4; E2F7; ZFP69B (directAnnotation). E2F4 (inferredBy_Orthology). |
GCA | transfac_pro__M02090 | E2F4 (directAnnotation). |
GCA | hocomoco__PROX1_HUMAN.H11MO.0.D | PROX1 (directAnnotation). |
GCA | metacluster_3.5 | KLF14; KLF15; KLF15; KLF16 (directAnnotation). |
GCA | kznf__ZNF730_Imbeault2017_RP_RCADE | ZNF730 (directAnnotation). |
GCA | kznf__ZNF594_Schmitges2016_RCADE | ZNF594 (directAnnotation). |
GCA | metacluster_195.2 | EGR2; KLF10; KLF10; KLF11; KLF11; KLF11; KLF13; KLF13; KLF13; KLF13; KLF13; KLF14; KLF14; KLF14; KLF14; KLF14; KLF15; KLF15; KLF16; KLF3; KLF8; KLF9; KLF9; KLF9; SP1; SP1; SP1; SP3; SP3; SP4; SP8; SP8; SP8; SP9; SP9 (directAnnotation). EGR1; KLF1; KLF12; KLF13; KLF14; KLF14; KLF14; KLF14; KLF14; KLF14; KLF16; KLF17; KLF17; KLF17; KLF17; KLF18; KLF18; KLF18; KLF18; KLF18; KLF18; KLF2; KLF2; KLF2; KLF3; KLF4; KLF5; KLF5; KLF5; KLF6; KLF7; KLF7; KLF8; KLF9; SP1; SP3; SP4; SP4; SP5; SP5; SP5; SP6; SP7; SP8; SP9 (inferredBy_Orthology). |
GCA | hdpi__HIP2 | UBE2K (directAnnotation). |
GCA | metacluster_170.2 | KLF1; KLF10; KLF10; KLF11; KLF11; KLF11; KLF12; KLF12; KLF14; KLF15; KLF17; KLF2; KLF5; KLF7; KLF7; KLF8; MAZ; MAZ; PATZ1; SP1; SP1; SP1; SP2; SP2; SP2; SP2; SP2; SP2; SP2; SP2; SP4; SP4; SP5; SP6; SP7; SP8; SP9; ZNF281 (directAnnotation). E2F1; E2F4; KLF10; KLF13; KLF14; KLF17; KLF2; KLF7; SP1; SP1; SP3; SP4; SP5; SP6; SP7 (inferredBy_Orthology). |
GCA | metacluster_133.1 | ZNF304; ZNF304; ZSCAN22 (directAnnotation). |
GCA | metacluster_174.3 | MBD2; NFYA; NFYB; NFYC; PBX3 (directAnnotation). |
GCA | metacluster_174.2 | CEBPZ; CEBPZ; DRAP1; FOS; FOXI1; FOXI1; HMGXB3; IRF3; NFYA; NFYA; NFYA; NFYA; NFYA; NFYA; NFYA; NFYA; NFYA; NFYB; NFYB; NFYB; NFYB; NFYB; NFYC; NFYC; NFYC; NFYC; NFYC; NFYC; NFYC; PBX3; PBX3; SP2 (directAnnotation). NFYA; NFYA; NFYC; PBX1; PBX3 (inferredBy_Orthology). |
GCA | metacluster_197.2 | E2F4; E2F7; E2F7; E2F7; E2F8; E2F8 (directAnnotation). |
GCA | metacluster_34.4 | ETS1; ETS1; ETS1; HCFC1; SIX5; SIX5; SIX5; SIX5; SMARCC2; SMARCC2; THAP11; THAP11; ZNF143; ZNF143; ZNF143; ZNF143 (directAnnotation). TBX2; THAP11; THAP11; ZNF143 (inferredBy_Orthology). |
GCA | metacluster_174.6 | NFYA; NFYB; NFYB; NFYC (directAnnotation). |
GCA | transfac_pro__M04944 | GABPA (directAnnotation). |
GCA | cisbp__M02645 | ETS1 (directAnnotation). |
GCA | taipale_tf_pairs__ERF_FOXI1_TGTTKMCGGAWRN_CAP_repr | ERF; FOXI1 (directAnnotation). |
GCA | cisbp__M02748 | NFATC1 (directAnnotation). |
GCA | tfdimers__MD00217 | LTF; MZF1 (directAnnotation). |
GCA | transfac_pro__M06786 | ZNF646 (directAnnotation). |
GCA | taipale_tf_pairs__HOXA3_PAX5_YNATTAGTCACGCWTSRNTR_CAP_repr | HOXA3; PAX5 (directAnnotation). |
GCA | metacluster_175.3 | GRHL1; TFCP2; TFCP2; TFCP2; TFCP2; TFCP2; TFCP2; TFCP2L1; TFCP2L1; UBP1; UBP1; ZNF217 (directAnnotation). GRHL1; GRHL2; GRHL3; TFCP2; TFCP2L1; TFCP2L1; TFCP2L1; TFCP2L1; UBP1 (inferredBy_Orthology). |
GCA | transfac_pro__M06107 | ZNF43 (directAnnotation). |
GCA | transfac_pro__M06292 | ZNF766 (directAnnotation). |
GCA | metacluster_175.2 | TFCP2L1; ZNF329; ZNF329 (directAnnotation). TFCP2L1; TFCP2L1 (inferredBy_Orthology). |
GCA | swissregulon__hs__SPI1 | SPI1 (directAnnotation). |
GCA | taipale_tf_pairs__HOXB2_PAX5_NNMATTAGTCACGCWTSRNTG_CAP | HOXB2; PAX5 (directAnnotation). |
GCA | taipale_tf_pairs__TFAP2C_E2F8_NNTCCCGCNNNCCNNNGGC_CAP_repr | E2F8; TFAP2C (directAnnotation). |
GCA | metacluster_143.14 | ZNF320 (directAnnotation). |
GCA | kznf__ZNF383_Imbeault2017_RP_RCADE | ZNF383 (directAnnotation). |
GCA | metacluster_23.9 | GLIS1; GLIS3; GLIS3; ZNF575 (directAnnotation). GLIS2; GLIS2; GLIS3; ZNF575; ZXDA; ZXDA; ZXDA; ZXDA; ZXDB; ZXDB; ZXDB; ZXDB; ZXDC; ZXDC; ZXDC; ZXDC (inferredBy_Orthology). |
GCA | metacluster_61.1 | DEAF1; DEAF1 (directAnnotation). |
GCA | transfac_pro__M01973 | PLAG1 (directAnnotation). |
GCA | taipale_tf_pairs__TFAP2C_HES7_NNCRCGYGNNNNNNSCCNNNGGS_CAP_repr | HES7; TFAP2C (directAnnotation). |
GCA | metacluster_66.1 | MTF1; ZNF320; ZNF320; ZNF320; ZNF782 (directAnnotation). |
GCA | cisbp__M01864 | EGR1 (inferredBy_Orthology). |
GCA | tfdimers__MD00391 | KLF4 (directAnnotation). |
GCA | cisbp__M00139 | ZNF281 (inferredBy_Orthology). |
GCA | metacluster_3.10 | KLF2; KLF4 (directAnnotation). |
GCA | jaspar__MA1122.1 | TFDP1 (directAnnotation). |
GCA | kznf__EGR2_Barrera2016.3_PBM | EGR2 (directAnnotation). |
GCA | metacluster_23.8 | GLIS1; GLIS1; GLIS1; GLIS2; GLIS2; GLIS2; GLIS2 (directAnnotation). GLIS2; GLIS3; ZXDA; ZXDB; ZXDC (inferredBy_Orthology). |
GCA | metacluster_182.2 | GCM1; GCM1; GCM1; GCM1; GCM2; GCM2 (directAnnotation). GCM1; GCM1; GCM1; GCM1; GCM2; GCM2 (inferredBy_Orthology). |
GCA | metacluster_66.4 | ARNT2; NR0B1; NR0B1; ZSCAN5A; ZSCAN5A (directAnnotation). ARNT2 (inferredBy_Orthology). |
GCA | cisbp__M00249 | WT1 (directAnnotation). |
GCA | taipale_tf_pairs__ETV5_HES7_NNCACGTGNNNNCCGGAANN_CAP | ETV5; HES7 (directAnnotation). |
GCA | transfac_pro__M12667 | GPBP1L1 (directAnnotation). |
1 | "Sun X, Zhang Y, Li H, Zhou Y, Shi S, Chen Z, He X, Zhang H, Li F, Yin J, Mou M, Wang Y, Qiu Y, Zhu F. DRESIS: the first comprehensive landscape of drug resistance information. Nucleic Acids Res. 2023 Jan 6;51(D1):D1263-D1275. doi: 10.1093/nar/gkac812. PMID: 36243960; PMCID: PMC9825618." |
2 | "Wishart DS, Feunang YD, Guo AC, Lo EJ, Marcu A, Grant JR, Sajed T, Johnson D, Li C, Sayeeda Z, Assempour N, Iynkkaran I, Liu Y, Maciejewski A, Gale N, Wilson A, Chin L, Cummings R, Le D, Pon A, Knox C, Wilson M. DrugBank 5.0: a major update to the DrugBank database for 2018. Nucleic Acids Res. 2018 Jan 4;46(D1):D1074-D1082. doi: 10.1093/nar/gkx1037. PMID: 29126136; PMCID: PMC5753335." |