association	dataset	threshold value	standardized value
CD79B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12774
BRD-K59221664	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33636
GSE126402_5_v_7_tal1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
autophagosome-endosome fusion	GO Biological Process Annotations 2025	1.0	null
PIWIL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84481
phosphatidylinositol-3-phosphate binding	GO Molecular Function Annotations 2025	1.0	null
CRCGN015_MCF10A.WT.HP_24H:B10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.68334
PAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.6799
BRD-K65887908	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.85129
GSE88819_0_v_2_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE65617_2_v_4_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NKX6-1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.4734
GSE151612_4_v_2_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE154074_5_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SSX2IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04646
WDR5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24509
GSE225869_1_v_0_cd44_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE120612_6_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE211744_2_v_0_gdf15_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K43414987	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.14586
GSE179974_3_v_2_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
Isolated growth hormone deficiency	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.061
TIA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42744
BRD-K78397696	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.55848
GSE165682_2_v_5_ptbp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE73628_1_v_2_igf1_human	RummaGEO Gene Perturbation Signatures	1.0	null
Neurodegeneration with brain iron accumulation 5	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.094
PMC6335596-mmc2.xlsx-RNA-seq_Day_3_GATA6_Het-Genes_significantly_differentially_expressed_between_H9_and_GATA6_4ins_at_day_3_in_RNA-seq_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE261563_2_v_1_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
regulation of generation of precursor metabolites and energy	GO Biological Process Annotations 2025	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-Mor_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
RPS4X	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60627
TBL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12233
GSE211989_0_v_1_nlrc3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NPDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65082
GSE182680,GSE182683_5_v_8_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K73872184	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.2419
GSE120415,GSE120447_0_v_1_bap1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC9170821-JCMM-26-3183-s001.xlsx-Neu_DAPI_ERG_VaD_vs_NC-Gene_ERG	Rummagene Transcription Factor Associations 2026	1.0	null
Mafg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.7366
Carcinoma	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.409
PMC9378714-41467_2022_31999_MOESM10_ESM.xlsx-Supplementary_Data_7-Supplementary_Data_7_Collation_of_genes_possible_regulated_or_co-expressed_with_ELF5_ELF5	Rummagene Transcription Factor Associations 2026	1.0	null
IKBKB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10987
FAM193B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26589
SMIM14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35664
Peripheral blood	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.422
GSE154767_2_v_0_adam10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE186810,GSE186813_3_v_5_furin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE151612_0_v_3_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K05487130	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.44074
BRD-K41645779	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.86599
CXCL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1438
BRD-K69191922	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05888
GSE120612_4_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE123943_4_v_3_sox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_4_v_3_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Esrrg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.9166
PMC12000322-41419_2025_7601_MOESM9_ESM.xlsx-H3122-AR_somatic_filtered_PASS-Unnamed_47_AR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K72707702	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.04589
CRCGN014_HEPG2_3H:K13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.23185
BRD-K64922699	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05502
PMC12000322-41419_2025_7601_MOESM9_ESM.xlsx-H3122-AR_somatic_filtered_PASS-Unnamed_60_AR	Rummagene Transcription Factor Associations 2026	1.0	null
CEBPZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00278
TRPS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.9434
phosphatidylinositol binding	GO Molecular Function Annotations 2025	1.0	null
GSE120612_7_v_5_etoposide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE208350_0_v_1_fgfr1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.TP53.M_24H:J02	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.0127
BRD-K97183783	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.62619
BRD-K40814141	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.81802
GSE135030_11_v_9_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE151612_0_v_2_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K52094743	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10494
Urogenital system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE116810_5_v_1_selinexor_human	RummaGEO Drug Perturbation Signatures	-1.0	null
protein-containing complex disassembly	GO Biological Process Annotations 2025	1.0	null
GSE207611,GSE207612_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE146074_10_v_7_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
IGF1R	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24365
BRD-K51278788	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.52108
GSE237984_1_v_0_magi1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC5474565-onc2016488x2.xlsx-Table_S8_MA9_Target_Genes_PCA-MLL-AF9_target_genes_in_PC2_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
Microglial cell_Embryonic prefrontal cortex_Human	CellMarker Gene-Cell Type Associations	1.0	null
GSE148066,GSE157787_0_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MMS22L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.25164
TRPS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13589
GSE231720,GSE231724_2_v_1_setd2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE214725_1_v_0_ibrutinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE130383_1_v_3_gps2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K34604755	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28732
BRD-K26140483	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16425
GSE240468_3_v_2_nfyc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE261563_0_v_1_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE135030_3_v_1_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC7592539-12885_2020_7456_MOESM4_ESM.xlsx-Sup_TableS3_LMS_del_genes_conf-13q34_TP63	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K03312699	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.66615
GSE158715_3_v_0_cyp1b1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE100316_3_v_1_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE228017_0_v_1_parthenolide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN015_MCF10A.TP53.M_24H:E17	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.36645
GSE137914_0_v_3_tet3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE120612_7_v_0_etoposide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE216043_10_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC8191339-mmc1.xlsx-Table_S3_DE_genes-LPS_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
PMC12224929-ADVS-12-2416784-s006.xlsx-DEG_circGLIS3_KD-Unnamed_6_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE151829,GSE151831_1_v_0_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K12524715	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.51793
GSE185519_6_v_0_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE175787_11_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC6344081-elife-40364-supp5.xlsx-PLZF_peaks_H3K27Ac_unchanged-Unnamed_10_ZBTB16	Rummagene Transcription Factor Associations 2026	1.0	null
BHLHE41	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.1144
RBM22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11859
PPP1R11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64472
pravastatin-lactone	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47481
GSE135030_8_v_2_fludarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Gastrointestinal tract	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
CRCGN017_MCF10A.TP53.M_24H:H07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	6.1372
CHAF1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46192
BRD-K36074653	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4143
GSE264621_1_v_6_secretin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE186810,GSE186813_3_v_5_furin_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE209598_1_v_2_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC5358377-pnas.1615015114.sd02.xlsx-Sheet1-Genes_with_VDR_elements_only_control_VDR	Rummagene Transcription Factor Associations 2026	1.0	null
PTPN18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.26886
GSE205163,GSE205164_5_v_7_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN015_HEPG2_48H:C19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.72382
PMC6412103-mmc1.docx-5-M00695_ETF_P_8_350E-5_N_428_31_5_TEAD2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K19245310	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14067
BRD-K68300789	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.81203
PHOX2B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.3714
HSF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.7436
BRD-K14842933	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18292
HAUS7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.48106
SNAP23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00846
PMC11568154-41698_2024_752_MOESM1_ESM.pdf-122-MYBL2_MYBL2	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF830	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07425
GSE167546_1_v_2_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE183271_1_v_0_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE220806_0_v_3_progesterone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Extrinsic component of membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.44
GSE150134_1_v_0_fluorouracil_human	RummaGEO Drug Perturbation Signatures	-1.0	null
regulation of primary metabolic process	GO Biological Process Annotations 2025	1.0	null
ZNF282	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.1229
DENR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43861
GSE182680,GSE182683_5_v_3_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE226091,GSE226092_0_v_1_sall1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
autophagosome maturation	GO Biological Process Annotations 2025	1.0	null
FLI1::DRGX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.6408
tissues, cell types and enzyme sources	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC9038526-mmc1.xlsx-postCOVID_ctr_vs_LPS-symbols_98_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE205163,GSE205164_2_v_6_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE116810_5_v_0_selinexor_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC12696503-mmc2.xlsx-ST15_KD_RNA-seq_diff_expr-symbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
vacuolar membrane	GO Cellular Component Annotations 2025	1.0	null
PMC4989457-13073_2016_339_MOESM3_ESM.xls-MITF-_SURVIVAL-hugo_id_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE180200,GSE180201_3_v_0_qpctl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE193351_1_v_2_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE220520_6_v_0_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
proton-transporting two-sector ATPase complex, catalytic domain	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.11
PMC7481169-277_2020_4194_MOESM7_ESM.xlsx-RUNX1_R174L-Unnamed_1_RUNX1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K75915595	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05531
GSE134375_0_v_2_stat3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE193282_2_v_0_cd44_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Paneth cell_Large intestine_Human	CellMarker Gene-Cell Type Associations	1.0	null
GSE200099_3_v_1_honokiol_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K95935686	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.47748
GSE120370_0_v_3_thrombin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN016_MCF10A.WT.HP_24H:P22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.51812
regulation of lipid metabolic process	GO Biological Process Annotations 2025	1.0	null
PMC10242447-mmc2.xlsx-TI_DEGs-Table_S1_TIGs_Comparison_between_each_trained_monocyte_sub-population_T3m_LPS_with_monocytes_T0_LPS_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE88819_5_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MAN1B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82251
GSE154337_0_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE140937,GSE140938_0_v_2_slfn11_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC5417601-pone.0176879.s001.xlsx-Ctrl_vs_UCHL1_KD_result_DEseq_f-id_AR	Rummagene Transcription Factor Associations 2026	1.0	null
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-HAND1_neg_targets-Gene_HAND1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE151829,GSE151831_7_v_8_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE111385_2_v_3_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE216043_10_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE109530,GSE109531_1_v_3_hdac3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE123861_1_v_0_sin3a_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE88819_3_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Intestinal disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.25
PMC5474565-onc2016488x2.xlsx-Table_S4_MLL_Target_Genes-THP-1_MLL-AF9_target_genes_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
GSE85880,GSE85881_4_v_2_tretinoin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K47858507	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.03294
BRD-K49467822	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03425
BRD-K06573818	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.70914
Sox6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.1245
GSE146074_6_v_8_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE119345_2_v_4_bexarotene_human	RummaGEO Drug Perturbation Signatures	-1.0	null
LRP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14098
GSE240896,GSE240899_10_v_0_ccnt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF155	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.05672
GSE205163,GSE205164_2_v_4_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN015_MCF10A.TP53.M_24H:L19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.02187
BRD-A99344113	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.31136
GSE160817_5_v_8_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
Amphisome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.211
GSE133516_0_v_3_kat7_human	RummaGEO Gene Perturbation Signatures	-1.0	null
phosphatidylinositol-4-phosphate binding	GO Molecular Function Annotations 2025	1.0	null
PMC8709578-elife-69843-supp2.xlsx-HSF1_KO_2_E2_1h-Nearest_Ensembl_HSF1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K18494310	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.39519
HOXB2::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.8119
BRD-K95852319	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.93118
GSE133516_5_v_3_kat7_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE93124_0_v_1_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE123825_0_v_3_glud1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SEC23A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17207
BRD-K22595386	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03815
shikonin	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.5305
GSE158320,GSE183351_2_v_1_lin28b_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE148066,GSE157787_11_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K71415389	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.7178
BRD-K12089436	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10231
PMC12824661-BLOOD_BLD-2024-027020-mmc6.xls-Table_S14-HES4_Up_HES4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K91239327	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.43225
GSE230656_0_v_1_gsdmd_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC8016886-41419_2021_3630_MOESM6_ESM.xlsx-Sheet1-Table_S5_Differentially_expressed_genes_identified_between_HOXC6-low_and_HOXC6-high_expression_CRCs_using_TCGA_cohort_HOXC6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE143782_7_v_11_calcitriol_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC6345883-41598_2018_37397_MOESM10_ESM.xlsx-AR_D0_VS_D14__TRANS-Gene_Name_AR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K68008192	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.11099
BRD-K10105458	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13996
BRD-K03141963	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02958
Disease of anatomical entity	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.628
BRD-K71808107	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.80396
Omegasome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.905
GSE138863_3_v_0_disulfiram_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC8143797-elife-62857-fig3-data2.xlsx-DEgenes_SW872_TAZ-CAMTA1_vs_EV-Gene_CAMTA1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K77108448	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.35911
PMC3500769-srep00875-s3.xls-FOXA1-Time_1_FOXA1	Rummagene Transcription Factor Associations 2026	1.0	null
XBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52227
GRHL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.5293
BRD-K60521891	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.08264
GSE156667_0_v_1_lrrc8a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE188884,GSE189078_2_v_3_ebf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FIGNL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14256
GSE229309,GSE229314_4_v_1_elavl1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE182680,GSE182683_0_v_6_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC9399107-41467_2022_32627_MOESM6_ESM.xlsx-7_B-cell_subsets-gene_name_Bcell_C5_NR4A1_NR4A1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K44258506	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13517
GSE236486_1_v_2_arnt_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE110178_4_v_7_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
LHX9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.6693
BRD-K15341710	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07545
GSE210476_11_v_7_rutaecarpine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.WT.HP_24H:G12	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.08355
GSE195514_0_v_1_stk25_human	RummaGEO Gene Perturbation Signatures	1.0	null
Cervical cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	2.007
PPDPF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06639
KLHDC7A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08983
BRD-K33693037	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01745
SNX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88666
BRD-K61485947	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.24606
PMC10123531-NIHMS1874945-supplement-Table_S3.xlsx-SOX17_BCAT_cobound_coreg_peaks-Gene_Name_SOX17	Rummagene Transcription Factor Associations 2026	1.0	null
CRCGN014_HEPG2_3H:M13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.1752
Vesicle tethering complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.85
LIVF001-017	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.04595
PMC8390401-12094_2021_2621_MOESM2_ESM.xls-S4-Supplemental_Table_S4_Differentially_expressed_genes_between_cases_with_G-CSF-induced_pY-STAT3_DMFI_1_5_STAT3_Low_v_DMFI_1_5_STAT3_High_STAT3	Rummagene Transcription Factor Associations 2026	1.0	null
DUXA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.6867
ELK1::HOXB13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2232
BRD-A36428246	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37193
PMC9996951-40659_2023_417_MOESM3_ESM.xlsx-Osteo_vs_MSC_Array2_hypo_er_txt-Upstream_NAME_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
RPS10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14787
BRD-K33865795	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25163
TRIM68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29201
Vacuolar membrane	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
GSE185519_1_v_2_gilteritinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CLIP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10829
FAM156B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.59013
GSE114992,GSE114993_4_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE135030_11_v_6_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
LMX1B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.3171
GSE225218_0_v_3_abcb1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
POU3F2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.50465
GSE210580_4_v_1_rag2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN013_HEPG2_24H:G14	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.66305
CRCGN011_HEPG2_24H:C22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.47425
PMC3355086-pgen.1002728.s003.xlsx-Tabelle1-HEY2_upregulated_HEY2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K81110981	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.25923
GSE193334_1_v_0_six1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE153907,GSE153908_0_v_1_azathioprine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
phosphatidylinositol-5-phosphate binding	GO Molecular Function Annotations 2025	1.0	null
GSE116930,GSE116935_3_v_6_hes7_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE145445,GSE145454_0_v_1_cop1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE223008_4_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
betamethasone-dipropionate	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.81632
BRD-K03884263	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02823
SNARE complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.327
GSE127790_4_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GOLGA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.287
TFE3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.3848
Uterine cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.898
GSE182680,GSE182683_5_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE182680,GSE182683_5_v_9_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE146074_9_v_3_ly6e_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE229468,GSE229471_0_v_1_znf587_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE178292_0_v_2_melphalan_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN015_MCF10A.WT.HP_24H:M16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	9.55735
GSE149903_4_v_7_myd88_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE220806_1_v_3_progesterone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K75967530	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18297
Umbilical artery smooth muscle	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.587
HOXD3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.3967
GSE87404,GSE87812_1_v_0_hoxa9_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC8202205-NIHMS1706275-supplement-Table_S1.xlsx-Def_End_D4_GATA6-dependent-SYMBOL_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
Endocrine gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K26383086	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.17604
PMC12616242-can-24-3452_supplementary_table_s2_suppst2.xlsx-Down_bins-Down_bins_loosing_H3K27me3_in_hpMSC-EWSR1_FLI1_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE188869,GSE188871_1_v_3_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K31372389	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.51518
BRD-K32173944	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22782
BRD-A19912945	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.1592
CRCGN011_HEPG2_24H:L13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.01075
PMC7220941-41598_2020_64431_MOESM2_ESM.xlsx-WS2_2019_Affy_IDs_SignalsQN-Unnamed_2_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-GV_FIGLA-Unnamed_2_FIGLA	Rummagene Transcription Factor Associations 2026	1.0	null
Lumenal side of endoplasmic reticulum membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.924
BRD-K69671285	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.85246
GSE94849_1_v_2_pinometostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K28905117	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20243
BRD-K89469595	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23481
PAX3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.0059
GSE214931_1_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Uterus	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE231648_1_v_5_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC8635809-Table_2.xls-LPS-upregulated-Unnamed_4_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K77465015	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.05975
BRD-K72050003	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.15168
GSE231829_0_v_1_stat3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE74251_2_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE152699,GSE152723_0_v_1_vemurafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC7220941-41598_2020_64431_MOESM2_ESM.xlsx-WS1_2019_Affy_IDs_RA-STvsOA-ST-Unnamed_2_PAX3	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K83270677	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0407
GSE186471_1_v_0_carnosol_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE137144_2_v_7_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K03191078	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06512
GSE120612_6_v_3_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TRAK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05318
NADK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30125
ZC3H11C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18567
3-methylglutaconic aciduria type 1	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.082
496100405_TCx_probable Alzheimer's disease_no TBI_88_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.42504
GSE81796_0_v_2_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE164874_5_v_3_prednisolone_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K47707657	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.84995
GSE154767_2_v_5_adam10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE220520_3_v_4_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
PMC3197637-pone.0026348.s009.xls-TableS5_KD_ROSS2_sigTab_telamlK-Gene_symbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K98711518	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.51508
GSE133516_0_v_6_kat7_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE66014_0_v_1_perhexiline_human	RummaGEO Drug Perturbation Signatures	1.0	null
TCL1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.26253
GSE182680,GSE182683_7_v_12_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC10709142-41556_2023_1281_MOESM2_ESM.xlsx-Supplementary_Table_1-CLUSTER_5_MAF_and_E2_upregulated_MAF	Rummagene Transcription Factor Associations 2026	1.0	null
Endocrine gland cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.075
PMC5927328-NIHMS77085-supplement-Table_S4.xlsx-Table_S4A_LPS_induced_genes_GO-Unnamed_2_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
ARMCX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00982
GSE210580_5_v_11_rag2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GRK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02993
MND1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09434
Blood	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-A35495382	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.41868
GSE114992,GSE114993_7_v_2_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE100316_3_v_2_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN017_MCF10A.TP53.M_24H:G12	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.81104
GSE248045,GSE248046_0_v_1_runx1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
DHRS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45432
BRD-K47784292	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.1529
PMC10335677-pbio.3002161.s009.xls-MLL_siRNA_DEGs-Ensembl_ID_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
Thap11	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	43.2803
GSE182680,GSE182683_0_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE120612_4_v_0_etoposide_human	RummaGEO Drug Perturbation Signatures	1.0	null
PRELID3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82066
AFF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44085
GSE94849_7_v_4_pinometostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K31273080	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.2354
GSE214382,GSE214383_5_v_2_ascl1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
FAAH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18893
octreotide	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.40907
BRD-K12097074	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.21338
GSE200673,GSE200691_2_v_0_hmga2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC9894241-pnas.2211429119.sd05.xlsx-G6_REST-Dataset_S6_Differentially_expressed_genes_in_G1-G8_REST	Rummagene Transcription Factor Associations 2026	1.0	null
Lumenal side of membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.89
BRD-K30467307	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.17881
GSE138789_0_v_1_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE180321_0_v_1_imperatorin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE240896,GSE240899_2_v_4_ccnt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.627
GSE231745_1_v_0_venetoclax_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE164874_5_v_13_prednisolone_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE120612_7_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K99971319	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.63726
CRCGN011_HEPG2_24H:G14	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.84595
GSE116810_2_v_1_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE218060_5_v_0_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
CNIH4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01692
GSE180200,GSE180201_12_v_6_qpctl_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Gastrointestinal system cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.262
GSE150349_0_v_1_msx1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE218060_1_v_0_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
HOPS complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	2.253
GSE180200,GSE180201_3_v_1_qpctl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE181513_2_v_1_usp7_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE130383_2_v_3_gps2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-A51540388	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05058
Disease of cellular proliferation	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.67
GSE146074_10_v_8_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K71982936	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40425
PMC9038526-mmc1.xlsx-healthy_ctr_vs_LPS-symbols_98_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE127790_6_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Mon1-Ccz1 complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.337
PMC9534852-41598_2022_20572_MOESM4_ESM.xlsx-Sheet1-Supplementary_Table_S4_Transcriptomic_data_related_to_AHR_function_considered_for_metabolic_reconstruction_model_generation_AHR	Rummagene Transcription Factor Associations 2026	1.0	null
PMC3500769-srep00875-s3.xls-PAX2-Time_1_PAX2	Rummagene Transcription Factor Associations 2026	1.0	null
GSE223540_1_v_3_anxa2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE129725_4_v_0_bmal1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE110178_4_v_0_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE94849_1_v_4_pinometostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE205163,GSE205164_9_v_7_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
Hoxd13	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.968
GSE182680,GSE182683_7_v_11_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE179974_3_v_0_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K82784817	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.65001
PMC8987207-DataSheet_1.xls-TF_targets_Fig_2A-HEB_Jurkat_ChIP-seq_TCF12	Rummagene Transcription Factor Associations 2026	1.0	null
PMC10510228-13287_2023_3481_MOESM7_ESM.xlsx-DEGs-Differentially_expressed_genes_DEGs_in_bone_marrow-derived_MSCs_from_six_human_donors_cultured_at_high_confluency_MSC-HC_versus_low_confluency_MSC-LC_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
HAUS4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70929
BRD-K68495784	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07019
Pioglitazone_LS 180	Tahoe Therapeutics Tahoe 100M Perturbation Atlas	-1.0	-0.0166603
PMC11033188-mmc3.pdf-2-TFEB_TFEB	Rummagene Transcription Factor Associations 2026	1.0	null
GSE217363_0_v_1_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE135030_8_v_7_fludarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE205070_2_v_5_mertk_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K04073989	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.3404
GSE148066,GSE157787_8_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF718	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67511
EFR3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31093
CRCGN015_MCF10A_48H:L06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.00823
GSE207611,GSE207612_3_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN015_MCF10A.TP53.M_24H:J23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.4143
BRD-K40358491	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07379
BRD-K64797043	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.05881
SLC1A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37232
GSE102870_3_v_0_nr1h4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE185881,GSE185884_2_v_3_ctcf_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC3729750-NIHMS493477-supplement-1.doc-9-Supplementary_Table_10a_Comparison_of_gene_expression_profiles_between_cases_with_activated_SETBP1_high_expression_and_mutation_and_SETBP1_lower_expression_SETBP1	Rummagene Transcription Factor Associations 2026	1.0	null
PPP2R2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19466
GSE149880_2_v_3_tamoxifen_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE136238_1_v_0_ebf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ESS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32904
GSE210476_9_v_5_rutaecarpine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE180185_4_v_1_setbp1_human	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN012_HEPG2_24H:D09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.12068
MTFR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01283
GSE188870,GSE188871_1_v_2_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
HSF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.0364
X-linked myopathy with excessive autophagy	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.08
BRD-K16943897	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.92034
BRD-K02078126	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.58647
ESX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.0438
496100586_HIP_no dementia_no TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.9691
GSE146074_6_v_7_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE88819_7_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
VSNL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0746
GSE220813_0_v_1_zfp750_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE108326_1_v_0_doxycycline_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
NPEPPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04237
BRD-K16560691	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.87418
Cco	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.717
GSE140200_1_v_0_trim59_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC6870463-Table_7.xlsx-Family_H_No_LPS-Untreated_BMDMs_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE226091,GSE226092_3_v_1_sall1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
autophagosome membrane	GO Cellular Component Annotations 2025	1.0	null
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-HAND1_neg_targets-ID_HAND1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE154350_1_v_0_ascl2_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC9038526-mmc1.xlsx-postCOVID_LPS_vs_healthy_L-symbols_98_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE94849_3_v_4_pinometostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
sc11	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.436
CRCGN009_HEPG2_24H:C19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.95493
GSE155567_1_v_0_cd33_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC8530322-pone.0258316.s002.xlsx-GG_778_TH17-AA_778_TH17-Symbol_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE225141,GSE225143_2_v_3_mettl3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11782650-41598_2025_88526_MOESM1_ESM.pdf-25-ZNF573_ZNF573	Rummagene Transcription Factor Associations 2026	1.0	null
GTEx Uterus 20-29 vs 60-69	GTEx Tissue-Specific Aging Signatures	-1.0	-13.4842
BRD-A69383366	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.12299
DUX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.9799
PMC9013128-NIHMS1795992-supplement-6.xlsx-ARID2_MUT_Dowregulated-Gene_name_ARID2	Rummagene Transcription Factor Associations 2026	1.0	null
MANBAL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2839
GSE189683_3_v_0_rif1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN014_HEPG2_24H:P23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.05275
BHLHE22	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.2912
PMC12358249-supplementary_table_s5_ioaf064.xlsx-DMRT1_-_vs_WT__4_months-Unnamed_1_DMRT1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE102467_3_v_0_pazopanib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC9533694-MOL2-16-3410-s013.xlsx-FIR20vsREST_DEMs-FIR20_vs_REST_DEMs_Up_REST	Rummagene Transcription Factor Associations 2026	1.0	null
Seminal vesicle fluid	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.903
GSE178255_1_v_0_tlr4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ATG2-ATG18 complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.874
FDXR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4865
Cervical squamous cell carcinoma cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.983
CRCGN016_MCF10A.WT.HP_24H:D07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.4032
UQCRHL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37043
BRD-K44521151	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.15045
BRD-K24047785	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1046
Colon	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K39185798	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06927
BRD-K27728416	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29332
PMC9170821-JCMM-26-3183-s001.xlsx-Astro_DAPI_ERG_VaD_vs_NC-Gene_ERG	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF732	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16907
GSE111061_1_v_0_tofacitinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE182680,GSE182683_0_v_9_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC8046804-41467_2021_22478_MOESM11_ESM.xlsx-Del_AA-TCGA-Unnamed_30_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
PSMB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43368
Integument	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ETV2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00066
GSE230329_0_v_3_dextran_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE166169_1_v_3_elp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K88292241	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.39074
GSE208254_3_v_1_irf8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE132948,GSE132949_2_v_5_msi2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Phagophore assembly site membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.72
GSE202587_1_v_2_xrn1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PDZD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22465
BRD-K21467089	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.2431
BRD-K15358569	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.1305
BRD-K64860451	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.21284
SLC2A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35589
Mitochondrial proton-transporting ATP synthase complex, catalytic sector F(1)	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.529
GSE203308_1_v_10_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
H2AZ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24539
BRD-K93527821	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.63322
Phosphatidylinositol 3-kinase complex, class III	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.718
GSE119345_2_v_3_bexarotene_human	RummaGEO Drug Perturbation Signatures	1.0	null
GTEx BloodVessel 20-29 vs 40-49	GTEx Tissue-Specific Aging Signatures	1.0	6.18574
ZNF669	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78748
GSE94849_7_v_2_pinometostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K18888894	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.8673
GSE135030_3_v_6_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
LHX6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.1622
MAGEL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01564
Secondary lysosome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.513
GSE208254_3_v_2_irf8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE185519_4_v_7_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
Colorectal cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.213
CRCGN017_MCF10A.TP53.M_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.6639
PMC12048643-44318_2025_409_MOESM3_ESM.xlsx-regulonTargets-HAND1_cust_neg_HAND1	Rummagene Transcription Factor Associations 2026	1.0	null
CASP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18743
GSE205556_2_v_0_bexarotene_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE252857_1_v_0_klf15_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K15029638	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.191
PMC11166884-mmc4.xlsx-Table_S3-Table_S3_proinflammatory-EC2_comparison_between_WT_and_TG_TCF15	Rummagene Transcription Factor Associations 2026	1.0	null
GSE116810_5_v_4_selinexor_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE100316_7_v_4_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE196104,GSE196106_2_v_1_vsx2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE154074_2_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Gastrointestinal system disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.276
Colorectum	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC11743796-41420_2025_2295_MOESM5_ESM.xlsx-aged_LPS_BV-2_vs_human_downreg-mouse_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
Internal female genital organ	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC5095001-oncotarget-07-36293-s002.xlsx-Table_S2-Table_S2_MYCN-correlated_genes_and_their_correlations_with_other_transcription_factors_MYCN	Rummagene Transcription Factor Associations 2026	1.0	null
Digestive juice	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.489
GSE228413_2_v_5_mavs_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE221633_3_v_1_trim24_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE223008_6_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE68156_3_v_4_dextran_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE193351_1_v_0_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN015_HEPG2_48H:O01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.88228
GSE180200,GSE180201_2_v_6_qpctl_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE94849_1_v_5_pinometostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE206729_4_v_1_trps1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE139975_3_v_0_rnf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K88700643	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07
GSE172295_1_v_2_sh3gl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE114284_2_v_5_irf1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151829,GSE151831_1_v_8_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN009_HEPG2_24H:G04	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.14228
GSE218060_7_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE146074_9_v_11_ly6e_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE155305_2_v_0_ifitm3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE140092_0_v_1_socs3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE203308_14_v_5_brf1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SOX15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.9181
BRD-K62314156	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14944
BRD-K56826759	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.19285
ZNF573	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0343
RCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06661
496100426_PCx_no dementia_TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.1903
BRD-K83892314	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.72078
GSE194396,GSE194429_2_v_3_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
phosphatidylinositol phosphate binding	GO Molecular Function Annotations 2025	1.0	null
BRD-K08881846	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13585
BRD-K25608271	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.58572
BRD-K12633506	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01532
GSE149901_2_v_1_anlotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K30863464	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.02772
CRCGN016_MCF10A.TP53.M_24H:L11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.84645
496100592_FWM_no dementia_no TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.4454
PAX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.2873
BRD-K34595193	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.11495
PMC12549544-mmc2.xlsx-AA_D7_VS_D14-Name_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K83966071	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.56986
GSE172295_0_v_2_sh3gl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE218060_7_v_4_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9169777-pnas.2120787119.sd07.xlsx-Sheet1-Dataset_S7_Significantly_differentially_expressed_genes_between_G2_and_GATA3_WT_T-ALL_GATA3	Rummagene Transcription Factor Associations 2026	1.0	null
Cervical epithelium	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.299
CRCGN009_HEPG2_24H:F03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.31943
Isl1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.014
PMC5687749-pone.0188272.s005.xlsx-Supplementary_Table_3-Supplementary_Table_3_Differentially_Expressed_Genes_in_Common_between_AFX_compared_to_both_Keratinocytes_and_Fibroblasts_FOXO4	Rummagene Transcription Factor Associations 2026	1.0	null
PMC7818749-12931_2021_1617_MOESM1_ESM.xlsx-TBX4-SYMBOL_TBX4	Rummagene Transcription Factor Associations 2026	1.0	null
GSE127261_1_v_2_ezh2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE60217_1_v_8_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K53491881	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28821
GSE182680,GSE182683_5_v_4_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Membrane fusion priming complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.637
GSE135350_3_v_6_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
Cell type cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.383
TRMT10A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16159
GSE123943_2_v_0_sox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_11_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NKX2-3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.693
Irf1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	41.8837
GSE94849_6_v_2_pinometostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC10769314-NIHMS1954782-supplement-9.xlsx-Table_S7B-Table_S7B_Frontal_cortex_relative_gene_expression_from_post-KD_and_pre-KD_recipient_mice_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE150134_1_v_0_scn5a_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC10200789-41392_2023_1466_MOESM5_ESM.xlsx-TFs_target_genes-Top_100_targetGene_BACH2_BACH2	Rummagene Transcription Factor Associations 2026	1.0	null
PMC10061014-Table5.XLSX-C_vs_LD-Table_S5c_Results_of_gene-wise_analysis_of_cd-ASE_depending_on_LPS_DEX_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
USPL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86245
GSE89767_2_v_5_cebpa_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE182680,GSE182683_7_v_8_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE155305_3_v_0_ifitm3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Itch intensity from mosquito bite adjusted by bite size	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.569897
GSE169571_3_v_4_dexamethasone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
PMC9928584-41556_2022_1059_MOESM3_ESM.xlsx-Table_7-Supplementary_Table_7_ETV6-repressed_genes_defined_by_dTAG_at_24_hours_ETV6	Rummagene Transcription Factor Associations 2026	1.0	null
STAC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62651
AZ-6102	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05284
WAPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1881
GSE137325_3_v_0_copanlisib_human	RummaGEO Drug Perturbation Signatures	1.0	null
KLF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53625
CRCGN015_MCF10A_48H:J10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.43358
NMD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03799
GSE181966_5_v_3_has2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
levopropoxyphene	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04642
BRD-K96431636	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.44624
BRD-K71253424	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.03311
GSE151612_0_v_11_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
Intestine	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K15485967	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.51571
BRD-K56024445	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06166
ADAM10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02407
GSE216147_2_v_1_rbm20_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
UBTD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.48919
GSE206270_2_v_0_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
EIF3J	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03701
EXOC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70117
BRD-K07300437	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.11984
GSE146074_1_v_11_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K90697692	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22535
CRCGN016_MCF10A.TP53.M_24H:F05	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.74049
BRD-K37015376	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.76595
GSE148066,GSE157787_5_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Reproductive system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GMP reductase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.547
CRCGN015_MCF10A_48H:K09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.03524
GSE140936,GSE140938_0_v_1_slfn11_human	RummaGEO Gene Perturbation Signatures	1.0	null
CaSki cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.086
BRD-K13383838	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20047
GSE124471,GSE124488_2_v_3_lats1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE160017,GSE160022_1_v_0_trem2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE100316_0_v_2_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE182680,GSE182683_7_v_3_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K85636571	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.57823
GSE182680,GSE182683_5_v_13_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DDX47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02299
CRCGN015_MCF10A.TP53.M_24H:G06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.94182
GSE100316_3_v_4_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Squamous cell carcinoma	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.143
BRD-K34910830	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.57762
ITPRID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.75301
GSE223008_5_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K90736603	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.13395
GSE141328_3_v_2_rock2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
apramycin	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23766
CRCGN014_HEPG2_24H:E03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.11995
GSE213588_10_v_2_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE174498,GSE174500_5_v_8_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE114284_2_v_0_irf1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE254517_2_v_0_irf7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K57650037	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03024
BRD-K84517695	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27172
MSC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.103
GSE134375_4_v_2_stat3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE111385_0_v_3_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE185519_3_v_0_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE223008_5_v_2_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K87524836	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.15877
GSE88819_11_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K71537579	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47594
ARPC5L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49698
GSE180185_9_v_10_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE144231_3_v_5_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC8127234-12885_2021_8319_MOESM2_ESM.docx-0-CREB3L1_CREB3L1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K80940089	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.44136
GSE224556,GSE224557_6_v_1_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE158458_2_v_3_sorafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
R3HDM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37196
GSE203655_0_v_1_stat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100413_FWM_probable Alzheimer's disease_no TBI_85_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.40531
GSE73628_8_v_2_igf1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE84922,GSE84924_0_v_1_sall4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K07351191	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4294
GSE232218_1_v_0_valproic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE211286_1_v_3_tcf12_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE119978,GSE180930_6_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K37403152	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40566
GSE135350_2_v_6_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC9374162-mmc3.xls-126_gene_details_MSC_EF_EWSZF7-Gene_name_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
Hematopoietic system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC7592539-12885_2020_7456_MOESM4_ESM.xlsx-Sup_TableS3_LMS_del_genes_conf-13q34_1_TP63	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K81939454	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03474
496100580_PCx_possible Alzheimer's disease_no TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.42543
BRD-K06203932	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.10721
GSE144231_4_v_7_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Foxj2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.5324
GSE132948,GSE132949_0_v_5_msi2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K06577881	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47178
GTEx AdrenalGland 20-29 vs 60-69	GTEx Tissue-Specific Aging Signatures	1.0	4.10577
GSE116810_2_v_4_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
Endocrine system disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.104
BRD-K13089873	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18437
BRD-K69659917	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.42856
Brain - Frontal Cortex (BA9)	GTEx Tissue Gene Expression Profiles 2023	1.0	3.58485
AHR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05594
BRD-K38450726	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32454
GSE116492,GSE116495_3_v_2_stag2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11749115-loae020_suppl_Supplementary_Table_S2.xlsx-CHOP-high-gene_DDIT3	Rummagene Transcription Factor Associations 2026	1.0	null
ATP6V1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.337
GSE229468,GSE229471_0_v_3_znf587_human	RummaGEO Gene Perturbation Signatures	1.0	null
Gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC6879454-Data_Sheet_1.xlsx-AA_in_vitro-Unnamed_4_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE129811_5_v_0_niacin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE224004,GSE224005_0_v_1_chd4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12019336-41467_2025_58868_MOESM5_ESM.xlsx-Open_peaks_IKAROS_WT-Unnamed_5_IKZF1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K68459574	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.18095
BRD-K04325154	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04303
Superficial temporal artery	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.509
GSE169571_5_v_4_dexamethasone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
macroautophagy	GO Biological Process Annotations 2025	1.0	null
Human - Kidney - L2 - Plasmacytoid Dendritic	HuBMAP Azimuth Cell Type Annotations	1.0	null
GSE178255_5_v_0_tlr4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE231720,GSE231724_3_v_0_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE168807_0_v_7_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K73500713	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04457
GSE123943_1_v_0_sox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC8202205-NIHMS1706275-supplement-Table_S1.xlsx-Def_End_D4_GATA6-dependent-ENSEMBL_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K82409466	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0361
GSE214514_3_v_2_bmal1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FAM83H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22685
Vacuole	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
BRD-K44932450	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37129
CHST2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17205
GSE193351_4_v_0_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE173873_1_v_3_stra8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
VSX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.0243
PAX9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.533
BRD-K74705119	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37397
GSE129241_4_v_0_valproic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
TMEM234	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.001
GSE111385_0_v_1_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE116810_2_v_0_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
STRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26088
BRD-K67508052	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.77004
PAX8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.5224
ASPHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.66951
GSE203308_4_v_3_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
c4ii	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.003
BRD-K75413392	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.48187
Foxj3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	39.1165
PMC11925450-elife-96850-supp2.xlsx-DNMT1_KO_vs_DNMT1_L1TD1_dKO_res-geneName_DNMT1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE97278,GSE97280_2_v_1_nsd2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE149264,GSE149267_2_v_5_trp53_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN016_MCF10A.WT.HP_24H:G10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.37611
BRD-K20829034	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.78319
GSE169571_0_v_2_dexamethasone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE181003_1_v_0_selinexor_human	RummaGEO Drug Perturbation Signatures	-1.0	null
proton-transporting ATP synthase complex, catalytic core F(1)	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.386
BRD-K20028734	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01327
CRCGN011_HEPG2_24H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.09707
AHCYL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04822
GSE100316_5_v_6_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Barrett's esophagus	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.836
PMC10181932-41588_2023_1366_MOESM4_ESM.xlsx-Supplementary_Table_2-Supplementary_Table_2_Additional_information_for_all_SOX9-dependent_genes_SOX9	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K45520793	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.55276
CRCGN015_MCF10A.WT.HP_24H:F16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.97
BRD-K82585779	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04632
GSE222574_0_v_2_lmna_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE168807_0_v_8_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K50815029	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.3276
BRD-K96284156	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.78951
BRD-K15694916	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.48338
GSE185519_6_v_7_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K48994888	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.72371
GSE223008_7_v_1_calhm6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HOXD12::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.2508
TFAP4::FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.3833
GSE120612_6_v_2_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BICDL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40513
Female reproductive organ cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.768
GSE68925_1_v_0_fasudil_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K20520611	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.13718
GSE123943_4_v_0_sox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K16062794	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.90088
GSE224969,GSE224971_0_v_5_chtop_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE207122_1_v_0_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GRWD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41109
GSE244710_1_v_2_srsf1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC8530322-pone.0258316.s002.xlsx-GG_776_TH17-AA_776_TH17-Symbol_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
Plasmacytoid dendritic cell_Blood_Human	CellMarker Gene-Cell Type Associations	1.0	null
GSE96641_3_v_4_esrp2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE200673,GSE200691_2_v_5_hmga2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
B4GALNT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28916
GSE214382,GSE214383_6_v_2_ascl1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE114013,GSE114014_1_v_4_itraconazole_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE180200,GSE180201_3_v_11_qpctl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC9288051-13046_2022_2428_MOESM12_ESM.xlsx-HL-60-genes_bound_by_LYL1_at_its_promoter_regions_in_AML_cell_line_HL-60_LYL1	Rummagene Transcription Factor Associations 2026	1.0	null
NKX2-4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.0317
PMC5497057-ncomms15921-s2.xlsx-AA_PCa_vs_EA_PCa-Unnamed_2_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE169691_1_v_2_saha_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K66939340	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07297
GSE210667_1_v_0_rfx1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF526	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30476
Leukocyte	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE114992,GSE114993_9_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE184892_4_v_2_trehalose_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K95712112	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.69139
BRD-K24235529	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26059
GSE174498,GSE174500_2_v_7_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
Alimentary canal	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Rmz	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.816
PMC3500769-srep00875-s3.xls-AP1-Time_1_JUN	Rummagene Transcription Factor Associations 2026	1.0	null
GSE178292_0_v_3_melphalan_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K95338817	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13768
GSE137818_2_v_6_brca2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
LIVF001-023	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.39718
FEZF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.28625
GSE229580_2_v_1_creb1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE141143_1_v_0_ibrutinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE114992,GSE114993_7_v_10_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135350_2_v_4_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC12696503-mmc2.xlsx-ST15_KD_RNA-seq_diff_expr-ensembl_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE180525,GSE180528_1_v_0_tbx3_human	RummaGEO Gene Perturbation Signatures	1.0	null
PROP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.4216
GSE218060_1_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE218060_7_v_6_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Organelle membrane	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
ZNF8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.881
PMC12518476-10067_2025_7574_MOESM9_ESM.xlsx-Sheet2-RNAseq_DEGs_of_KD_AR	Rummagene Transcription Factor Associations 2026	1.0	null
EMX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.5088
CRCGN017_MCF10A.TP53.M_24H:N16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.99825
PMC7429792-40104_2020_487_MOESM3_ESM.xlsx-MSC_enriched_miRNA_target-NAME_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
GSE110178_2_v_0_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE182680,GSE182683_5_v_12_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Hematopoietic cell	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC12179525-mmc1.xlsx-Group_HNF4A_vs_Null_sign-Supplemental_Table_S1_Differentially_expressed_genes_in_HNF4A-transduced_cells_vs_Null_HNF4A	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K18519621	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26348
GSE203308_4_v_10_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE195582_0_v_1_pim1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PJA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.24272
BRD-K55841827	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.5154
ELK1::HOXA1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.9538
CRCGN017_MCF10A.TP53.M_24H:I10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.26146
BRD-K30682979	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05796
PMC10809641-DataSheet3.pdf-181-KDM2A_KDM2A	Rummagene Transcription Factor Associations 2026	1.0	null
ALG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52304
HSC-T6 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.537
PMC9894241-pnas.2211429119.sd05.xlsx-G4_REST-Dataset_S6_Differentially_expressed_genes_in_G1-G8_REST	Rummagene Transcription Factor Associations 2026	1.0	null
regulation of glycogen metabolic process	GO Biological Process Annotations 2025	1.0	null
BRD-K41684304	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.15164
GSE135350_3_v_0_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
Female reproductive system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K25993054	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25311
GSE133516_5_v_6_kat7_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE169356_0_v_4_ivermectin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-GV_FIGLA-Unnamed_1_FIGLA	Rummagene Transcription Factor Associations 2026	1.0	null
GSE168807_6_v_7_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12616242-can-24-3452_supplementary_table_s4_suppst4.xlsx-EWSR1-FLI1-KDM6B_genes-Genes_associated_to_EWSR1_FLI1-KDM6B_peaks_in_A-673_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE261563_9_v_4_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE182680,GSE182683_10_v_9_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K83244979	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.71279
GSE150049_2_v_0_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
OXCT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42632
GSE140936,GSE140938_2_v_1_slfn11_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE140651,GSE140653_2_v_0_med1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K77074748	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03378
GSE228413_0_v_3_mavs_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE188870,GSE188871_4_v_5_kat7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE75976_3_v_6_abl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE74251_0_v_1_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
SLX9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39191
BRD-K49733350	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.00514
GSE182680,GSE182683_0_v_2_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
intracellular membrane-bounded organelle	GO Cellular Component Annotations 2025	1.0	null
GSE132408_0_v_3_tet2_human	RummaGEO Gene Perturbation Signatures	1.0	null
ARGFX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.4008
GSE175787_4_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
Adenocarcinoma in situ	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.534
PTTG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48686
PMC11932929-41388_2024_3264_MOESM4_ESM.xlsx-p_0_05_FC_0_5_n_675-Differentially_expressed_genes_in_MCF7_AR-isolated_BCSCs_after_4_days_GSK591_500nM_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE164874_5_v_10_prednisolone_human	RummaGEO Drug Perturbation Signatures	1.0	null
Mecom	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.0
BRD-K80807816	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.22035
GSE185519_3_v_7_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K04725393	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05806
EFS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13381
BRD-K03855997	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20864
GSE168797_1_v_6_cannabidiol_human	RummaGEO Drug Perturbation Signatures	1.0	null
TAF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.795
B cell_Skin_Mouse	CellMarker Gene-Cell Type Associations	1.0	null
GSE252857_1_v_0_prednisone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Adenocarcinoma	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.367
UQCRC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22161
BRD-K95321016	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4003
PMC11979751-table_s2_markers_elad055.xlsx-Melanoma_GSEA_state_markers-AP2_GTF3A	Rummagene Transcription Factor Associations 2026	1.0	null
GSE131161_1_v_0_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE96641_5_v_0_esrp2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE228261_0_v_1_elesclomol_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC3376834-emmm0004-0052-SD2.xlsx-NR2E3_Specific_1847-Unnamed_1_NR2E3	Rummagene Transcription Factor Associations 2026	1.0	null
SLC25A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19696
Endolysosome membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.615
GSE184884_2_v_1_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ractopamine	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.24048
GSE165579_3_v_2_opa1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_4_v_5_etoposide_human	RummaGEO Drug Perturbation Signatures	1.0	null
Whole body	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K48516290	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.3188
BRD-A42536341	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34125
Cervix - Ectocervix	GTEx Tissue Gene Expression Profiles 2023	1.0	1.49017
GSE181003_3_v_2_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC3500769-srep00875-s3.xls-CEBP-Time_1_CEBPA	Rummagene Transcription Factor Associations 2026	1.0	null
DENND5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07506
GSE100316_5_v_4_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE87404,GSE87812_1_v_3_hoxa9_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MTMR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03544
GSE65617_5_v_3_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC3500769-srep00875-s3.xls-GATA3-Time_1_GATA3	Rummagene Transcription Factor Associations 2026	1.0	null
PMC11530610-mmc3.xlsx-WGCNA-ZNF761_ZNF761	Rummagene Transcription Factor Associations 2026	1.0	null
GSE60217_1_v_0_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE208254_4_v_5_irf8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Gonad	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE120612_7_v_3_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Uterine disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.877
TTK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72662
GSE70499_3_v_2_bmal1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC6684323-NIHMS1532201-supplement-Table_S6.xlsx-LPS-Sup_Table_6C_Delta_PVE_among_PopDE_genes_LPS_PopDE_FDR_0_2_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
ZBED1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.6664
PMC12500496-262_2025_4178_MOESM2_ESM.xlsx-THP1_enriched_for_control-gene_name_GLI2	Rummagene Transcription Factor Associations 2026	1.0	null
GSE226316_4_v_2_tead2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K28057105	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20187
BRD-K41355409	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20856
GSE223540_2_v_3_anxa2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE226259_0_v_1_scd2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
LIVF001-027	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.56471
BRD-K37331547	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27492
BRD-K02882086	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12505
MITF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1989
GSE179974_3_v_1_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K46074482	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0164
GSE223008_6_v_2_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_0_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE224294_4_v_2_ngly1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RFC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72842
GSE144120_3_v_1_plcg2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135030_8_v_5_fludarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K54660148	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.80658
496100634_HIP_no dementia_TBI_84_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.49361
496100338_HIP_probable Alzheimer's disease_no TBI_79_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.30574
BRD9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37994
CRCGN015_MCF10A_48H:J22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	7.3784
GSE120756_2_v_9_tet2_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF211	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.8186
GSC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15472
GSE229580_2_v_3_creb1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K20810283	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.78656
BRD-K21662756	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.57039
PMC12917211-Table1.xlsx-Table_S13-Table_S13_Gene-level_perturbation_statistics_from_the_virtual_KLF5_knockout_model_in_malignant_ductal_cells_KLF5	Rummagene Transcription Factor Associations 2026	1.0	null
GSE123943_1_v_3_sox1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SYCE1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.16282
BRD-K16421840	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.37048
Viscus	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE125403_7_v_6_venetoclax_human	RummaGEO Drug Perturbation Signatures	1.0	null
GJD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43638
BRD-K37790543	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.49121
NKX2-8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.1553
PPAN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72225
PMC12337709-mmc3.xlsx-Wild-type_vs_RAG1_KO_Myeloid-Unnamed_1_RAG1	Rummagene Transcription Factor Associations 2026	1.0	null
ERBIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14511
BRD-K73706189	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.66174
GSE109530,GSE109531_1_v_0_hdac3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE261563_3_v_1_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC10248509-Data_Sheet_6.CSV--GSE58294_DE-genes_AND_GSE22255_DE-Genes_NOT_Autophagy_NOT_GSE66724_DE-Genes_NR4A2	Rummagene Transcription Factor Associations 2026	1.0	null
GSE174383_1_v_5_ly6d_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
autophagosome	GO Cellular Component Annotations 2025	1.0	null
Ebf2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.856
BRD-K78315404	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02257
Dendritic cell	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.422
GSE205976,GSE205978_1_v_4_cep83_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC9576445-IJG2022-9264555.nxml--Potential_targets_of_hsa-miR-16-5p_AND_hsa-miR-184_NOT_hsa-miR-15b-5p_NR4A2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K49864183	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47491
PMC4082627-12864_2014_6197_MOESM8_ESM.xlsx-GATA3_only-Nearest_Ensembl_GATA3	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K26272845	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.08602
GSE145249_1_v_2_ppm1g_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE213588_10_v_7_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RPL23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33538
BRD-K77109731	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01033
Skin	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
sodium-phenylacetate	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16083
GSE96991,GSE97117_4_v_2_il11_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE123825_2_v_3_glutamine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-A47166394	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16205
BRD-A55020151	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0829
GSE84148,GSE96938_0_v_1_nrros_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Galloway-Mowat syndrome 1	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.165
GSE124932_2_v_1_sarm1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_7_v_2_etoposide_human	RummaGEO Drug Perturbation Signatures	1.0	null
496100622_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.17491
Autosomal recessive spinocerebellar ataxia 25	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.199
CRCGN014_HEPG2_24H:L03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.11295
PRR29	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57714
GSE133329_0_v_3_trim28_human	RummaGEO Gene Perturbation Signatures	1.0	null
In situ carcinoma	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.381
SENP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18379
BRD-K73840377	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12807
chr13_46358818_C_A_b38	GTEx eQTL 2025	1.0	1.85435
BRD-K70148902	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.02776
BRD-K21743103	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.72193
BRD-K92210988	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.36468
KLHL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30685
regulation of polysaccharide metabolic process	GO Biological Process Annotations 2025	1.0	null
GSE247084,GSE247087_0_v_1_cdyl_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE261563_9_v_8_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135030_11_v_1_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE134412_0_v_1_siah2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12126244-jci-135-184115-s239.xlsx-Table_3_Suppl_Fig_16-Genes_down-regulated_in_SOX9_low_tumors_744_genes_SOX9	Rummagene Transcription Factor Associations 2026	1.0	null
GSE185519_1_v_0_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
EPN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31649
ITGB3BP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18059
IRF5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.7581
PMC9904760-elife-79363-supp2.xlsx-MDS1-Gene_MECOM	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K47028303	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29058
GSE65617_5_v_1_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TPRKB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83407
GSE214823,GSE214824_0_v_2_crtc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Male reproductive gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
CRCGN014_HEPG2_24H:B08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.61713
B-lymphocyte cell line	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Pancreatic juice	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.744
CDK5RAP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31324
GSE139016_3_v_2_disulfiram_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Male reproductive system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE161184_0_v_1_tlr7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE111385_2_v_1_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.WT.HP_24H:O01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.4622
Follicular lymphoma cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.882
GSE203308_14_v_0_brf1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
autophagosome-lysosome fusion	GO Biological Process Annotations 2025	1.0	null
PSMC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70029
PMC5352183-oncotarget-08-624-s009.xlsx-Table_S20-1_indicates_that_the_gene_is_both_a_TP53-MW_and_a_TP53-MSN_gene_in_the_correponding_cancer_and_0_indicates_not_TP53	Rummagene Transcription Factor Associations 2026	1.0	null
CRCGN017_MCF10A.TP53.M_24H:H08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.12104
GSE123825_0_v_3_glutamine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE110178_4_v_6_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Cervicovaginal cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.329
BRD-A96537953	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.95093
MYF6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.1633
VSX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0413
GNAO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15667
BRD-K74568359	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06307
CRCGN012_HEPG2_24H:C07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.03681
GSE188870,GSE188871_4_v_3_kat7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K07770425	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18289
Cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.669
BRD-K38929751	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.36444
BRD-K14055576	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40575
B cell_Kidney_Human	CellMarker Gene-Cell Type Associations	1.0	null
EFNB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19679
Brain - Anterior cingulate cortex (BA24)	GTEx Tissue Gene Expression Profiles 2023	1.0	1.97316
GSE110440_2_v_0_rad21_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE213632_3_v_5_acod1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE229914_1_v_3_keap1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_9_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Autophagosome	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
GSE254517_1_v_0_irf7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
chr13_46422456_G_A_b38	GTEx eQTL 2025	1.0	1.26047
BRD-K37743233	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00966
GSE229468,GSE229471_2_v_1_znf587_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE215849_2_v_1_muc1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC10260721-43657_2023_100_MOESM10_ESM.xlsx-MR_for_neuro-traits_FDR_0_05-Gene_NR3C2	Rummagene Transcription Factor Associations 2026	1.0	null
CD83	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12406
BRD-K34506374	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.246
BRD-K81006490	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0105
Large intestine cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.255
Membrane	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
BRD-K68937877	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27884
BRD-K59182232	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.81476
GSE210476_11_v_5_rutaecarpine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC11925450-elife-96850-supp2.xlsx-DNMT1_KO_vs_DNMT1_L1TD1_dKO_res-Unnamed_0_DNMT1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K79324911	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.14667
GSE178255_2_v_0_tlr4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC6433273-pone.0214296.s009.xlsx-Table_D-S4_Table_Differentially_expressed_mRNAs_in_human_primary_monocytes_after_24_hours_of_LPS_stimulation_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-Mor_CTCF-Unnamed_1_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE223008_9_v_2_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE60217_1_v_2_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9374162-mmc4.xls-KD_gene_list_heatmap_235_genes-Gene_name_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE121246_1_v_0_stat5b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE210476_9_v_7_rutaecarpine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K61079130	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.42129
strychnine-hcl	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.31895
BRD-K78119702	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16243
Internal male genital organ	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K28820796	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16298
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	2.26784
CRCGN016_MCF10A.TP53.M_24H:A16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.29983
GSE114284_4_v_0_irf1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE94849_3_v_2_pinometostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE146612_2_v_0_amiodarone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
External side of plasma membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.693
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-Mor_CTCF-Unnamed_3_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GTEx Uterus 20-29 vs 50-59	GTEx Tissue-Specific Aging Signatures	-1.0	-4.88558
GSE216043_10_v_9_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE214382,GSE214383_0_v_2_ascl1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
levallorphan-tartrate	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.41662
Female reproductive gland	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
BRD-K18298066	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.20409
GSE198165,GSE198166_6_v_2_zfp266_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE140937,GSE140938_1_v_2_slfn11_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE185519_4_v_0_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
DLG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.622
GSE166169_0_v_3_elp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC8444148-NIHMS1529754-supplement-1529754_Tab_S2.xlsx-downregulated_in_ATF4OE-RNA-seq_of_C3_ATF4_OE_and_C3_neurons_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
GSE114013,GSE114014_0_v_4_itraconazole_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE114992,GSE114993_7_v_11_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE160817_2_v_8_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC7371429-elife-53600-supp2.xlsx-annotated_MEIS1_in_B13ko-M1-Gene_Name_MEIS1	Rummagene Transcription Factor Associations 2026	1.0	null
Intestinal cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.254
GATA6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.2656
496100455_FWM_dementia_TBI_86_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.69927
KDM3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23919
BRD-K91655763	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21973
GSE231648_1_v_2_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE172295_3_v_2_sh3gl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PHOX2A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.9456
GSE226091,GSE226092_0_v_4_sall1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K34028745	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.69837
Bounding membrane of organelle	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
GSE181966_0_v_3_has2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE218580_1_v_4_fentanyl_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE261563_7_v_1_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K88016677	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.36056
Large intestine	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Nuclear microtubule	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.758
GSE114992,GSE114993_7_v_5_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE205976,GSE205978_3_v_0_cep83_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K30013451	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.15821
Pax7	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.7585
Human - Kidney - L3 - Plasmacytoid Dendritic	HuBMAP Azimuth Cell Type Annotations	1.0	null
GSE203308_9_v_10_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
UACA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06058
BRD-K39081386	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01081
CELF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.56839
BRD-K08817808	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32486
CRCGN010_HEPG2_24H:K07	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.22101
BRD-K59185421	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.38093
diclazuril	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20051
GSE123825_2_v_3_glud1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Organ system cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.678
Female reproductive system disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.732
PMC10901781-41467_2024_46134_MOESM12_ESM.xlsx-Supplementary_Data_9-Supplementary_Data_09_Differential_expressed_genes_in_RUNX1-mutated_AML_RUNX1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE116810_2_v_3_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
496100611_FWM_no dementia_no TBI_84_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-3.31027
GSE96641_1_v_4_esrp2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE146074_1_v_7_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE239457_1_v_0_rasa1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NR1I2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.01693
Uterus carcinoma in situ	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.765
CRCGN015_MCF10A.WT.HP_24H:O11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.93405
ELP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96832
PMC5263239-mmc2.xls-KOPN-8_-_MLL-ENL-Non-spreading_targets_gene_names_1358_unique_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K33951208	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.5485
GSE116810_5_v_3_selinexor_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K97257286	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22777
Cervix uteri carcinoma in situ	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.765
GSE213588_10_v_6_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-GV_FIGLA-Unnamed_3_FIGLA	Rummagene Transcription Factor Associations 2026	1.0	null
PTPRG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45267
ACD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7402
BRD-K14732815	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34152
BRD-K32037893	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4986
GSE240896,GSE240899_2_v_0_ccnt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE119345_0_v_3_bexarotene_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC11620327-aln-142-052-s001.pdf-40-FLI1_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE203308_9_v_3_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K11307720	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.4179
GSE139911_0_v_4_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC10082046-41467_2023_37049_MOESM7_ESM.xlsx-Sheet1-Supplementary_Data_4_Genes_upregulated_in_ASPS-KY_cells_by_ASPSCR1-TFE3_knockdown_TFE3	Rummagene Transcription Factor Associations 2026	1.0	null
GSE133329_2_v_3_trim28_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE114013,GSE114014_0_v_3_itraconazole_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ERF::HOXB13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.257
PMC9170821-JCMM-26-3183-s001.xlsx-Mic_DAPI_ERG_VaD_vs_NC-Gene_ERG	Rummagene Transcription Factor Associations 2026	1.0	null
ODR4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60487
BRD-K20271299	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.17904
PMC12000322-41419_2025_7601_MOESM9_ESM.xlsx-H3122-AR_somatic_filtered_PASS-version_2_4_AR	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K89724519	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07858
GSE126402_2_v_7_tal1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RPL15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39062
GSE135350_2_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TRNAU1AP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.46086
GSE223008_7_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE129725_1_v_5_bmal1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K06208179	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.59209
GSE144231_2_v_7_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE152432_1_v_4_zrsr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K01083922	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34415
BRD-K06724886	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.72924
GSE148510_3_v_2_bmal1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE65617_0_v_4_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE123502,GSE123504_1_v_0_chd4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FBXO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92254
GATOR2 complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.585
GSE213588_10_v_13_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC10061014-Table5.XLSX-C_vs_L-Table_S5a_Results_of_gene-wise_analysis_of_cd-ASE_depending_on_LPS_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
PEDS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09379
GSE151412_2_v_1_sorafenib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC12616242-can-24-3452_supplementary_table_s5_suppst5.xlsx-EWSR1FLI1-KDM6B-targets_down-EWSR1_FLI1-KDM6B_downregulated_targets_upon_KDM6B_knockdown_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
TIMMDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25096
NFXL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06557
BORC complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.925
BRD-K55742134	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20682
GSE146074_0_v_11_ly6e_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Sox1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.1874
GSE146074_0_v_3_ly6e_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE114992,GSE114993_1_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
RPL27A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.48735
BRD-K20009653	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04015
pre-malignant neoplasm	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.364
ZIC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13695
GSE151612_4_v_7_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC12311176-41408_2025_1333_MOESM2_ESM.xlsx-Table_S10-Table_S10_SOX11_SMARCA4-direct_target_genes_SOX11	Rummagene Transcription Factor Associations 2026	1.0	null
ADSL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06623
GSE135350_2_v_7_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K79576342	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.12086
ING3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02729
BRD-K01100412	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13333
GSE172295_4_v_2_sh3gl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC7281309-mmc16.xlsx-Supplementary_Table_14-Supplementary_Table_14_Differentially_expressed_genes_in_H1819_after_knockdown_of_FOXA1_FOXA1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE76425_0_v_7_lenalidomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9170821-JCMM-26-3183-s001.xlsx-Astro_DAPI_ERG_VaDadj_vs_NC-Gene_ERG	Rummagene Transcription Factor Associations 2026	1.0	null
GSE119978,GSE180930_2_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE225869_1_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Platelet alpha granule lumen	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.534
GSE185519_3_v_5_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K11730256	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.85508
GSE157282_0_v_1_doxorubicin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE185519_1_v_7_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE200099_2_v_0_honokiol_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K96438475	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0994
BRD-K02529187	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.42512
CRCGN015_HEPG2_48H:P24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.43899
PMC12019336-41467_2025_58868_MOESM5_ESM.xlsx-Open_peaks_IKAROS_WT-Unnamed_11_IKZF1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE145249_0_v_3_ppm1g_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE152699,GSE152723_3_v_1_vemurafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Foxo3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.415
GSE136233,GSE136234_0_v_1_zpbp2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Foxf1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.7117
DCUN1D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.89949
GSE205163,GSE205164_2_v_0_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE182680,GSE182683_5_v_6_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE147662_0_v_4_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Autophagosome membrane	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	5.0
BRD-K40565784	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.88751
pimethixene	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.13912
BRD-K63892351	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25691
GSE179974_3_v_4_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE124410_2_v_5_stk40_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GLRX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50603
USF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.3969
496100594_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	3.42314
CRCGN010_HEPG2_24H:K13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.84208
PRRX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.6801
BRD-K31960013	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04249
CRCGN011_HEPG2_24H:F24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.1704
CRCGN009_HEPG2_24H:O01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.10597
BRD-K79376287	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.47526
PMC3500769-srep00875-s3.xls-PAX2-Time_24_PAX2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-A66025870	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.39175
LIVF001-018	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28605
GSE135030_3_v_9_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE213588_10_v_1_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Phagophore	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.562
CRCGN015_MCF10A.TP53.M_24H:B09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.5201
PDX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.6001
GSE119978,GSE180930_0_v_8_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE188870,GSE188871_0_v_2_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE240027,GSE240030_1_v_2_atrx_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE171177,GSE171181_1_v_2_e7107_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K10987837	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06435
GSE224556,GSE224557_8_v_1_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K59087082	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.51052
CRCGN016_MCF10A.TP53.M_24H:D14	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.12133
PDCD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36035
GSE178255_1_v_6_tlr4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE137325_2_v_0_copanlisib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN015_MCF10A.TP53.M_24H:O24	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.5686
ZNF574	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16888
GSE182680,GSE182683_5_v_11_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE151612_0_v_7_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
Pharyngeal muscle	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.966
PMC12337709-mmc3.xlsx-Wild-type_vs_RAG1_KO_spleen-Unnamed_1_RAG1	Rummagene Transcription Factor Associations 2026	1.0	null
ANAPC15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.96386
GSE216043_10_v_0_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K37774987	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1874
PMC9928584-41556_2022_1059_MOESM3_ESM.xlsx-Table_8-Supplementary_Table_8_ETV6-repressed_genes_defined_by_dTAG_at_72_hours_ETV6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE154767_1_v_5_adam10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE100316_0_v_6_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN015_MCF10A_48H:P04	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	6.3855
GSE196407_1_v_0_fluorouracil_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE145639_1_v_2_adar_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE160246_9_v_1_cpeb4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Atg1/ULK1 kinase complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.561
PMC12152148-41420_2025_2541_MOESM3_ESM.xlsx-AR-IP-DHT_peak-gene-symbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
PCDHB8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09793
Autophagosome membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.016
GSE145323,GSE145324_9_v_2_rfx3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K92009052	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10065
GSE110440_1_v_3_rad21_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135350_3_v_5_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC7818749-12931_2021_1617_MOESM1_ESM.xlsx-TBX4-ENSEMBL_TBX4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K97086564	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21365
BRD-K17885598	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05863
GSE168458_1_v_3_disulfiram_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN011_HEPG2_24H:G13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.83735
Reproductive organ cancer	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.691
NOTO	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.6432
PMC6683136-41598_2019_47363_MOESM4_ESM.xlsx-GENE_SET-Positive_correlation_of_ZEB1_and_other_genes_ZEB1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K98749544	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05972
BRD-K44012257	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40665
GSE129153_0_v_1_forskolin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CARNS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11607
BRD-K53632480	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14168
GSE151829,GSE151831_7_v_0_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K64568504	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.55117
BRD-K39046749	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.45105
BRD-K59099886	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.45476
BRD-K69350688	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.19809
PMC7481169-277_2020_4194_MOESM7_ESM.xlsx-RUNX1_R139G-Unnamed_1_RUNX1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE147662_3_v_1_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC11799275-Table1.docx-5-GLI1_GLI1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE180200,GSE180201_3_v_9_qpctl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN015_MCF10A.WT.HP_24H:D20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.0228
GSE158715_2_v_4_cyp1b1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Testis	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
PMC6335596-mmc2.xlsx-RNA-seq_Day_3_GATA6_Het-Unnamed_13_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
Mel888 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.148
BRD-K63987422	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.53725
GSE140651,GSE140653_2_v_1_med1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE174522_1_v_0_spp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE217776,GSE217829_1_v_6_sgf29_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K03875473	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40812
GSE135030_8_v_9_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
Cervix disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	2.016
NONO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28789
BRD-K60847609	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18949
VAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.8159
GSE131425_2_v_3_arg2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE141328_1_v_0_rock2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12616242-can-24-3452_supplementary_table_s6_suppst6.xlsx-EWSR1FLI1-KDM6A-targets_down-EWSR1_FLI1-KDM6A_downregulated_targets_upon_KDM6A_knockout_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
LIG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29009
C1orf74	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.41619
PMC10335677-pbio.3002161.s009.xls-MLL_siRNA_DEGs-Ensembl_Symbol_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
GSE205163,GSE205164_2_v_8_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ER to Golgi transport vesicle membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.599
PMC4060771-170289.f1.pdf-673-POU2AF1_POU2AF1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE225684_0_v_2_tfap4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K32782599	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04371
Hereditary spastic paraplegia 15	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.134
496100616_FWM_no dementia_TBI_84_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.56542
GSE216043_10_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE146074_1_v_8_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE205163,GSE205164_3_v_7_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
TCF7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.4139
PMC7371429-elife-53600-supp2.xlsx-annotated_MEIS1_in_B13ko-M1-Nearest_Ensembl_MEIS1	Rummagene Transcription Factor Associations 2026	1.0	null
Colon transversum	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.685
SiHa cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.984
PMC4686057-pone.0145107.s001.xlsx-CAA-C-Unnamed_0_TSHZ1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE182680,GSE182683_5_v_2_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE135030_8_v_10_fludarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF823	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02445
PMC3500769-srep00875-s3.xls-CEBP-Time_24_CEBPA	Rummagene Transcription Factor Associations 2026	1.0	null
CRCGN015_MCF10A.TP53.M_24H:P17	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.39385
GSE213588_10_v_3_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Cervical epithelial cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.756
BRD-K79712504	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.58973
GSE140651,GSE140653_5_v_7_med1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K70923850	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0659
GSE84148,GSE96938_3_v_1_nrros_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BTBD7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.80087
BRD-K78403457	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.19199
GSE94849_6_v_4_pinometostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
Phagophore assembly site	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.896
BRD-K00243272	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24856
PMC9539848-PATH-257-579-s008.xlsx-NCOA2_vs_NCOA2-ctrl-geneSymbol_NCOA2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K44828787	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.54135
Vici syndrome	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.47
POU3F3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.171
GSE166944_3_v_2_eif4b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN016_MCF10A.WT.HP_24H:N15	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.69038
BRD-K91952416	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.43037
CRCGN017_MCF10A.WT.HP_24H:N09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.75588
GSE137144_4_v_0_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ARL2BP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60691
BRD-K81995936	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.31057
PMC11627398-pone.0315219.s005.xlsx-MTF1-symbol_MTF1	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF585A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06923
C10orf88	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83547
BRD-K03662481	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.7265
GSE126345_4_v_3_hcrt_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K64317740	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21479
Autophagosome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.767
CRCGN013_HEPG2_24H:K13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.18435
PMC10769395-media-2.xlsx-S2E_EF_Activated_genes-Ebegboni_et_al_Supplemental_Table_S2E_Decreased_expression_following_depletion_of_EWSR1_FLI1_TC-32_TC-71_and_A673_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE148066,GSE157787_3_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Six3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.1462
GSE174498,GSE174500_3_v_7_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
Integral component of lumenal side of endoplasmic reticulum membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.015
PMC9928584-41556_2022_1059_MOESM3_ESM.xlsx-Table_6-Supplementary_Table_6_ETV6-repressed_genes_defined_by_dTAG_at_6_hours_ETV6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE179974_3_v_5_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE185519_6_v_2_gilteritinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC6987220-41467_2020_14312_MOESM5_ESM.xlsx-P53_Spheres-3_names_TP53	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K28397270	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.67497
GSE102870_11_v_0_nr1h4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE200673,GSE200691_1_v_0_hmga2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE152432_6_v_4_zrsr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE171175,GSE171181_1_v_2_e7107_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE248045,GSE248046_6_v_1_runx1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Atoh1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	34.2978
CRCGN015_HEPG2_48H:P06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.56164
BRD-K11555344	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01865
GSE135030_8_v_1_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN017_MCF10A.TP53.M_24H:G11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.56647
PMC6169732-NIHMS77178-supplement-Table_S3.xlsx-Genes_repressed_by_TRPS1-GeneSymbol_TRPS1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE211983_0_v_2_nicotine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE229468,GSE229471_2_v_3_znf587_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE85880,GSE85881_0_v_2_tretinoin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN013_HEPG2_24H:O03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.00066
BRD-K38081867	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14213
Reproductive system disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.658
BRD-K27529556	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01357
BRD-K00590556	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.31775
GSE102505_1_v_2_tunicamycin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Autolysosome	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.597
LBX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.2961
PMC4082627-12864_2014_6197_MOESM8_ESM.xlsx-GATA3_only-Gene_Name_GATA3	Rummagene Transcription Factor Associations 2026	1.0	null
GSE140651,GSE140653_2_v_4_med1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE132948,GSE132949_4_v_5_msi2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE213632_3_v_6_acod1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SNU13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8138
CRCGN015_HEPG2_48H:B20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.00279
GSE199660_1_v_3_secretin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE121043_0_v_1_aldh1a1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K15684061	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16682
GSE119978,GSE180930_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K74114857	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27259
