association	dataset	threshold value	standardized value
GSE205976,GSE205978_2_v_5_cep83_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE235066_7_v_3_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE88819_11_v_8_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE235587_2_v_0_mitoxantrone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PPFIA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66141
GSE180200,GSE180201_2_v_0_qpctl_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE149880_2_v_3_tamoxifen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC8519939-41525_2021_248_MOESM5_ESM.xlsx-NFE2L2_V2-Gene_name_NFE2L2	Rummagene Transcription Factor Associations 2026	1.0	null
ERAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14922
GSE224969,GSE224971_0_v_5_chtop_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE179531_1_v_0_metformin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ANKRD50	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83032
IFFO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40232
PRPF4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29125
ATXN1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82167
Hand1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	36.9642
GSE166944_1_v_2_eif4b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PKNOX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.6036
Outer dense fiber	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.892
ZFP41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7474
ZNF425	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99428
TXNDC15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56768
GSE122215,GSE122217_0_v_1_peg10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE44157,GSE44163_3_v_0_nr6a1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE81193_0_v_4_irf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE102870_1_v_9_nr1h4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
NCCRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95105
MAP3K9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62736
NHERF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28469
GSE88819_0_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE200839,GSE233826_5_v_4_tnrc18_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE180200,GSE180201_3_v_0_qpctl_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE87412,GSE92423_3_v_4_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Early endosome lumen	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	2.115
CAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12856
GSE179974_3_v_5_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC5066615-supp_30.18.2093_Supplemental_Table_S1.xlsx-GR_YBX1_and_HRSP1_down_1_5_fold-Unnamed_1_YBX1	Rummagene Transcription Factor Associations 2026	1.0	null
NLGN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65895
TBX19	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.78
GSE203308_14_v_0_brf1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MEIS3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.7158
TBXT	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.6951
MEIS2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.087
TGIF2LY	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.1435
GSE161295_4_v_1_cdk8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NHLRC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74806
PLA2G15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14335
GSE123836_1_v_0_myf6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE196699_2_v_6_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE255432_4_v_3_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
Irf1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	36.2882
FOXD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40629
Prdm15	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	41.3585
TXLNA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67228
496100508_PCx_possible Alzheimer's disease_no TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.06564
PKIG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83658
PMC12660214-Supplementaryfile1.xlsx-Genes_Human_with_ATF3-binding-ATF3_TGAYRTCA_ATF3	Rummagene Transcription Factor Associations 2026	1.0	null
FBXO11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30108
PMC12696503-mmc2.xlsx-ST15_KD_RNA-seq_diff_expr-symbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
cytoskeleton	GO Cellular Component Annotations 2025	1.0	null
GSE143692_2_v_1_trim8_human	RummaGEO Gene Perturbation Signatures	-1.0	null
UQCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49338
CEBPD	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.1991
GSE221356_1_v_0_tfeb_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
tissues, cell types and enzyme sources	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.001
HNRNPDL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11452
GSE173201_2_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ANXA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66846
GSE239844_1_v_2_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
496100621_TCx_probable Alzheimer's disease_no TBI_86_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.39858
TNKS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53593
KLHL34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94119
GSE169590_0_v_1_rptor_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MAU2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70755
PMC8519939-41525_2021_248_MOESM5_ESM.xlsx-NFE2L2_V2-Ensemble_gene_ID_NFE2L2	Rummagene Transcription Factor Associations 2026	1.0	null
C11orf98	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.43586
Cauda epididymis	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.689
POFUT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.994
GSE178714_1_v_7_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE140576_0_v_2_plag1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ETV2::HOXB13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.1793
496100406_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.34817
PMC5352183-oncotarget-08-624-s009.xlsx-Table_S20-1_indicates_that_the_gene_is_both_a_TP53-MW_and_a_TP53-MSN_gene_in_the_correponding_cancer_and_0_indicates_not_TP53	Rummagene Transcription Factor Associations 2026	1.0	null
GSE220629_0_v_1_foxp3_human	RummaGEO Gene Perturbation Signatures	1.0	null
C3orf18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45239
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-regulonTargets-FOS_FOS	Rummagene Transcription Factor Associations 2026	1.0	null
GSE213650_3_v_2_everolimus_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NEK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85331
GSE236262_0_v_3_trim28_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PODXL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94225
PMC11544636-CCS3-18-e12047-s001.xlsx-Supplementary_Table_S2-Supplementary_Table_S2_554_differentially_expressed_genes_between_DOX_and_CTR_D0_in_A673pTERshEWS_FLI1_model_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE210885_5_v_7_klf4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SMPD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93305
GSE228125_0_v_3_ptafr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
EHF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92793
Spi1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	47.122
XPO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72455
GSE88819_6_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MBD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95527
retromer, cargo-selective complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.943
Intraocular pressure	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.8
MRPL35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88123
GSE193351_1_v_0_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GOLM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63961
ZNF426	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45931
GSE144231_6_v_5_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE248045,GSE248046_6_v_5_runx1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SNAP47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25281
CTNS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72746
GSE200839,GSE233826_2_v_0_tnrc18_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE193351_1_v_3_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GTEx Esophagus 20-29 vs 70-79	GTEx Tissue-Specific Aging Signatures	1.0	6.50274
JUN::JUNB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.9984
DCTN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02584
CALM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19596
PMC10785552-13059_2023_3149_MOESM7_ESM.xlsx-RNAseq_HOXA9_rescue-Table_S6_The_DEGs_in_in_RBM5_KO_cells_with_HOXA9_overexpression_relative_to_RBM5_KO_control_HOXA9	Rummagene Transcription Factor Associations 2026	1.0	null
PMC11956947-media-4.xlsx-C_GSEA_gene_sets-ATF3_Q6_ATF3	Rummagene Transcription Factor Associations 2026	1.0	null
Cysteine synthase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.912
ITGB3BP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09375
PAQR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41274
NFIC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	45.7035
GSE166315_1_v_0_docetaxel_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
NDUFA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01001
PMC12660214-Supplementaryfile1.xlsx-Genes_Human_with_ATF3-binding-Genes_with_ATF3_combined_ATF3	Rummagene Transcription Factor Associations 2026	1.0	null
ACSF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58383
IFRD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30711
CLIC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81575
GSE144500_8_v_11_ventx_human	RummaGEO Gene Perturbation Signatures	1.0	null
496100511_TCx_no dementia_no TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.18375
ZNF132	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99372
GSE149880_0_v_3_tamoxifen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE248045,GSE248046_0_v_5_runx1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100405_TCx_probable Alzheimer's disease_no TBI_88_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.90445
SSBP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88456
GSE110708_2_v_3_adar_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE140441_2_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC8390401-12094_2021_2621_MOESM2_ESM.xls-S4-Supplemental_Table_S4_Differentially_expressed_genes_between_cases_with_G-CSF-induced_pY-STAT3_DMFI_1_5_STAT3_Low_v_DMFI_1_5_STAT3_High_STAT3	Rummagene Transcription Factor Associations 2026	1.0	null
C15orf39	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00018
GSE199606_6_v_4_ricin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
C11orf96	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17346
Bone marrow	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.091
FAM89B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7983
MEAK7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67826
Hnf1a	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	33.0416
COX8A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32703
Nr2e1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	18.6641
USP25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.71062
GTEx Thyroid 20-29 vs 70-79	GTEx Tissue-Specific Aging Signatures	1.0	4.31609
NKX2-3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.1648
PRR7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88194
GATA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18698
GSE217115_3_v_5_alectinib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE164874_5_v_0_prednisolone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9327205-11658_2022_358_MOESM7_ESM.xlsx-K562-BP1-Symbol_DLX4	Rummagene Transcription Factor Associations 2026	1.0	null
PMC5358377-pnas.1615015114.sd02.xlsx-Sheet1-Genes_with_VDR_elements_only_control_VDR	Rummagene Transcription Factor Associations 2026	1.0	null
SLU7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10788
OBSCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2021
GSE255432_6_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BAHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78393
GSE206342_1_v_0_kpna2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE136653,GSE136660_1_v_0_interferon gamma_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
496100382_PCx_no dementia_TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.21897
GSE203308_9_v_10_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE197571_2_v_1_foxm1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE183994_3_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-regulonTargets-HOXC6_HOXC6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE178714_6_v_0_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE209582_1_v_2_chloroquine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE97278,GSE97280_2_v_1_nsd2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100328_TCx_possible Alzheimer's disease_TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	4.17983
Zic3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	28.8953
GSE199606_6_v_4_csf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
AGBL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25004
TGIF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.6667
ZNF684	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	60.336
FAN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45107
CFAP36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3485
EBF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	44.0903
WDR91	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.56371
GSE153871_4_v_2_cytarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
TGIF2LX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.9221
GSE196699_0_v_6_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RRM2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8246
MTLN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.509
Head	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE166315_5_v_0_docetaxel_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE88819_7_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MAFG::NFE2L1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.3483
Lef1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.5754
GSE240386,GSE242143_1_v_4_morc2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE213996_1_v_0_fhl3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FEZF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.4981
GSE211126_1_v_0_hapln1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_4_v_12_calhm6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SH2B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55
Transcription export complex 2	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.833
GSE97278,GSE97280_2_v_3_nsd2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE201042_2_v_3_ptpmt1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12678582-41698_2025_1153_MOESM5_ESM.xlsx-Sheet1-Common_genes_between_OVCA420-ZNF217_and_MCF7_157_965_1122_ZNF217	Rummagene Transcription Factor Associations 2026	1.0	null
PHACTR4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21803
GSE179974_3_v_4_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PPARG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	38.5357
DEAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09483
GSE216538_5_v_6_mrs2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TBX20	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.4432
PAX6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.8372
PLD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16858
AAMP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84187
ZNF416	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.1478
APLN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76981
USP20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89891
IRF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31248
BAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66013
GSE179880_10_v_13_e2f4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
tissues, cell types and enzyme sources	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
HOXA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83823
Endoplasmic reticulum palmitoyltransferase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.99
OVOL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26763
Nr1h3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.6696
ZNF682	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	64.3327
GSE169697,GSE169725_0_v_5_prrx1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
EDC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67639
GSE152050,GSE152052_1_v_0_arid1a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NEUROD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87815
YIPF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2497
GSE203308_4_v_3_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Nr5a1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	30.3496
PMC8500868-401_2021_2354_MOESM5_ESM.xlsx-GEP_PATZ1-Gene_Symbol_PATZ1	Rummagene Transcription Factor Associations 2026	1.0	null
ADPRM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68432
LPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36642
GSE235587_2_v_1_mitoxantrone_human	RummaGEO Drug Perturbation Signatures	1.0	null
Whole body	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE205976,GSE205978_2_v_4_cep83_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE216538_1_v_3_mrs2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MROH6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87035
GSE214212_2_v_0_chd6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RARA::RXRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.5652
GSE255432_7_v_3_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE178532_2_v_0_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
MAF::NFE2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.8917
GINM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.453
496100618_PCx_probable Alzheimer's disease_no TBI_86_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.61402
GSE135705_5_v_3_corticosterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MYBL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.167
DUS1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52379
ENDOV	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.33253
TMED5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26743
BHLHE23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35739
GSE216538_0_v_4_mrs2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Nervous system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PLAU	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80031
ZNF549	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.9091
MEF2B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.3743
ANGEL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95186
GSE193351_1_v_2_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC11329632-41419_2024_6969_MOESM3_ESM.pdf-91-ZNF689_ZNF689	Rummagene Transcription Factor Associations 2026	1.0	null
BCL11A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.6223
GSE140200_1_v_0_trim59_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
APRT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59319
small-subunit processome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.903
GSE174406_2_v_1_lin28b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ATAD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38839
GSE102870_3_v_9_nr1h4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE193258,GSE193259_5_v_4_osimertinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
D2HGDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40748
EIF4EBP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82517
NAPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75783
RFX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.8204
GSE194396,GSE194429_1_v_0_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE168596_2_v_3_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
RPL22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92319
ZNF311	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98915
MRPL45	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.95001
ABHD17C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37783
GSE114258_1_v_2_foxk1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE210373_0_v_1_cntnap4_human	RummaGEO Gene Perturbation Signatures	1.0	null
TBX10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29233
GSE70935_2_v_4_cyfip1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE179880_10_v_3_e2f4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE252857_1_v_0_prednisone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
NOL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	5.9248
496100343_TCx_possible Alzheimer's disease_no TBI_86_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.09239
GSE183994_1_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE203308_9_v_3_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF157	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.6082
GSE160246_9_v_5_cpeb4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NFIX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.2116
PRMT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94588
OSBPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68622
TLX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76489
PMC8390401-12094_2021_2621_MOESM2_ESM.xls-S5-Supplemental_Table_S5_Differentially_expressed_genes_between_cases_with_CM-induced_pY-STAT3_DMFI_1_76_STAT3_Low_v_DMFI_1_76_STAT3_High_STAT3	Rummagene Transcription Factor Associations 2026	1.0	null
HELB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56073
POU2F3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.24261
HIRIP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19264
496100387_TCx_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.1473
GSE174701_1_v_0_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
MARK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19005
GSE235390_4_v_0_lurbinectedin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NKX2-8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.6792
PMC11252405-41467_2024_50426_MOESM4_ESM.xlsx-Fig_S4c-CTCF_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE139975_3_v_0_rnf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NBPF12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32542
GSE152734,GSE152735_1_v_0_pbrm1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CALU	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61361
GSE191105_2_v_3_nat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TBX21	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.2606
GSE214596,GSE214598_1_v_2_rosiglitazone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE165548_2_v_1_gemcitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE85880,GSE85881_4_v_2_tretinoin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC12358249-supplementary_table_s5_ioaf064.xlsx-DMRT1_-_vs_WT__4_months-Unnamed_1_DMRT1	Rummagene Transcription Factor Associations 2026	1.0	null
APTX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87012
THAP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.9903
GSE180200,GSE180201_5_v_6_qpctl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Nfat5	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	28.2865
GSE211226_1_v_0_sirpa_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NR1D1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.7959
496100492_TCx_probable Alzheimer's disease_no TBI_89_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.26549
ZSCAN9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80728
protein-cysteine S-palmitoyltransferase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.989
AGPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52159
Zfp335	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	23.0714
GSE211126_3_v_0_hapln1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE193258,GSE193259_5_v_3_osimertinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
AICDA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88468
GSE148647_4_v_2_scgb1a1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE144500_8_v_6_ventx_human	RummaGEO Gene Perturbation Signatures	1.0	null
496100461_PCx_possible Alzheimer's disease_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.12227
SNRPG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.3201
KPNA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34635
GSE234637_3_v_0_cytarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
TACSTD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77875
MACROH2A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47862
PDGFA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10115
GSE144500_8_v_2_ventx_human	RummaGEO Gene Perturbation Signatures	1.0	null
RFX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.4343
FGFR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0888
HELZ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34404
GSE255432_6_v_2_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE178714_1_v_0_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Organelle envelope lumen	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.967
GSE174701_1_v_6_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE216538_1_v_6_mrs2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
EID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66236
GSE253579_1_v_0_sectm1a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ENDOD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1668
ZNF274	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.7041
GSE148193_1_v_0_satb2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE125862_2_v_0_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Arid3b	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	15.2176
PMC5013636-ncomms12601-s5.xlsx-FREAC2-Groups_FOXF2	Rummagene Transcription Factor Associations 2026	1.0	null
GSE87412,GSE92423_0_v_4_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-regulonTargets-FOSB_FOSB	Rummagene Transcription Factor Associations 2026	1.0	null
GSE193258,GSE193259_5_v_1_osimertinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
Nkx3-2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.2667
MAPKAPK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61766
GSE121824,GSE121826_0_v_3_scaf8_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZFHX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53867
ALX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97056
PMC7594423-12915_2020_895_MOESM13_ESM.xlsx-Table_S6C-Table_S6C_-_Differentially_Expressed_genes_shared_between_BRCA_TRIM25_amp_and_PRAD_CIC_Del_CIC	Rummagene Transcription Factor Associations 2026	1.0	null
PMC12775252-18_2025_5991_MOESM3_ESM.xlsx-Sheet1-Supplementary_Table_2_Up-_and_down-regulated_genes_in_TCF7L2-depleted_EVT_compared_to_control_EVT_TCF7L2	Rummagene Transcription Factor Associations 2026	1.0	null
CUX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13647
GSE152734,GSE152735_2_v_0_pbrm1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF92	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91346
ZNF768	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.2053
GSE185944_0_v_1_pth1r_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE133683_3_v_0_doxorubicin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TGIF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.4053
GSE160083,GSE160084_1_v_3_tamoxifen_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE144231_3_v_5_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CASC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92679
PMC9248879-supp_gr.275831.121_Supplemental_Table_S2.xlsx-TP53-dependent_proteins-GeneName_TP53	Rummagene Transcription Factor Associations 2026	1.0	null
THRB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	56.7806
Central nervous system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
RMI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28648
PMC11956947-media-4.xlsx-C_GSEA_gene_sets-TGAYRTCA_ATF3_Q6_ATF3	Rummagene Transcription Factor Associations 2026	1.0	null
NKX2-4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.323
THOC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11415
EBF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	46.2978
GSE71468,GSE76476_2_v_3_rbfox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
MAFK	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.7061
ADAMTS15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64832
ENHO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81647
GSE234340_9_v_2_muc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CLBA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87709
GSE158431_5_v_7_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MAP3K10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28942
ARC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74575
Serine C-palmitoyltransferase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.99
Bcl11b	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.977
GSE202310_1_v_0_ube3d_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE157594_0_v_4_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TFAP2B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	146.679
PKP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49678
DNAAF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32494
GSE92589_0_v_1_sirolimus_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Nfatc1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.3856
ZNF324	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.5786
GSE114258_1_v_0_foxk1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100323_FWM_possible Alzheimer's disease_TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.39055
496100473_TCx_possible Alzheimer's disease_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.1711
ZNF768	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.74425
SH2D5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6301
GSE116894_1_v_0_tle3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE235390_4_v_2_lurbinectedin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PRMT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05195
PMC7914369-thnov11p3676s2.xls-BPTF-KOvsCtrl-AccID_BPTF	Rummagene Transcription Factor Associations 2026	1.0	null
PMC9894241-pnas.2211429119.sd05.xlsx-G6_REST-Dataset_S6_Differentially_expressed_genes_in_G1-G8_REST	Rummagene Transcription Factor Associations 2026	1.0	null
GSE148066,GSE157787_8_v_6_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZSCAN16	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.435
TMEM167B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50386
Esrrg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.1026
ZKSCAN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84941
KLF17	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	64.4377
GSE252857_1_v_0_klf15_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NUTM2G	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.81634
FAM20C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87551
GSE166944_3_v_2_eif4b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE85880,GSE85881_4_v_1_tretinoin_human	RummaGEO Drug Perturbation Signatures	1.0	null
intracellular membraneless organelle	GO Cellular Component Annotations 2025	1.0	null
496100472_PCx_possible Alzheimer's disease_TBI_100+_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.80366
GSE163920_1_v_0_sirt1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE210885_5_v_6_klf4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GATA1::TAL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.7286
GSE240258_0_v_1_prmt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Erg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	33.9261
RRAGA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36172
Brain	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Skeletal system	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.091
H2BC12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79144
GSE239436,GSE239441_0_v_1_keap1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE211955_1_v_0_jmjd4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100555_TCx_no dementia_no TBI_87_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.43187
GSE106661,GSE106665_2_v_3_arid1a_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GNPNAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14977
PMC4029819-pone.0098069.s006.xlsx-Sheet1-Table_S5_FSS_analysis_of_FOXA1_high_versus_FOXA1_low_cases_in_metastases_p-value_0_01_FOXA1	Rummagene Transcription Factor Associations 2026	1.0	null
TMEM184B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17871
GSE85880,GSE85881_0_v_1_tretinoin_human	RummaGEO Drug Perturbation Signatures	1.0	null
RFX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.0432
DNM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.95115
Endosome lumen	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.032
PPFIA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42905
PMC8390401-12094_2021_2621_MOESM2_ESM.xls-S7-Supplemental_Table_S7_Genes_that_are_commonly_upregulated_in_both_pY-STAT3_Low_groups_v_pY-STAT3_High_groups_STAT3	Rummagene Transcription Factor Associations 2026	1.0	null
GSE160083,GSE160084_2_v_3_tamoxifen_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Fc-epsilon receptor I complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.727
UPK3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89632
GSE219103,GSE219104_0_v_1_progesterone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Ikzf3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	32.5782
interleukin-4 receptor complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.617
PMC12696503-mmc2.xlsx-ST15_KD_RNA-seq_diff_expr-ensembl_AR	Rummagene Transcription Factor Associations 2026	1.0	null
DERL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79353
PMC10591879-NIHMS1933918-supplement-2.xlsx-Down_in_NMR_OPC_differentiation-EGR1_EGR1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE132408_0_v_3_tet2_human	RummaGEO Gene Perturbation Signatures	1.0	null
RXRA::VDR	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.2
DEGS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16841
GSE123861_1_v_0_sin3a_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Whole body	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.001
PMC6080909-JEM_20171312_TableS1.xlsx-Each_THP1_Pulldown_Expt_Targets-Unnamed_5_GLI2	Rummagene Transcription Factor Associations 2026	1.0	null
Zic1::Zic2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.42
FERD3L	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	42.0071
ATP6V0A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07681
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-regulonTargets-SRF_SRF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE203308_4_v_10_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CREM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28156
PMC3712200-584604.f1.pdf-43-THYN1_THYN1	Rummagene Transcription Factor Associations 2026	1.0	null
PMC11399402-41598_2024_72406_MOESM3_ESM.pdf-2-NFKB1_NFKB1	Rummagene Transcription Factor Associations 2026	1.0	null
Yy1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	18.9529
GSE155695,GSE155696_1_v_0_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BCAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39934
ZSCAN4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.9581
