association	dataset	threshold value	standardized value
DGKK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77408
ERF::FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.1708
FOXQ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06745
GSE207514,GSE207515_2_v_3_acetylcysteine_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K10540354	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.00773
RPL36A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96495
BRD-K22591777	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28017
CCNH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8181
PMC12852376-SupplementaryFile1.xlsx-Supplementary_Table_S4-Analysis_of_the_association_between_QTL_and_iridocyclitis_using_MR_and_SMR_NR3C2	Rummagene Transcription Factor Associations 2026	1.0	null
LIVF001-008	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22852
BRD-K16929626	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40824
496100393_HIP_no dementia_no TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.13301
BRD-K31503053	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.34814
GSE199204,GSE211619_4_v_3_glutamine_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K52665916	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40551
BRD-K51515697	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.00418
GSE100316_3_v_6_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
RUNX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29435
BRD-K70154746	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.68079
CRCGN017_MCF10A.WT.HP_24H:K09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.0867
POU3F2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8072
ATF4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.4816
9+2 motile cilium	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.482
GSE166914_1_v_0_abemaciclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE154074_2_v_4_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC11651170-pt4c00533_si_002.pdf-67-SIX5_SIX5	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K62288678	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.49215
BRD-K12866026	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.74637
GSE216273,GSE216292_14_v_2_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K11095218	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.3336
BRD-K32362211	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01166
Meiotic prophase fetal germ cell_Fetal gonad_Human	CellMarker Gene-Cell Type Associations	1.0	null
NME2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1206
Reproductive system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K32751688	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01661
BRD-K01162126	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.01765
BRD-K87743988	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.48424
BRD-K07278815	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.31369
SE-15-AV21_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.229021
RFX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.8736
ZNF574	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.3487
ZNF507	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02433
BRD-K11242872	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.99615
BRD-K31081052	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26363
GSE167886_3_v_1_chd7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
EPS15L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07594
BRD-K55399138	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.6399
GSE131649_4_v_0_hemin_human	RummaGEO Drug Perturbation Signatures	1.0	null
TRMT112	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60857
BRD-K56004278	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10336
PMC11076560-42003_2024_6230_MOESM5_ESM.pdf-31-ENSG00000149948_HMGA2	Rummagene Transcription Factor Associations 2026	1.0	null
OSBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43868
Microtubule cytoskeleton	COMPARTMENTS Experimental Protein Localization Evidence Scores 2025	1.0	1.428
PMC6996923-elife-46981-supp4.xlsx-KO_Up_Only_Vs_OCT4-Column_ID_POU5F1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K59191599	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18811
BRD-K28247259	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.51114
BRD-K55104181	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32657
ECV-304 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.623
Sox5	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	18.9435
GSE158834_12_v_13_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE137325_3_v_0_copanlisib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE77108_8_v_1_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
Plasma membrane bounded cell projection cytoplasm	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.653
496100362_FWM_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.03991
BHLHA9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53005
LIVF001-021	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-5.18934
GSE88819_3_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ATG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05753
GSE120612_4_v_5_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K58445641	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20394
CRCGN015_MCF10A_48H:I06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-3.0895
BRD-K37760996	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.86383
ALKBH4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22659
GSE156708_1_v_2_fbxo11_human	RummaGEO Gene Perturbation Signatures	1.0	null
YD-49-HM53_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.319914
a24	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.549
BRD-K25791914	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.00885
G0S2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14255
YIPF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40777
CRCGN014_HEPG2_3H:I12	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.27962
BRD-K07484899	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.17103
BRD-K32881384	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.23052
TMEM41B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.4185
GSE255432_7_v_3_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PIMREG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01285
CRCGN016_MCF10A.WT.HP_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.31194
CRCGN009_HEPG2_24H:L09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.15267
TRNT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.84844
PMC11912599-13059_2025_3531_MOESM4_ESM.xlsx-SREBF2_KO_vs_vector-symbol_SREBF2	Rummagene Transcription Factor Associations 2026	1.0	null
Neurula	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.583
PMC11447041-41598_2024_74391_MOESM4_ESM.xlsx-B_ATF4-def_Tg_2_vs_DMSO_2-Unnamed_2_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
496100505_TCx_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	-2.69223
BRD-K00793226	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.3885
TSPO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04123
HDAC6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08096
GSE201877_1_v_0_yap1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC11839389-PUL2-15-e70058-s003.xlsx-FLF_TBX4_mergeRNAseqChIPseq-symbol_TBX4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K77519898	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02377
GSE240030,GSE252532_0_v_2_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN011_HEPG2_24H:I24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.7341
PSRC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.48982
BRD-K13697445	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23361
BRD-K83603369	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.5847
Cytoskeleton	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
Corpus callosum	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.129
Oral apparatus	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.186
PMC10169359-13058_2023_1653_MOESM1_ESM.xlsx-Table_S9-Table_S9_Genes_differentially_expressed_between_TP53_mutant_and_wild-type_pBCs_TP53	Rummagene Transcription Factor Associations 2026	1.0	null
PPIP5K1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.71387
GSE157911_1_v_0_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PAX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.2734
AD-16-HL96_0.1uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.353463
CRCGN008_HEPG2_24H:C21	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-3.35575
ALG10B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45797
GSE165682_0_v_3_ptbp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NSMCE4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15463
BRD-K57556489	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.47208
GSE145249_0_v_2_ppm1g_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE226249_2_v_4_pirfenidone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN016_MCF10A.WT.HP_24H:P11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.1232
GSE124471,GSE124488_1_v_0_lats1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN016_MCF10A.WT.HP_24H:I07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.02165
PMC11046918-12967_2024_5211_MOESM5_ESM.xlsx-C_FUS-DDIT3-eGFP_vs_eGFP-Table_S3_Regulated_genes_between_scaffold-cultured_HT1080_FUS_DDIT3-eGFP_cells_and_control_cell_lines_DDIT3	Rummagene Transcription Factor Associations 2026	1.0	null
PMC8979909-13353_2022_690_MOESM1_ESM.xlsx-ESR1_targets-genes_ESR1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE232472_1_v_2_apoe_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Sox17	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.1778
496100404_PCx_possible Alzheimer's disease_TBI_87_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-3.42359
RNFT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76943
PMC7606598-NIHMS1624889-supplement-1624889_Supp_Tab1-10.xlsx-S8_MR-JTI-geneid_NR3C2	Rummagene Transcription Factor Associations 2026	1.0	null
Multiple endocrine neoplasia type 2B	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.358
BRD-K27680690	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34572
ATF6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.271
PMC12586484-41598_2025_22484_MOESM2_ESM.xlsx-Supplementary_Table_1-Supplementary_Table_1_DEGs_in_ATOH8-depleted_EVT_ATOH8	Rummagene Transcription Factor Associations 2026	1.0	null
GSE221327_5_v_2_clpp_human	RummaGEO Gene Perturbation Signatures	-1.0	null
DVL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40641
BRD-K79829201	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.43868
CRCGN017_MCF10A.WT.HP_24H:K10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.25005
SLC35F6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31199
TFAP4::FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.8106
GSE203308_1_v_10_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K85935038	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29173
GSE110524_2_v_5_metformin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE199606_3_v_4_ricin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC4269325-NIHMS634665-supplement-supp_table4.xls-H3K27me3_TRIM37_KD-Unnamed_2_AR	Rummagene Transcription Factor Associations 2026	1.0	null
TMEM186	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36774
GSE191105_2_v_3_nat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K71605668	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.6258
Central nervous system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ZBTB7C	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.1666
MCF7_Tacedinaline_10nM_24h	Sci-Plex Drug Perturbation Signatures	1.0	0.0141843
MBLAC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13782
CENPJ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15092
SENP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06297
PROX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.0968
VPS37A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2515
GSE114258_1_v_0_foxk1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE128232,GSE128233_1_v_0_phf2_human	RummaGEO Gene Perturbation Signatures	1.0	null
Cytoplasmic region	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
GSE221577_1_v_5_pik3r1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K92700781	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.59298
PPP2CA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07474
ETV2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1416
PMC6327858-mmc2.xls-exon_skipping-List_of_alternative_splicing_modified_by_Digoxin_treatment_50nM_for_48h_in_DM1_hESC_MSC_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF157	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.3172
BRD-K17753780	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01669
BRD-K58245095	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.86835
POU6F1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.2408
BRD-K07589203	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04386
BRD-K88080911	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27463
GSE111660_2_v_6_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NDUFS7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18819
BRD-K84388444	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.00551
GSE191105_2_v_4_nat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE77108_5_v_9_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE205730,GSE205731_2_v_1_tazemetostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K53619784	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07705
GSE184087_4_v_1_tert_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE235701,GSE261434_0_v_3_enasidenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
EGR1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	58.2769
BRD-K78249980	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.3226
BRD-K24565713	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.64392
RUNX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.5996
MED4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3654
BRD-K23467057	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32214
BRD-K42181022	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12737
POLR1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88402
BRD-K49472569	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.77807
BRD-K30963311	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10308
CRCGN017_MCF10A.TP53.M_24H:J08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.3201
GSE135514_8_v_3_dasatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K97064059	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.15357
GSE112174_5_v_7_runx1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.WT.HP_24H:E13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.01735
GSE126345_11_v_10_hcrt_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MFSD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.91428
BRD-K28885073	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.97372
CEBPG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.339
BRD-K09108485	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.42206
GSE135350_3_v_0_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
NCOA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54548
BRD-K96510191	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.23208
FOXRED1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00793
GSE95077_5_v_0_amiloride_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE178714_5_v_0_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Mean spheric corpuscular volume	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.939794
ELK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22411
ZNF101	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58361
Macronucleus	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.691
BRD-K22534934	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03903
GSE81193_3_v_5_irf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE190316,GSE190324_0_v_11_rbm4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
DPEP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13655
HS-683 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.773
RPS6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12909
BRD-K73001304	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.22337
GSE222758_0_v_1_clofazimine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.TP53.M_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.55998
GSE178714_5_v_7_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
FAM98B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63766
GSE80098,GSE80366_0_v_5_progesterone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE57871_11_v_2_vorinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K95927760	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.30219
GSE205976,GSE205978_1_v_4_cep83_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K97263385	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29736
ATRIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.58331
CRCGN015_MCF10A.WT.HP_24H:K09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.00651
GSE118794_5_v_4_zmynd8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN015_MCF10A.WT.HP_24H:C23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.47707
PMC9270251-mmc2.xlsx-2_Filtered_DEGs_Control_vs_KD_2-Gene_ID_AR	Rummagene Transcription Factor Associations 2026	1.0	null
SOHLH2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.2348
CRCGN017_MCF10A.WT.HP_24H:G11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.3845
Ciliary plasm	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.706
CRCGN017_MCF10A.WT.HP_24H:H10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.09665
BRD-K50210179	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4967
9+2 motile cilium	GO Cellular Component Annotations 2025	1.0	null
BRD-K50092006	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.45482
GSE126776_0_v_1_pelp1_human	RummaGEO Gene Perturbation Signatures	1.0	null
496100434_HIP_no dementia_TBI_95-99_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.36123
BRD-K44975377	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.58224
TNRC6C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54687
BRD-K82056353	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.69746
GSE253089_0_v_1_ephb2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE225869_2_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SRPRB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.09175
BRD-K86774687	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.33969
Hindbrain	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ZNF175	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.8469
BRD-K90138084	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20104
BRD-K51342021	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1258
BRD-K83090041	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06081
ETV1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0827
Refractive error	GWAS Catalog SNP-Phenotype Associations 2025	1.0	2.41549
DDX17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.80392
DYNC1LI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85904
PMC8481886-Table_2.xlsx-A_subsets-AF_MSC_UdRPC_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K77108448	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21092
BRD-K66214486	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.83622
BRD-K63856509	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.58612
GSE205976,GSE205978_1_v_0_cep83_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE210476_11_v_3_rutaecarpine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
sperm flagellum	GO Cellular Component Annotations 2025	1.0	null
GSE145215_0_v_1_krt13_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Cerebellum	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ETV4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28486
GSE152699,GSE152723_0_v_1_vemurafenib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE131161_1_v_0_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE133087_1_v_0_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Creb5	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.8285
LRATD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.74053
KCNQ4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.95748
TPRA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53944
EBF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.1552
GSE225869_2_v_0_cd44_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12381255-41389_2025_576_MOESM3_ESM.xlsx-Differentiated_SRCAP-1879-Gene_SRCAP	Rummagene Transcription Factor Associations 2026	1.0	null
SLMAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20559
MAFK	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.2571
BRD-K85908443	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4442
CTHRC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39933
BRD-K73792260	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.08933
GSE74251_2_v_1_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC8020666-pnas.2015855118.sd11.xlsx-LPS_strongerResponse-Chimp_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K89328601	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.39467
ANKRD9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02937
BRD-K00265832	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22894
GSE207611,GSE207612_3_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TSACC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2851
EEF1AKMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01933
GSE196117_1_v_7_clarithromycin_human	RummaGEO Drug Perturbation Signatures	1.0	null
f1	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.956
BRD-K37696710	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.32864
BRD-K28006645	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.56302
GSE162892_4_v_0_isox_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K70163662	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05995
BRD-K97798118	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16146
CRCGN015_MCF10A.WT.HP_24H:K08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.98552
BRD-K68953461	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27977
GSE213588_8_v_6_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K61315077	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.53691
BRD-K53499221	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.41102
Tracheal epithelium	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.755
GSE162892_4_v_2_isox_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ASGR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25302
PMC8020666-pnas.2015855118.sd11.xlsx-LPS_strongerResponse-Unnamed_7_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K92978173	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.61713
BATF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.2669
Motile cilium	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.838
KA-29-AB08_1uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.223571
BRD-K51754677	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06006
CD164L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47892
GSE202587_1_v_0_xrn1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE142684_4_v_7_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Nr2e1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	38.7303
PMC8582123-13073_2021_996_MOESM4_ESM.xlsx-SATB1-HIT_SATB1	Rummagene Transcription Factor Associations 2026	1.0	null
Brain stem	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K85887470	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.79735
CRCGN008_HEPG2_24H:C22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.076
BRD-K69715817	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18658
BRD-K03848296	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12032
GSE57871_1_v_2_vorinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN016_MCF10A.WT.HP_24H:L11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.60775
BRD-A77164655	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32801
GSE240468_3_v_2_nfyc_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE128730_4_v_5_neratinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K15322427	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.49192
C12orf4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00576
BRD-K18822985	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.79789
GSE175787_4_v_2_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC11743796-41420_2025_2295_MOESM5_ESM.xlsx-aged_LPS_BV-2_vs_human_downreg-mouse_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
Female reproductive system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GB-57-XV52_1uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.414927
GSE182680,GSE182683_10_v_3_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE149901_3_v_0_anlotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
UBAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21421
AADAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.06737
RPL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88162
BRD-K47962810	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.65182
GSE169571_0_v_2_dexamethasone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
COL27A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.695
BRD-K92981306	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05282
GSE178292_0_v_2_melphalan_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K66649343	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.64672
BRD-K66032509	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09517
Serotonergic synapse	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.61
HEY2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.683
GSE183327,GSE183328_3_v_0_ddit3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE221327_5_v_0_clpp_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K53026281	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.40706
GSE118816_2_v_3_myo1c_human	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN015_MCF10A.TP53.M_24H:N08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.25
BRD-K23280067	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.89781
Microtubule organizing center	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
496100470_HIP_possible Alzheimer's disease_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.13577
ANOS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42785
PMC3607232-mmc1.xls-MLLN_prom_RS411-MLL_body_RS411_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K96393402	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18935
GSE229468,GSE229471_2_v_1_znf587_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE244072_10_v_1_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE149355_0_v_1_esrp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE145639_1_v_2_adar_human	RummaGEO Gene Perturbation Signatures	1.0	null
496100316_TCx_no dementia_TBI_79_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.87543
BRD-K26620362	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10423
BRD-K01660763	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.02962
GSE209598_0_v_3_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K50066702	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.78776
ITPRIPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2267
BRD-K63547380	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.48409
BRD-K80807286	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13725
PMC4531812-13058_2015_618_MOESM11_ESM.xlsx-TCGA_Sparse_KM-TFAP2B_TFAP2B	Rummagene Transcription Factor Associations 2026	1.0	null
ADD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18706
BRD-K30318008	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.31206
BRD-K68618894	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.59672
BRD-K29614616	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.32172
PMC5358377-pnas.1615015114.sd02.xlsx-Sheet1-Genes_with_VDR_elements_only_control_VDR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K13673722	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.36613
CRCGN015_HEPG2_48H:M22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.03093
CRCGN015_MCF10A.TP53.M_24H:C24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.9103
STX16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.0023
GSE145323,GSE145324_1_v_0_rfx3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ELF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.292
ZNF530	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	66.8077
CRCGN015_HEPG2_48H:D17	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.30972
Testis	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
FOXO1::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.7165
GSE157960_0_v_3_progesterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
RHOA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07925
PMC11214527-mmc5.xlsx-ADNP-gene_ADNP	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K64353626	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1506
WDR75	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66063
Female reproductive gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE162892_4_v_0_sox9_human	RummaGEO Gene Perturbation Signatures	-1.0	null
C16orf86	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.03223
GSE159893_2_v_1_genistein_human	RummaGEO Drug Perturbation Signatures	1.0	null
Foxn1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	14.8201
BRD-K08702524	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.17947
BRD-K56562541	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25571
GSE57871_1_v_12_vorinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
USP32	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34751
CRCGN017_MCF10A.TP53.M_24H:K09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.19891
PLEKHA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14105
GSE216273,GSE216292_14_v_8_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
EGR2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	57.113
GSE169356_0_v_5_ivermectin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Umbilical cord cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.618
BRD-K72146456	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25545
CRCGN011_HEPG2_24H:M13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.5829
PMC11627398-pone.0315219.s005.xlsx-MTF1-symbol_MTF1	Rummagene Transcription Factor Associations 2026	1.0	null
NDUFA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26118
Parietal lobe	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.092
BRD-K82217056	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.46307
GSE232223_1_v_0_letmd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
B-50 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.753
C6orf141	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17843
CRCGN012_HEPG2_24H:G01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.0746
KDM5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08057
ZNF669	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	49.01
BRD-K03070961	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.57949
GSE193402_0_v_3_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ACTN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06196
PMC3728595-srep02327-s1.pdf-1623-MAPK13_RFX3_RFX3	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K46311453	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33811
GSE207787_3_v_2_pdha1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE191015_0_v_2_gsdmb_human	RummaGEO Gene Perturbation Signatures	1.0	null
Cytoskeleton	COMPARTMENTS Experimental Protein Localization Evidence Scores 2025	1.0	1.428
Deuterosome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.287
GSE65617_5_v_1_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K84271229	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.77897
GSE135350_3_v_6_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
Outer dense fiber	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.386
TRIB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11785
CCZ1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68438
BSG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45139
AC-43-ZC52_1uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.281506
GSE150072,GSE169209_4_v_11_qser1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K02078984	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04611
GSE120756_2_v_9_tet2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE57871_8_v_2_vorinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
Atf3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.4304
GSE164874_5_v_0_prednisolone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RASL11B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.06532
BRD-K90052868	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.13656
GSE111660_1_v_3_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K56488838	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.48836
GSE80098,GSE80366_0_v_8_progesterone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.TP53.M_24H:H16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.0237
NR4A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07529
BRD-K85357344	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25146
BRD-K39672303	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0978
Radial spoke	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.301
BRD-K51970157	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46317
GSE254649_2_v_1_cstf2_human	RummaGEO Gene Perturbation Signatures	1.0	null
Spi1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	46.2031
CRCGN017_MCF10A.TP53.M_24H:C24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.53928
BRD-K15876355	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25831
JUN::JUNB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.6102
BRD-K74694052	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1409
CENPP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72022
BRD-K71563254	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.35602
Erg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.3881
GSE162688_1_v_2_pink1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
DPM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37568
496100420_PCx_probable Alzheimer's disease_no TBI_85_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.48297
BRD-K38854468	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.36792
Frontal lobe	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.019
BRD-K03116010	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14313
GSE191174_0_v_1_ccdc92_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PYCARD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.73455
RPN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28041
GSE109530,GSE109531_1_v_0_hdac3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Sideroblastic anemia 1	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.0
TUB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05384
BRD-K33748896	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20664
496100595_PCx_probable Alzheimer's disease_no TBI_95-99_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.32185
ZFP42	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	39.617
BRD-K02634083	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04719
BRD-K01285236	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21072
Microtubule organizing center	COMPARTMENTS Experimental Protein Localization Evidence Scores 2025	1.0	1.428
CRCGN015_MCF10A.TP53.M_24H:M09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.30245
PITPNB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60473
GSE236280_0_v_1_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC7880998-41467_2021_21255_MOESM8_ESM.xlsx-Sup_Data_5_TWIST_Panel-Gene_Name_TWIST1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K36135420	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40882
BRD-K74789550	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.83925
BRD-K90769476	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.19176
BRD-K44458042	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.12746
GSE88819_1_v_4_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NXT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34326
HES1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.5637
GSE189772,GSE189773_3_v_2_fbxo11_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_7_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE138789_0_v_1_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K82409466	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.61273
BRD-K98856654	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33139
ELK1::HOXB13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2057
CRCGN010_HEPG2_24H:D14	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.1323
AE-88-WQ63_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.207119
Ciliated cell_Lung_Human	CellMarker Gene-Cell Type Associations	1.0	null
GSE149123,GSE149128_1_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RELA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.6111
Plasma membrane bounded cell projection cytoplasm	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
Spinal cord	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.136
BRD-K31407552	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.28882
ZIC5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	77.5079
debrisoquin	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.35896
Internal male genital organ	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
MGAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.63688
GSE73561,GSE73563_0_v_1_mef2c_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K46141002	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.41957
BRD-K28950508	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.98362
Ciliated cell_Trachea_Mouse	CellMarker Gene-Cell Type Associations	1.0	null
ST3GAL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41232
BRD-K01360791	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06784
BRD-K82968130	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40291
GSE131161_1_v_4_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K91952416	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.93214
CEP120	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65086
BRD-K35935439	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.61857
BRD-K20962057	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23028
GSE174498,GSE174500_2_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZFP57	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.073
GSE74251_2_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE102675_2_v_1_atf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC2263127-pone.0001816.s001.xls-E2F3_up_Bild-Symbol_E2F3	Rummagene Transcription Factor Associations 2026	1.0	null
ZWINT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71003
BRD-K40452322	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26145
GSE195503_3_v_0_progesterone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K43435656	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14632
WDR55	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19329
BRD-K09388706	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.19085
HINFP	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.0576
BRD-K60053695	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.14351
PMC3371315-NIHMS350140-supplement-9.xls-MCF7-T47D-SK-453_Up_MCF7-T47D_x-Supplementary_Table_2_ER-positive_FOXA1_signature_Genes_increased_only_in_MCF7_and_T47D_cells_with_knockdown_of_FOXA1_FOXA1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K06208179	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.71196
GSE205976,GSE205978_2_v_5_cep83_human	RummaGEO Gene Perturbation Signatures	1.0	null
Retinal stem cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.988
KRT10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.99671
CRCGN014_HEPG2_24H:H15	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.737
PMC7576141-41598_2020_74792_MOESM7_ESM.xlsx-CBX2-Unnamed_5_CBX2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K61441533	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04411
Cilium	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
Hi-5 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.779
GSE158834_10_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Psmb	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.829
GSE118794_2_v_4_zmynd8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE248769_1_v_0_sorafenib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K66907139	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09935
GSE131377_1_v_0_spocd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE111247_14_v_10_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DNALI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.56991
PMC4196925-pone.0109760.s005.xlsx-Supp_Table_1_Genes_in_immune_mo-KLF1_mod_KLF1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K78837609	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.75188
BRD-K31908823	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.44495
GSE142684_3_v_6_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K14211116	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.75756
Mean corpuscular volume	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.1699
BATF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.8199
CRCGN009_HEPG2_24H:C22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.35377
FF-28-ES17_1uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.261067
Mean reticulocyte volume	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.809691
GSE160817_4_v_6_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K05886700	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06927
HBMEC cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.938
BRD-K22481359	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02705
GSE151782_2_v_7_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE225869_3_v_0_cd44_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K07565511	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.30377
BRD-K28467941	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04528
GSE143692_2_v_1_trim8_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE189653,GSE203344_5_v_1_fluoxetine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9338531-13046_2022_2445_MOESM18_ESM.xlsx-AASE_A549_KD-GeneID_AR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-A29371732	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.76451
GSE193993_1_v_3_sstr2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11462941-CAS-115-2947-s001.pdf-150-LBX2-AS1_LBX2	Rummagene Transcription Factor Associations 2026	1.0	null
POLRMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73412
LIVF001-016	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.29015
GSE88819_1_v_2_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100355_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.76515
SAS acetyltransferase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.552
PMC7455079-jciinsight-5-140380-s227.xlsx-Supp_Table_9-Supplemental_Table_9_Limma_DE_Analysis_of_HC_AA_to_EA_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
FN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.82375
KCNA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90983
I-kappaB/NF-kappaB complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.582
BRD-K21284411	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.34137
motile cilium assembly	GO Biological Process Annotations 2025	1.0	null
SPPL2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.24676
Head	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Gonad	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
SHD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0486
BRD-K96663576	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.73567
BRD-K53088255	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.79637
BRD-K82126187	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0655
Sox7	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	27.2522
BRD-K00209945	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.84645
GSE236262_2_v_1_trim28_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K88812218	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.32653
BRD-K83935370	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.79834
SEMA6A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07546
BC-01-JL64_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.297931
GSE109913_1_v_2_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN016_MCF10A.TP53.M_24H:C24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.1045
SEC62	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14138
PAX8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.4033
EWSR1-FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	101.133
BRD-K17040651	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.43363
DVL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22783
BRD-K09977699	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.12987
Lung	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE129244_3_v_5_lmo2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE184902_4_v_1_adipor1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11447041-41598_2024_74391_MOESM4_ESM.xlsx-B_ATF4-def_Tg_2_vs_DMSO_2-Unnamed_1_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K37634338	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.95934
CRCGN016_MCF10A.TP53.M_24H:C23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.44245
BRD-K96295480	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.1657
BRD-A41208012	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37725
increased basophil cell number	IMPC Knockout Mouse Phenotypes	1.0	null
Urogenital system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ZZZ3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33772
BRD-K85275903	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33446
PLCD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27113
BRD-K81574109	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03075
Epiglottis	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.754
RFX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.6504
Endocrine gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K61072684	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.11615
KLF15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	84.7234
GSE154074_1_v_4_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.7919
GSE139540_4_v_1_menadione_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE157960_0_v_1_progesterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC10015223-can-22-1444_supplementary_data_2_suppsd2.xlsx-K2-ATF3_peaks_Context3-Gene_Name_ATF3	Rummagene Transcription Factor Associations 2026	1.0	null
GEMIN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42253
BRD-K10288935	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29229
Piccolo NuA4 histone acetyltransferase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.563
ATP5PO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83983
BRD-K89853033	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.30219
CRCGN017_MCF10A.TP53.M_24H:H10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.32832
ADCY3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30973
SLC25A44	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10241
GSE185163_3_v_1_clic4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE82032_3_v_2_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CD-13-QZ32_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.230397
CRCGN016_MCF10A.WT.HP_24H:K09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.07704
BRD-K45145114	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27432
BRD-K00620786	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.08747
MSANTD3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.189
BRD-K54478142	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0184
BRD-K30171122	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05942
MCF7_Busulfan_10µM_24h	Sci-Plex Drug Perturbation Signatures	1.0	0.0155488
PMC11447041-41598_2024_74391_MOESM2_ESM.xlsx-D_ATF4-def_vs_HCT116_Tg2-Unnamed_2_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K30964193	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0687
GSE95077_5_v_2_amiloride_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.WT.HP_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.2713
GSE220520_5_v_9_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K84710243	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04747
GSE226770_1_v_6_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
MRM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78946
BRD-K49328983	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.25723
BRD-K15609977	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07561
PMC11076560-42003_2024_6230_MOESM5_ESM.pdf-31-HMGA2_HMGA2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K68667113	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16016
ZNF418	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.4706
CRIM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53634
EDARADD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14827
BRD-K84514454	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00621
ZNF257	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.7547
CRCGN015_MCF10A.WT.HP_24H:H01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.01954
FAM118A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.11852
BRD-K18768614	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.36477
THYN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4828
Microtubule cytoskeleton	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
GSE158834_12_v_13_palm_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Olfactory organ	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.164
GSE109530,GSE109531_1_v_3_hdac3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN017_MCF10A.TP53.M_24H:C01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.95975
BRD-K38218737	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01314
GSE154074_5_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PRIM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52077
Placental cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.532
PMC11447041-41598_2024_74391_MOESM4_ESM.xlsx-B_ATF4-def_Tg_2_vs_DMSO_2-Supplementary_Table_4B_DEGs_in_ATF4-def_cells_comparing_Tg_2h_to_its_DMSO_control_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K61185334	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.20628
ATP5F1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03247
GSE168587,GSE168752_3_v_1_tp53_human	RummaGEO Gene Perturbation Signatures	1.0	null
Whole body	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ZNF227	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15665
WDR37	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.96508
GSE255432_4_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
PMC11024925-mmc3.xlsx-Gene_lists-MV411_FOS_ChIP_and_RNA_overlap_after_10_nM_Gilteritinib_FOS	Rummagene Transcription Factor Associations 2026	1.0	null
FF-28-ES17_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.341433
PNPT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27868
PPOX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24018
BRD-K23481525	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.08023
BRD-K25097691	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.32498
DNAJA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14201
BRD-K72050003	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.5937
BRD-K67902591	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4718
CRCGN015_MCF10A.WT.HP_24H:C24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.61342
BRD-K61416283	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.1953
BRD-K81642886	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0919
BRD-K68086276	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.96694
GSE163297_0_v_1_doxorubicin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K72452130	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.60011
la4	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.877
GSE241402_0_v_1_prmt5_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K21678546	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16952
GSE106661,GSE106665_2_v_3_arid1a_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K11404512	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.26091
BRD-K18070214	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.25552
PMC8020666-pnas.2015855118.sd11.xlsx-LPS_attenuatedResponse-Chimp_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GTEx Skin 20-29 vs 60-69	GTEx Tissue-Specific Aging Signatures	1.0	4.76493
PMC2263127-pone.0001816.s002.xls-Terms_with_Genes_E2F3_up_Bild-Title_E2F3	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K21660570	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.28292
BRD-K35213218	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18636
BRD-K46742113	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.21028
CRCGN016_MCF10A.TP53.M_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.96862
GSE198165,GSE198166_9_v_3_zfp266_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K17675814	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.46342
TCFL5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	47.6091
GSE201239_0_v_7_fmr1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE149124,GSE149128_3_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K11662217	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.71249
PIM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40797
BRD-K48171978	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.54294
BRD-A83387524	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.05326
TPT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21026
CRCGN016_MCF10A.WT.HP_24H:N15	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.536
GSE153484_2_v_0_foxp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE221327_5_v_9_clpp_human	RummaGEO Gene Perturbation Signatures	-1.0	null
AEBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5729
BRD-K40862705	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10984
BRD-K10343715	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0436
POLD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14727
CFAP68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57331
BRD-K25485483	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.33453
GSE137177_2_v_0_folic acid_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Ahr::Arnt	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	14.625
PMC11447041-41598_2024_74391_MOESM2_ESM.xlsx-D_ATF4-def_vs_HCT116_Tg2-Unnamed_1_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
NFATC3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.5948
GSE193258,GSE193259_9_v_14_osimertinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K82194980	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.26361
GSE174701_5_v_6_maml3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE88819_1_v_12_tug1_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
Nfatc1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.6742
BRD-K57937572	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20932
GSE210476_11_v_5_rutaecarpine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K19958830	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.65388
GSE88819_1_v_8_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
LRSAM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93446
Red cell distribution width	GWAS Catalog SNP-Phenotype Associations 2025	1.0	4.3301
BRD-K19237647	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.94302
PMC4609150-13073_2015_228_MOESM2_ESM.xlsx-TP53-Gene_TP53	Rummagene Transcription Factor Associations 2026	1.0	null
496100392_HIP_dementia_TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.43202
RPL4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72383
CRCGN008_HEPG2_24H:K02	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.6525
BRD-K79777851	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21853
Male reproductive gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
increased circulating iron level	IMPC Knockout Mouse Phenotypes	1.0	null
BRD-K74665927	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.78183
BRD-K13110820	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.93955
GSE234289_5_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE179531_1_v_0_metformin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K01978082	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.73169
BRD-K69751974	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.8336
ZNF93	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	130.449
496100305_PCx_no dementia_no TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.13214
BRD-K88362336	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.81823
GSE154197_1_v_2_ints13_human	RummaGEO Gene Perturbation Signatures	1.0	null
AEN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42629
SERINC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06876
FE-10-KQ78_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.225141
BRD-K23162004	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.00676
TFDP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.6617
BRD-K60886324	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.06806
GSE178714_5_v_2_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SNRNP25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20161
GSE101546_3_v_4_setdb1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K38748890	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.49763
GSE173232_1_v_0_sf3b1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K65265098	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.33886
MAFG::NFE2L1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.3066
TNFSF12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.95583
CRCGN015_MCF10A_48H:I03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.09949
PMC6935105-40170_2019_206_MOESM9_ESM.xlsx-HIF1_up_VENN-697_elements_included_exclusively_in_HIF1_genes_HIF1A	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K17372597	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14574
GSE184902_4_v_1_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE180800,GSE180801_0_v_5_tex10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE244518,GSE244520_1_v_0_dnmt3b_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZFP14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	68.4268
GSE116354,GSE117379_3_v_5_cox2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MAGOH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85112
BRD-K48717228	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.49382
GSE169356_0_v_1_ivermectin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GB-57-XV52_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.405079
aclarubicin	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.66973
GSE213588_9_v_4_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN016_MCF10A.TP53.M_24H:L22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.1091
GSE234637_3_v_0_cytarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K16279128	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47642
MDFI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16333
BRD-K18296113	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.11726
BRD-K02548315	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05627
CRCGN008_HEPG2_24H:H01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.2864
NR1H2::RXRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.52
BRD-K56024445	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.33942
BRD-K63624341	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.7892
496100372_HIP_dementia_no TBI_84_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.33892
ZNF518B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15001
BRD-K47555438	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.41788
KIRREL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10201
GSE193402_0_v_2_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K60898929	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.94546
EME2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00776
EA-18-FP00_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.32257
BRD-K51363316	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.28562
HAP-1 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.79
BATF::JUN	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.9652
BRD-K12524104	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.80351
GSE174498,GSE174500_3_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE234289_4_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC6941881-mmc4.xlsx-IR_only_down_DEGs-List_of_DEGs_that_are_downregulated_upon_PRMT5_KD_only_in_IR_cells_AR	Rummagene Transcription Factor Associations 2026	1.0	null
PMC8190596-mmc2.xlsx-RUNX1_mut-RUNX1_mut_RUNX1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE178907_0_v_3_fkrp_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_4_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K74568359	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.30082
BRD-K29301364	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.02607
CRCGN017_MCF10A.TP53.M_24H:M19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.15555
RNF40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00259
BRD-K56836463	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05095
GSE164505,GSE164506_3_v_2_indisulam_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K77399094	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01671
GSE158834_10_v_13_palm_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RPSA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00218
BRD-K34445094	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.30407
SFPQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5034
GSE202434,GSE202438_8_v_5_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.TP53.M_24H:E13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.12467
BRD-K41798816	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.67987
GSE142684_3_v_5_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF331	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.9731
TRIM41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89181
CUEDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23289
BRD-K41655405	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.69967
BRD-K75067815	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.04793
GSE142684_2_v_7_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NDUFA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01001
TBC1D24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55832
GSE137177_1_v_0_folic acid_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
PSMB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44051
Axoneme	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
GSE174498,GSE174500_2_v_7_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
Palmitoleic acid (16:1n-7) levels	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.569897
BRD-K62256869	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.60605
CRCGN017_MCF10A.WT.HP_24H:I10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.7322
GSE146894_3_v_8_hira_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE213588_10_v_5_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
Nr2f6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	47.6528
GSE197850_4_v_0_glucagon_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K52154207	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.60855
GSE213650_3_v_1_everolimus_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE255432_7_v_2_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE148263_6_v_0_trim3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE167373_0_v_3_rbfox1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE174498,GSE174500_0_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC10015223-can-22-1444_supplementary_data_2_suppsd2.xlsx-K2-ATF3_peaks_Context3-Nearest_Ensembl_ATF3	Rummagene Transcription Factor Associations 2026	1.0	null
CRCGN017_MCF10A.WT.HP_24H:C22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.21875
WEE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18832
CHCHD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54576
BRD-K20331065	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29686
VPS36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70257
BRD-K90311252	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.07826
BRD-K92479346	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.08883
BRD-K70735803	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.50203
BRD-K93176491	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20539
GSE162575,GSE162609_3_v_2_tfe3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K43872193	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.62728
CRCGN014_HEPG2_3H:N22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.00055
BRD-K00562490	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.88345
BRD-K38046923	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.78973
GSE248858_1_v_7_tcpobop_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K82683018	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.09867
BRD-K93197397	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.19571
BRD-K66327237	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.72763
GSE77108_3_v_9_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF675	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	37.5521
BRD-K19712167	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.7187
BRD-K23166347	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.42881
BRD-K08408085	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.5224
GSE191015_1_v_3_gsdmb_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE164483_2_v_0_venetoclax_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K49830011	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33785
9+2 motile cilium	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
GSE221577_2_v_0_pik3r1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158834_2_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K44692299	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.76368
BRD-K50272743	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.09849
DNMT3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56
GSE205163,GSE205164_2_v_4_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
V-79 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.677
PMC8212786-DataSheet_4.xlsx-CESC-ZBED3_ZBED3	Rummagene Transcription Factor Associations 2026	1.0	null
GSE264621_1_v_3_secretin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ATAD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05457
PMC8020666-pnas.2015855118.sd11.xlsx-LPS_attenuatedResponse-Unnamed_7_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE151090_0_v_4_verteporfin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K32686643	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.14044
GSE158834_10_v_13_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SLC66A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24515
MIS18BP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08338
GSE88819_1_v_9_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K16937802	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.57196
GSE239844_4_v_0_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K87080934	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27553
GSE88819_0_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN011_HEPG2_24H:O06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.133
BRD-K85917058	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05094
BRD-K45272675	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.30929
BRD-K22071228	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.16836
GSE130676_0_v_1_suds3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GTF2H1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42045
BRD-K52977489	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.09959
PMC10337103-13046_2023_2747_MOESM2_ESM.pdf-12-BHLHE40_BHLHE40	Rummagene Transcription Factor Associations 2026	1.0	null
GSE209911_0_v_1_ncstn_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE220600_1_v_2_clpp_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PPARD	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.6046
BRD-K86623758	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.4834
SOWAHD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3286
GSE140092_2_v_1_socs3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE229468,GSE229471_2_v_3_znf587_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K61278167	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.70297
CST complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.561
Brain	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PLPP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51489
BRD-K81608755	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.39251
ARNT2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.2575
BRD-K62983405	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.93645
CRCGN015_MCF10A.WT.HP_24H:D19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.3927
SNRPE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68044
GSE189772,GSE189773_0_v_2_fbxo11_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE142210_3_v_6_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K90918886	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10307
BRD-K81751970	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.21759
CRCGN011_HEPG2_24H:F03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.0488
PPP3CA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34164
BRD-A40504327	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.11366
BRD-K95359959	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.34112
NR6A1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	47.9717
GSE160817_5_v_6_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
SLC29A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11575
BRD-K52340217	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.0214
BRD-K64640769	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.52628
MTCH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14556
BRD-K26852477	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28735
GSE133087_1_v_2_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ARCN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59341
GSE131377_1_v_3_spocd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K44921931	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.48703
VDAC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31404
BRD-K42126874	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.50497
GSE182680,GSE182683_10_v_13_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC10337103-13046_2023_2747_MOESM2_ESM.pdf-12-ENSG00000134107_BHLHE40	Rummagene Transcription Factor Associations 2026	1.0	null
DRGX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.48634
GSE174701_1_v_0_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC9691391-7945884.f3.pdf-276-ENSG00000134954_ETS1	Rummagene Transcription Factor Associations 2026	1.0	null
TUSC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04983
Sperm flagellum	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
GSE131649_2_v_9_hemin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF623	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.91416
BRD-K09895564	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.52081
GSE118794_0_v_1_zmynd8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SORBS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10298
BRD-K85168571	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24919
PEG10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40482
CBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32858
PMC11615365-41467_2024_54246_MOESM5_ESM.xlsx-RT112-Numb-KD_vs_Ctr-KD-geneSymbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
female infertility	IMPC Knockout Mouse Phenotypes	1.0	null
MAIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61229
BRD-K07614312	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07489
PF-59-CY33_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.329592
RFX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.8828
BRD-K99387963	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02012
BRD-K60692685	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.63482
LENG8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33106
BRD-K08995282	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24105
BRD-K11419664	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.29953
GSE122215,GSE122217_0_v_1_peg10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ATR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15701
MCF7_BMS-754807_10µM_24h	Sci-Plex Drug Perturbation Signatures	1.0	0.0102382
GSE147056_3_v_1_actl6b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100410_TCx_possible Alzheimer's disease_TBI_87_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.68903
cilium assembly	GO Biological Process Annotations 2025	1.0	null
GSE138841_0_v_1_trim6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE228261_0_v_1_elesclomol_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC7773934-Table_1.XLSX-Table_S2-Supplementary_Table_2_TBX22_co-expressed_genes_detailed_results_TBX22	Rummagene Transcription Factor Associations 2026	1.0	null
GSE151090_5_v_4_verteporfin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K48533326	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.06859
GSE88819_6_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K37949240	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34152
BRD-K93442068	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10748
BRD-K72707702	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.97824
BRD-K28039328	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06513
BRD-K40116023	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.66842
CRCGN015_MCF10A.TP53.M_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.1993
496100519_HIP_probable Alzheimer's disease_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.1915
GSE138863_2_v_1_disulfiram_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE180185_7_v_1_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE168401_2_v_0_harmine_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K34335352	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21721
BRD-K06403738	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.2821
BRD-K48615268	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.81571
BRD-K05704547	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.92325
BB-86-BE19_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.304798
RFX3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.6246
SP5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	46.7227
GSE169356_0_v_4_ivermectin_human	RummaGEO Drug Perturbation Signatures	1.0	null
496100318_PCx_probable Alzheimer's disease_TBI_100+_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-3.01007
Periodic limb movement disorder	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.19
GSE249098_3_v_0_mthfd1l_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RAB20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53942
GSE211215_1_v_0_pemetrexed_human	RummaGEO Drug Perturbation Signatures	1.0	null
pravastatin-lactone	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07697
BRD-K14732815	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.46432
BRD-K88448214	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1719
BRD-K91615044	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.212
Mecom	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	37.9259
MCF7_Tranylcypromine_100nM_24h	Sci-Plex Drug Perturbation Signatures	1.0	0.0135238
BRD-K23800773	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.67318
GSE228263_0_v_1_elesclomol_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K56283394	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.17995
GSE225869_3_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE233548_2_v_0_plscr1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN015_MCF10A_48H:K21	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.44641
EPN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37784
GSE128730_0_v_2_neratinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE162892_4_v_2_sox9_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE196671_6_v_8_obox4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K30910725	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18701
BRD-K89089981	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06572
CRCGN017_MCF10A.WT.HP_24H:C23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.54235
BRD-K97943226	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18355
TEK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81111
CRCGN008_HEPG2_24H:C23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.26995
Red blood cell count	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.30458
BRD-K49528360	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04167
CRCGN014_HEPG2_3H:J22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.07005
CRCGN013_HEPG2_24H:C22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.64788
BRD-K86964464	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07445
BD-11-DV28_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.281716
BRD-K27049948	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.12276
GSE164521_0_v_1_nitric oxide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K74701308	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05481
PMC10363146-41598_2023_38681_MOESM1_ESM.pdf-492-SNAI3_SNAI3	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K37486644	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.40769
BRD-K35404627	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.43325
CRCGN016_MCF10A.TP53.M_24H:K09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.41508
abamectin	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.19266
increased mean corpuscular hemoglobin concentration	IMPC Knockout Mouse Phenotypes	1.0	null
BRD-K90881556	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.59304
GSE264621_1_v_6_secretin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Ciliary plasm	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
BRD-K52854560	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.12862
BRD-K76628522	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.2898
HLTF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31153
BRD-K44643967	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.08885
Corpus epididymis	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.687
BRD-K78009480	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25469
GSE123372,GSE123373_10_v_2_mecp2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K01022714	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03623
CRCGN017_MCF10A.WT.HP_24H:C01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.66369
BRD-K15008902	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.14526
BRD-K05475322	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.6567
Gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
CRCGN015_MCF10A_48H:O24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.1596
BRD-K47988839	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47082
AB-33-EM56_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.212326
PMC3607232-mmc1.xls-MLLN_prom_RS411-MLL_prom_RS411_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
RNF113A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65834
CRCGN015_MCF10A.TP53.M_24H:A24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.3852
PMC9380317-13045_2022_1327_MOESM3_ESM.xlsx-Table_S7-Table_S7_Top_500_differentially_modified_gene_bodies_between_MM_and_its_precursors_in_AA_patients_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
CRCGN015_HEPG2_48H:A13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.24444
CDC6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57379
BRD-A41916216	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.19973
Nervous system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Axoneme	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.707
PMC12498101-cd-24-1904_supplementary_tables_s1-s12_suppst1.xlsx-S7-Supplementary_Table_7_Human_tissue_RNA-seq_differential_analysis_for_SPOPmut_vs_SPOPwt_AA_vs_AG_and_AG_vs_GG_clone_data_DEG_set_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K87754766	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.07672
HES2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.1424
Plasma membrane bounded cell projection	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
Ciliary basal body	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
Occipital lobe	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.226
ZNF417	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.4104
CMTM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40084
BRD-K44713204	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.39417
PMC7021759-41467_2020_14682_MOESM10_ESM.xlsx-downregulated_genes-Table_S7_Dowregulated_genes_in_SKNMM_and_U2OS_cells_with_MYCN_induction_MYCN	Rummagene Transcription Factor Associations 2026	1.0	null
GINS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58825
SNRNP40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.6415
GSE169571_5_v_4_dexamethasone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE187006_0_v_2_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
male infertility	IMPC Knockout Mouse Phenotypes	1.0	null
GSE88819_7_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE139948_3_v_6_metformin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
FB-39-CW59_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.265342
MAGEH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18239
FAM204A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40612
BRD-K19652287	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24643
BRD-K75130046	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.7519
KLF9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	57.259
IRX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35743
GSE193258,GSE193259_5_v_3_osimertinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE215351,GSE215794_2_v_3_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K32983008	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27231
GSE154074_1_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
SUPT6H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.29732
GSE161864,GSE161866_0_v_2_ror2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN010_HEPG2_24H:H24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.6091
PMC11447041-41598_2024_74391_MOESM2_ESM.xlsx-D_ATF4-def_vs_HCT116_Tg2-Supplementary_Table_2D_Contrast_ATF4-def_Tg_2h_vs_HCT116Tg_2h_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K72441510	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07657
BRD-K44799944	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.87835
BRD-K68836091	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.3527
GSE131887_5_v_2_doxycycline_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
Zfp961	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	42.476
BRD-K78939372	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27816
CRCGN013_HEPG2_24H:D11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.0445
RAD18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07867
BRD-K88988134	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26539
BRD-K43989220	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.73167
BRD-K50600207	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.67053
LSG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25088
PMC7606598-NIHMS1624889-supplement-1624889_Supp_Tab1-10.xlsx-S8_MR-JTI-genename_NR3C2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K49507197	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.29326
BRD-A05422420	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27215
GSE77108_8_v_9_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
chr14_74034331_A_C_b38	GTEx eQTL 2025	1.0	2.34533
Male reproductive system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K76068355	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.13287
BRD-K73402542	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26062
ZNF135	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	59.1445
GSE142210_2_v_5_panobinostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PRCC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2625
BRD-K23556321	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.75472
BRD-K00882360	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09062
BRD-K11089039	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.09316
GSE193027_1_v_0_krt19_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TTLL13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.4732
GSE142210_11_v_6_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
FLI1::FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.5239
BRD-K57650037	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.73401
Nr1h3::Rxra	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.8424
Wt1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	109.378
BRD-K61022988	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16927
GSE154074_2_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K09721867	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02853
GSE149123,GSE149128_3_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K27109474	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.41578
BRD-K36149853	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00929
GSE149123,GSE149128_2_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ERF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.5596
PMC2694838-1471-2164-10-241-S2.xls-Sheet1-Regulated_genes_by_ZNF191_knockdown_ZNF24	Rummagene Transcription Factor Associations 2026	1.0	null
Respiratory system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE95077_1_v_0_amiloride_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K46413323	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25083
BRD-K08658757	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29707
BRD-K33953218	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.23552
GSE247775_1_v_0_tmprss2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC11604901-13555_2024_1298_MOESM1_ESM.pdf-125-GATAD2B_GATAD2B	Rummagene Transcription Factor Associations 2026	1.0	null
DOCK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13458
MAF::NFE2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.9046
FA-88-II68_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	1.0	0.28624
COPS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21139
BRD-K23701005	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16511
GSE213588_9_v_2_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K81288338	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.97195
BRD-K93223696	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.45737
GSE103297_1_v_0_glis3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC10652340-ACEL-22-e13915-s007.xlsx-HNF6-SYMBOL_ONECUT1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K10211218	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.20626
BRD-K87541124	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.59825
BRD-K24220535	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03159
PMC8370976-41467_2021_24932_MOESM7_ESM.xlsx-Annotation-Supplementary_Data_5_GO_and_metascape_analysis_of_the_genes_upregulated_in_U87_cells_upon_ZNF768_knockdown_ZNF768	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K64626569	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.87093
PMC11615365-41467_2024_54246_MOESM5_ESM.xlsx-RT112-Numb-KD_vs_Ctr-KD-ensemblGeneId_AR	Rummagene Transcription Factor Associations 2026	1.0	null
CIAO2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45926
BRD-K82324807	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.4426
BRD-K37454185	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09275
GSE118794_0_v_4_zmynd8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
RAB3D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82123
GSE133927_1_v_0_meox1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE88819_5_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07178
BRD-K19387722	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.50008
Motile cilium	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
FAIM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12272
496100440_FWM_possible Alzheimer's disease_no TBI_95-99_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.02095
PMC12224929-ADVS-12-2416784-s006.xlsx-DEG_circGLIS3_KD-Unnamed_6_AR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K91399333	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.60693
GSE131649_4_v_9_hemin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF267	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.30387
GSE131161_5_v_4_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE226091,GSE226092_0_v_1_sall1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZBED4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	93.9121
PMC4944136-srep28995-s2.xls-DPRX-gene_DPRX	Rummagene Transcription Factor Associations 2026	1.0	null
GSE226249_5_v_7_pirfenidone_human	RummaGEO Drug Perturbation Signatures	1.0	null
POU2F2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.3404
BRD-K24369860	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23373
BRD-K73581966	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12821
GSE160817_5_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K84745303	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.38574
BRD-K56065989	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.25898
TMEM191B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22216
IAH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41639
BRD-K89935890	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04791
BRD-K34506374	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21321
GSE187006_3_v_1_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K86838462	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22944
BRD-K00808919	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.61503
CRCGN016_MCF10A.WT.HP_24H:K08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.65404
Cell projection	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
BRD-K46641047	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.76686
BRD-K07482874	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.86777
BRD-K78245984	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25955
CRCGN014_HEPG2_24H:I13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.85105
Astrocyte cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.605
Sperm flagellum	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.582
CRCGN017_MCF10A.TP53.M_24H:C23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.13181
Metencephalon	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K65445351	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33151
PMC9338531-13046_2022_2445_MOESM18_ESM.xlsx-AASE_A549_KD-geneSymbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
RUFY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87181
GSE213632_4_v_6_acod1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null