association	dataset	threshold value	standardized value
GSE179036_1_v_0_trim24_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
JMJD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20828
GSE154767_1_v_0_adam10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE214823,GSE214824_0_v_1_crtc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
STAT1::STAT2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	45.5742
GSE244072_4_v_6_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MGA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.9618
SP3_Deficiency_GDS3058_610_mouse_Embryonic heart  (day 12.5 C57Bl/6)	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	null
EM2	CCLE Cell Line Gene CNV Profiles	1.0	1.88703
TBX20	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.689
496100434_HIP_no dementia_TBI_95-99_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.19346
GSE220520_3_v_9_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE100316_3_v_2_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TBX21	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.613
BLTP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17486
ECHDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28919
SLC12A9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6073
NCI-H209	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.1943
GSE136627_2_v_1_hdac4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NCIH1793	CCLE Cell Line Gene CNV Profiles	-1.0	-1.71516
IALM	CCLE Cell Line Gene CNV Profiles	1.0	1.4419
GSE159678_6_v_3_chloroquine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
MAP4K2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40374
GSE154074_2_v_4_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE160246_2_v_1_cpeb4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NTERA-2	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.874998
496100597_HIP_dementia_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.91232
PMC8117616-12864_2021_7643_MOESM7_ESM.xlsx-1_CHA_GWAS_SNP_results-Gene_symbol_TCFL5	Rummagene Transcription Factor Associations 2026	1.0	null
ARL6IP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53387
OVSAHO	CCLE Cell Line Gene CNV Profiles	1.0	2.9077
GSE179974_3_v_1_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HOXD9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.2433
NCI-H2172	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.92089
FOXO1::FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	56.4608
hsa-miR-1909	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.880544
PHF12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19943
HCC1319	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.933865
TBX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.4769
GSE127790_11_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE229580_2_v_1_creb1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12019518-ao5c02459_si_002.xlsx-Table_S3-Table_S3_Screening_of_genes_that_are_commonly_upregulated_in_cells_on_stiff_substrate_and_down-regulated_by_KD_of_UBE2A_B_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE111102,GSE111105_1_v_5_pparg_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CHST7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.98877
COL1A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97412
HUG1N	CCLE Cell Line Gene CNV Profiles	1.0	2.55428
REXO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70702
ZNF253	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75306
STAT4	MotifMap Predicted Transcription Factor Targets	1.0	null
FOXO1::ELF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	59.7199
IKZF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.4266
NCIH2172	CCLE Cell Line Gene CNV Profiles	1.0	2.22047
Perturb_16526_KO_Ahrr_SRP318414	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-1.66395
NKX2-5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.5042
HT1197	CCLE Cell Line Gene CNV Profiles	-1.0	-1.51512
ZNF652	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0044
PMC7468443-Data_Sheet_5.xlsx-LPS_2h_over_6h-Unnamed_7_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
PMC9181267-mmc3.xls-FILTERED_OLD-INFvsYOUNG-INF_LUN-GSEA_name_TOPORS	Rummagene Transcription Factor Associations 2026	1.0	null
NCIH2286	CCLE Cell Line Gene CNV Profiles	-1.0	-1.72198
Perturb_7958_KD_ZCCHC8/ZFC3H1_SRP222099	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.72843
BCL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49914
GSE127790_9_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
hsa-miR-3138	TargetScan Predicted Nonconserved microRNA Targets	1.0	1.0155
GSE159678_6_v_7_chloroquine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE245134_2_v_3_atg5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE127790_13_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NCO2	CCLE Cell Line Gene CNV Profiles	1.0	1.54148
mRNA_ETV3_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
TGIF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.7071
GSE100316_3_v_1_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE143212_1_v_2_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
496100671_HIP_no dementia_TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.14785
Bhlha15	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.3148
496100480_HIP_no dementia_TBI_88_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.35047
GTF2A1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25113
NFATC4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.6953
GSE166169_0_v_3_elp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE197630_1_v_0_ruvbl1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE212330_1_v_0_azacitidine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE232223_1_v_0_letmd1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
HMY-1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.24349
GR-M	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.99114
HCC38	CCLE Cell Line Gene CNV Profiles	-1.0	-1.35344
APP_KO_GDS4414_370_mouse_prefrontal cortex	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	null
GSE130217_5_v_3_sesn2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
hsa-miR-1182	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.965816
SLU7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10788
HCC1599	CCLE Cell Line Gene CNV Profiles	1.0	1.37017
SF172	CCLE Cell Line Gene CNV Profiles	1.0	1.60591
LBP-1	MotifMap Predicted Transcription Factor Targets	1.0	null
EPB41L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97883
PBX3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.8154
Perturb_7957_KD_ZCCHC8_SRP222099	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.79241
Ovary	GTEx Tissue Gene Expression Profiles 2023	1.0	5.36566
NCI-H510A	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.34977
Alveolar cell type II	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.098
COLO741	CCLE Cell Line Gene CNV Profiles	1.0	1.33758
Ankyrin repeat	InterPro Predicted Protein Domain Annotations	1.0	null
NCIH716	DepMap CRISPR Gene Dependency	1.0	2.68023
GSE149096_4_v_0_ascl1_human	RummaGEO Gene Perturbation Signatures	1.0	null
COLO320	DepMap CRISPR Gene Dependency	1.0	3.53085
MDA-MB-415	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.901111
CREB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94741
GSE124410_2_v_4_stk40_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Interferon regulatory factor 7 complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.598
ETV1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	44.2603
NDUFA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01001
VMRC-LCD	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.827219
UMUC7	DepMap CRISPR Gene Dependency	1.0	2.66035
GSE223008_5_v_12_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MDAMB231	CCLE Cell Line Gene CNV Profiles	1.0	1.47223
H3K4me1_megakaryocyte_mm9_3	ENCODE Histone Modification Site Profiles	1.0	null
NCI-H727	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.890553
GSE234289_3_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE157960_0_v_1_progesterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
H3K9me3_G1E-ER4_mm9_2	ENCODE Histone Modification Site Profiles	1.0	null
HCC1599	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.70069
COG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95034
GSE114992,GSE114993_7_v_11_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE140576_0_v_2_plag1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
THP-1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.1943
ZNF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.89731
GSE178255_1_v_7_tlr4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
IRF7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.5417
hsa-miR-502-5p	TargetScan Predicted Nonconserved microRNA Targets	1.0	1.40969
GSE148066,GSE157787_9_v_4_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE131161_5_v_4_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE100316_7_v_6_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HCC364	CCLE Cell Line Gene CNV Profiles	-1.0	-2.03813
GSE173873_1_v_3_stra8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE231648_1_v_3_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
OE19	CCLE Cell Line Gene CNV Profiles	1.0	1.8466
KURAMOCHI	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-2.71405
GSE108614,GSE108615_3_v_2_setd1a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE218580_1_v_0_fentanyl_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GATA6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1121
PMC9181267-mmc3.xls-FILTERED_OLD-INFvsYOUNG-INF_LUN-orthofinder_human_gene_names_TOPORS	Rummagene Transcription Factor Associations 2026	1.0	null
647V	CCLE Cell Line Gene CNV Profiles	1.0	1.43042
ZNF324	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.0577
496100294_HIP_possible Alzheimer's disease_TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.2281
Artery - Aorta	GTEx Tissue Gene Expression Profiles 2023	1.0	3.06879
HCC1569	CCLE Cell Line Gene CNV Profiles	1.0	2.02042
GSE100316_0_v_2_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE247764_1_v_2_nell2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12549544-mmc2.xlsx-AA_D1_VS_D7-Name_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
OCI-LY-19	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.1943
GSE184902_4_v_0_adipor1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MESP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13206
hsa-miR-4717-5p	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.809003
GSE126127_2_v_1_prmt1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE211989_0_v_1_nlrc3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
H3K4me1_megakaryocyte_mm9_1	ENCODE Histone Modification Site Profiles	1.0	null
GSE111102,GSE111105_1_v_0_pparg_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE176008_4_v_1_azacitidine_human	RummaGEO Drug Perturbation Signatures	1.0	null
MAFA	MotifMap Predicted Transcription Factor Targets	1.0	null
TFAP4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.5748
mRNA_SMAD7_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	-1.0	null
Ptf1a	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	59.7072
HCC2885	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.55528
TGIF2LX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.0572
ZNF175	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	44.1606
NCIH1573	CCLE Cell Line Gene CNV Profiles	-1.0	-1.5187
A-431	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.45989
Perturb_15286_KO_Trp73_SRP067006	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-7.43461
GSE168807_0_v_7_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MSANTD3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.7346
GSE166169_2_v_3_elp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CALU-6	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.832577
ERF::FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	42.1752
ZNF566	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4686
SCLC-22H	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.870767
496100656_HIP_no dementia_no TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.47903
GATA2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.2283
ZNF211	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.3224
hsa-miR-628-5p	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.921135
NCI-H2110	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.833483
A549	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04625
irf8_00000000_splenic_cd11bplusgrdash1_hdash2b_gen_background_lof_mouse_gpl6887_gse39228	GEO Signatures of Differentially Expressed Genes for Transcription Factor Perturbations	-1.0	-0.753925
GSE217115_2_v_0_alectinib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
KYSE-520	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.932928
WERIRB1	DepMap CRISPR Gene Dependency	1.0	4.95842
EVSA-T	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.15139
Perturb_10637_KO_Sip1_SRP028877	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-20.0
ME-180	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.874998
MRPS26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98974
PMC11743796-41420_2025_2295_MOESM5_ESM.xlsx-aged_LPS_BV-2_vs_human_upreg-mouse_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE114992,GSE114993_9_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
H3K9me3_CH12.LX_mm9_2	ENCODE Histone Modification Site Profiles	1.0	null
HEP G2	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.950597
GSE234289_4_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
MDN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44617
OVCA 429	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.832577
IRF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	82.1667
MEIS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.6642
Ankyrin repeat-containing domain	InterPro Predicted Protein Domain Annotations	1.0	null
NCAPG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99011
GSE152432_3_v_2_zrsr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_9_v_2_calhm6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100586_HIP_no dementia_no TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.18606
GSE247775_1_v_0_tmprss2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
H2AC21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00805
fallopian tube	HPA Tissue Gene Expression Profiles	1.0	2.24804
GSE114992,GSE114993_7_v_10_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MED28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69324
lung	GTEx Tissue Gene Expression Profiles	1.0	0.912697
GSE149264,GSE149267_2_v_1_trp53_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100355_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	5.25718
ETV5::FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.7536
PKNOX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.0006
EFM-19	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.47304
NCI-H820	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.962524
GSE184902_4_v_0_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE164521_0_v_1_nitric oxide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MATK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77796
PMC7064149-CAM4-9-2062-s004.xlsx-Table_S5-Table_S5_DEGs_between_low-_and_high-FOXP4-AS1_expression_groups_in_PDAC_tumor_tissues_FOXP4	Rummagene Transcription Factor Associations 2026	1.0	null
496100539_HIP_probable Alzheimer's disease_TBI_78_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.92194
496100465_HIP_possible Alzheimer's disease_TBI_100+_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.34632
DMS114	CCLE Cell Line Gene CNV Profiles	1.0	1.34404
Dandy-Walker syndrome	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.422
CAOV3	CCLE Cell Line Gene CNV Profiles	1.0	1.90614
GSE100316_7_v_4_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NEUROD1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.0929
GSE231648_1_v_5_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NCIH209	CCLE Cell Line Gene CNV Profiles	1.0	1.34404
SU-DHL-6	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.53109
GSE89636_2_v_0_glucagon_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
NCIH1435	CCLE Cell Line Gene CNV Profiles	1.0	1.5382
GSE244072_12_v_1_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE130217_0_v_3_sesn2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PK1	CCLE Cell Line Gene CNV Profiles	-1.0	-1.55204
CDX2	ChEA Transcription Factor Targets	1.0	null
ZNF485	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.86183
CAL29	DepMap CRISPR Gene Dependency	1.0	7.17513
U937	CCLE Cell Line Gene CNV Profiles	1.0	2.30801
ERF::FOXO1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	49.8185
RBM4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79558
t69-brown-adipose_male_1w	MoTrPAC Rat Endurance Exercise Training	-1.0	-3.26754
Neuro D	MotifMap Predicted Transcription Factor Targets	1.0	null
Perturb_14788_OE_Slit2_SRP267596	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	8.32844
GSE101336_1_v_3_decitabine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
COV318	DepMap CRISPR Gene Dependency	1.0	3.82427
COLO 206F	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.65201
PCYOX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.37162
ZC3HAV1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3532
HCC1937	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.03118
MFM-223	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-2.45635
PKNOX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.4579
CL11	CCLE Cell Line Gene CNV Profiles	-1.0	-2.46499
KU812	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.95487
GSE124410_6_v_4_stk40_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
HPAC	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04712
A-498	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.51877
HCC1569	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	2.18162
496100538_HIP_no dementia_no TBI_87_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.67032
IRF9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.3393
RBPJ	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.6724
RAGE_knockout_267_GDS3755	GEO Signatures of Differentially Expressed Genes for Kinase Perturbations	1.0	1.40134
CEBPA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.2608
GSE124410_6_v_0_stk40_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
YY1	MotifMap Predicted Transcription Factor Targets	1.0	null
GSE112202_5_v_2_digoxin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE225647_0_v_3_srsf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FLI1::FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	47.4679
COLO-783	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04625
USH1G	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34581
GSE124410_2_v_0_stk40_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SK-BR-3	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.18556
M059K	DepMap CRISPR Gene Dependency	1.0	3.04263
GSE183251_1_v_0_cyp2c70_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_7_v_1_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SNU-668	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.832577
mRNA_KLF4_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
SNX16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49139
GSE111102,GSE111105_4_v_0_pparg_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Vesicle lumen	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.715
FOXJ2::ELF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	53.6235
GSE131798,GSE131804_5_v_0_igf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
HCC2270	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.932928
H3K4me1_heart_mm9_2	ENCODE Histone Modification Site Profiles	1.0	null
A498	CCLE Cell Line Gene CNV Profiles	-1.0	-1.50638
SLAIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58844
JHUEM3	CCLE Cell Line Gene CNV Profiles	1.0	1.90373
CENPT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17561
PABPC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21547
GSE181821_1_v_3_mov10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100545_HIP_possible Alzheimer's disease_no TBI_95-99_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.14188
mRNA_ATF3_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
A-375	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.99114
C1orf21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66507
SPIB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	52.5665
PTEN_KD_GDS4759_337_mouse_E16 primary cortical neuron cultures	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	null
HCC827	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.99114
MDA-MB-436	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.55528
AHCY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97664
HUT78	CCLE Cell Line Gene CNV Profiles	1.0	1.49759
GSE231648_4_v_3_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PARP11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03587
GSE160246_9_v_5_cpeb4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RERF-LC-OK	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.04274
SNU-475	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.962524
Olig2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.8375
NCI-H1573	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.24951
GSE214823,GSE214824_3_v_1_crtc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SKLU1	CCLE Cell Line Gene CNV Profiles	1.0	1.43313
H3K4me1_small intestine_mm9_1	ENCODE Histone Modification Site Profiles	1.0	null
U-937	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.83113
ZNF135	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	58.3608
COLO792	CCLE Cell Line Gene CNV Profiles	-1.0	-2.01083
GSE148066,GSE157787_8_v_6_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE154074_2_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE223008_5_v_1_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Arid5a	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.5428
Perturb_6588_KO_Cabin1_SRP252595	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	14.9182
ML1	CCLE Cell Line Gene CNV Profiles	-1.0	-1.45734
496100372_HIP_dementia_no TBI_84_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.29604
COLO 205	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.47475
GSE71468,GSE76476_0_v_1_rbfox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE100316_5_v_6_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MSC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.943
GSE152432_6_v_2_zrsr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE152432_1_v_2_zrsr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE114992,GSE114993_1_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE202284,GSE202289_3_v_4_bmal1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NCI-H2170	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.99114
Scape	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.728
UCSD-242L	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.838625
PTER	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77138
PDCD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30067
GSE223008_5_v_3_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE179974_3_v_2_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
RFX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.4315
ERF::HOXB13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.51
PMC7468443-Data_Sheet_2.xlsx-DEG_6h_LPS-Unnamed_7_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE127790_5_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KMRC1	DepMap CRISPR Gene Dependency	1.0	6.45254
GSE154074_5_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE223008_9_v_12_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE231799_3_v_1_nfkbie_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
COLO205	CCLE Cell Line Gene CNV Profiles	-1.0	-1.48187
HCC4006	CCLE Cell Line Gene CNV Profiles	-1.0	-1.60705
Twist2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.8894
PSN1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.07475
496100453_HIP_possible Alzheimer's disease_no TBI_88_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.48194
HCC2814	CCLE Cell Line Gene CNV Profiles	-1.0	-1.41661
mRNA_MEF2C_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
GSE100316_5_v_4_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
KYSE-150	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.43025
NR3C2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.6745
TRPS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.9252
SUDHL8	CCLE Cell Line Gene CNV Profiles	1.0	1.67912
SIX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2762
TBX3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.114
PMC9181267-mmc3.xls-FILTERED_OLD-INFvsYOUNG-INF_LUN-hsapiens_homolog_associated_gene_name_TOPORS	Rummagene Transcription Factor Associations 2026	1.0	null
SCLC-21H	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.03218
TEKTIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02369
HCC2935	CCLE Cell Line Gene CNV Profiles	1.0	1.33006
COLO 201	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.22844
CAMA-1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.15326
DBTRG05MG	DepMap CRISPR Gene Dependency	1.0	2.69906
t69-brown-adipose_male_2w	MoTrPAC Rat Endurance Exercise Training	-1.0	-9.3174
TBX18	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.776
POU4F2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62541
ZNF184	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	50.1046
t69-brown-adipose_male_4w	MoTrPAC Rat Endurance Exercise Training	-1.0	-8.17613
KP-3	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04625
MYF6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.9575
WT1-25993318-PODOCYTE-HUMAN	ChEA Transcription Factor Targets 2022	1.0	null
Nrf2_deficiency_GDS3406_156_mouse_liver	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	null
GSE223008_6_v_1_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE189683_3_v_0_rif1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE217115_2_v_5_alectinib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
K-562	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.838625
PAX6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.3721
hsa-miR-2355-3p	TargetScan Predicted Nonconserved microRNA Targets	1.0	1.40969
hsa-miR-4698	TargetScan Predicted Conserved microRNA Targets	1.0	0.389112
H3K4me1_bone marrow_mm9_1	ENCODE Histone Modification Site Profiles	1.0	null
HOXD12::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.2019
MEIS2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.7857
GSE127790_10_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Tcf21	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.6045
mRNA_CDX2_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
SK-MES-1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04712
GSE162739_7_v_1_bap1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
fallopian tube	GTEx Tissue Gene Expression Profiles	1.0	1.09119
mRNA_GADD45A_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
GSE98964_0_v_2_tet2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
hsa-miR-657	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.965816
NCI-H2172	COSMIC Cell Line Gene CNV Profiles	1.0	3.12177
GSE158502,GSE158506_3_v_0_fat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
AKT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86097
MEC2	CCLE Cell Line Gene CNV Profiles	-1.0	-1.45792
GSE210580_0_v_2_rag2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100515_HIP_dementia_TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.8521
HDMYZ	DepMap CRISPR Gene Dependency	1.0	2.29392
GSE179974_3_v_4_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
d17	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.716
UHRF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28941
dh82	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.064
CFP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69619
GSE217694_3_v_2_pold1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MDA-MB-231	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.34977
VCAP	CCLE Cell Line Gene CNV Profiles	-1.0	-1.76645
GSE154074_1_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
496100349_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.92928
mRNA_NR5A2_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	-1.0	null
Perturb_14235_KO_Tet1_SRP237910	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	7.98874
GSE149264,GSE149267_4_v_3_trp53_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
UNK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3797
POLR2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28638
GSE180185_7_v_5_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SPIC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	68.4877
CDX2-19796622-MESC-mouse	ChEA Transcription Factor Binding Site Profiles	1.0	null
NCI-H1793	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.56535
RAB29	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51244
HCC38	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.47475
PMC9181267-mmc3.xls-FILTERED_OLD-INFvsYOUNG-INF_LUN-hsapiens_homolog_ensembl_gene_TOPORS	Rummagene Transcription Factor Associations 2026	1.0	null
496100529_HIP_no dementia_no TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.6425
496100392_HIP_dementia_TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.29824
COR-L26	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.903298
PCDHB7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78783
H3K9me3_CH12.LX_mm9_1	ENCODE Histone Modification Site Profiles	1.0	null
PANC 03.27	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.838625
GATA4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.8991
GSE222574_0_v_2_lmna_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE244072_4_v_1_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE157960_0_v_3_progesterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MKN-7	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.838625
GSE159678_4_v_3_chloroquine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
KURAMOCHI	CCLE Cell Line Gene CNV Profiles	-1.0	-3.21049
HCC1500	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.33632
KMCH1	DepMap CRISPR Gene Dependency	1.0	4.7936
HCC1897	CCLE Cell Line Gene CNV Profiles	-1.0	-1.79543
MDST8	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.41796
UM-UC-1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04625
OVSAHO	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	2.87395
NCI-H1975	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04625
GSE124410_3_v_4_stk40_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE223008_9_v_8_calhm6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
STRBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.08574
MKN45	DepMap CRISPR Gene Dependency	1.0	3.63471
GSE159678_4_v_7_chloroquine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
hsa-miR-19b	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.880544
GSE140092_0_v_1_socs3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RL cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.137
P2URK562	DepMap CRISPR Gene Dependency	1.0	4.74889
TCF7L1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	54.0502
FOXO1::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	55.0169
SUDHL6	CCLE Cell Line Gene CNV Profiles	1.0	1.89089
PECAPJ41CLONED2	DepMap CRISPR Gene Dependency	1.0	19.5101
OVKATE	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.94922
496100490_HIP_no dementia_no TBI_86_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.12503
GSE180185_7_v_1_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE154767_2_v_0_adam10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PDIA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78105
HCC1395	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-2.36726
ZNF384	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	194.894
KYSE-70	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.932928
GSE218580_1_v_2_fentanyl_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TBX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.181
PMC6604319-13072_2019_278_MOESM3_ESM.xlsx-CEM_ect_TET2_DEGs_DMRs_hDMRs-Unnamed_5_TET2	Rummagene Transcription Factor Associations 2026	1.0	null
COLO668	CCLE Cell Line Gene CNV Profiles	-1.0	-1.46944
SQ1	CCLE Cell Line Gene CNV Profiles	1.0	1.70251
GSE160017,GSE160022_1_v_0_trem2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE231648_0_v_3_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100519_HIP_probable Alzheimer's disease_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.41155
NCIN87	CCLE Cell Line Gene CNV Profiles	-1.0	-2.34506
TGIF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.4466
SU-DHL-8	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.01199
MDAMB436	CCLE Cell Line Gene CNV Profiles	-1.0	-1.34975
SCC-3	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.1943
Perturb_14233_KD_PABPN1_SRP326835	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	12.9476
496100470_HIP_possible Alzheimer's disease_TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.72066
RERF-LC-KJ	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.2419
RH41	CCLE Cell Line Gene CNV Profiles	-1.0	-1.38456
ZNF140	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	52.2185
NCI-H1395	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.43308
496100635_HIP_dementia_TBI_77_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.57931
mRNA_MYC_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	-1.0	null
KCI-MOH1	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.932928
GSE116354,GSE117379_2_v_4_cox2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
IRF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	119.068
NR3C1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.4677
OVCA 432	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.2419
TSC1_Deficiency_GDS4572_347_mouse_Naive CD8 T cells	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	null
PFSK1	DepMap CRISPR Gene Dependency	1.0	2.05092
NCI-H1975 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.508
496100576_HIP_dementia_TBI_81_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	4.56634
SKIC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08281
COLO 792	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.85119
BABAM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23655
GSE220520_3_v_8_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE180200,GSE180201_3_v_9_qpctl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MYOC_OE_GDS1640_269_mouse_retina	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	null
OVCA 420	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.99114
CAOV3	DepMap CRISPR Gene Dependency	1.0	2.10866
MG-63	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.3801
mRNA_FOXJ2_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
TUHR14TKB	CCLE Cell Line Gene CNV Profiles	-1.0	-1.70199
GSE223008_9_v_1_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
LMX1B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.3919
cervix uteri	GTEx Tissue Gene Expression Profiles	1.0	0.844527
SUM 1315M02	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.56934
GSE178255_2_v_7_tlr4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NCI-H1869	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.870767
mRNA_NRIP1_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	-1.0	null
GSE131161_1_v_4_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE149264,GSE149267_9_v_1_trp53_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
hsa-miR-555	TargetScan Predicted Nonconserved microRNA Targets	1.0	1.07142
SNU-484	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.19301
HN	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.981627
NCI-H1435	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.24935
hsa-miR-4690-3p	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.843347
496100445_HIP_no dementia_no TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.20459
OVKATE	CCLE Cell Line Gene CNV Profiles	-1.0	-2.24477
Ciliated cell_Trachea_Mouse	CellMarker Gene-Cell Type Associations	1.0	null
EWSR1-FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	240.848
endometrium	HPA Tissue Gene Expression Profiles	1.0	0.962938
EVSAT	DepMap CRISPR Gene Dependency	1.0	3.35166
TBR1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.6107
Perturb_15031_Mut_Csf33_SRP347624	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-20.0
ac2	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.263
GSE168807_6_v_7_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
WDR89	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19429
SW 1116	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.832577
ZNF24	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.2488
HCC2302	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.47097
ZNF677	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.771
GSE192870_2_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE202284,GSE202289_5_v_4_bmal1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE197630_1_v_0_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
TBX15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1781
HCC1806	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.09346
NCIH2004RT	DepMap CRISPR Gene Dependency	1.0	5.78922
CBFbeta_Deficiency_GDS3577_557_mouse_Regulatory T cells	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	null
GSE114992,GSE114993_0_v_5_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
COLO-818	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-0.890553
GSE220520_6_v_9_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HS 940.T	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.11319
NCI-H1437	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.04625
THP1	CCLE Cell Line Gene CNV Profiles	1.0	1.3311
GSE154767_4_v_0_adam10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
OE19	COSMIC Cell Line Gene CNV Profiles	1.0	3.12177
TK	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.902115
Ciliated epithelial cell_Esophagus_Human	CellMarker Gene-Cell Type Associations	1.0	null
HCC461	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.47097
PMC8554124-DataSheet2.XLSX-57-CEBPD_CEBPD	Rummagene Transcription Factor Associations 2026	1.0	null
OCI-M2	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.0456
GSE148066,GSE157787_11_v_7_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ChIP_CDX2_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
UPCISCC200	DepMap CRISPR Gene Dependency	1.0	2.48715
mRNA_DLX3_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
GSE166169_1_v_3_elp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE114690_2_v_3_tnfsf14_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151689_0_v_2_panobinostat_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
MTF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.1022
GSE149264,GSE149267_4_v_5_trp53_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ETV2::FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	54.6669
GSE173810_4_v_6_igf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
IGR39	CCLE Cell Line Gene CNV Profiles	-1.0	-1.44731
STK17B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16897
OKAJIMA	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.11099
HNF1B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.1364
ZIM3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	51.0279
Perivascular astrocyte	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.323
CAMA1	CCLE Cell Line Gene CNV Profiles	1.0	1.59225
ZNF667	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.7312
GSE101336_1_v_2_decitabine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE171837_3_v_1_bortezomib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
SCCPDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62509
H3K9me3_CH12.LX_mm9_3	ENCODE Histone Modification Site Profiles	1.0	null
FOXO1::ELK3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	54.3709
SCMCRM2	DepMap CRISPR Gene Dependency	1.0	2.26699
H3K9me3_megakaryocyte_mm9_3	ENCODE Histone Modification Site Profiles	1.0	null
Perturb_65_KO_Cabin1_SRP252595	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	12.573
Ciliated cell_Lung_Human	CellMarker Gene-Cell Type Associations	1.0	null
PPARGC1B_Hypomorphic Mutation_GDS2515_695_mouse_Skeletal muscle - (quadriceps muscles)	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	null
hsa-miR-19a	TargetScan Predicted Nonconserved microRNA Targets	1.0	0.880544
GSE114992,GSE114993_7_v_5_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100337_HIP_possible Alzheimer's disease_no TBI_100+_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.41721
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
mRNA_OTX2_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	-1.0	null
GSE242199_6_v_11_ntrk2_human	RummaGEO Gene Perturbation Signatures	1.0	null
CGRRF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20534
NFATC3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.6513
NR4A1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.7202
LXF-289	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.838625
IKZF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.5482
ZNF418	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.0495
Tcf12	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.2977
ARTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01491
FAM3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41126
GSE217115_2_v_4_alectinib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TBX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.2921
AN3 CA	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	0.889745
GSE234289_5_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
EOMES	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.0154
GSE180200,GSE180201_5_v_6_qpctl_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
UMC-11	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	2.46485
HCC1493	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-2.2199
496100584_HIP_probable Alzheimer's disease_no TBI_95-99_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.86281
Perturb_15284_KO_Trp73_SRP067006	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-20.0
SCC-15	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.2292
MDA-MB-330	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.18036
HCC4006	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.6585
PPARG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.75
HOP62	DepMap CRISPR Gene Dependency	1.0	2.31539
MSTO211H	DepMap CRISPR Gene Dependency	1.0	12.6046
HEYL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0443
PE01	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	-1.0	-1.5661
GSE210580_3_v_2_rag2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BARHL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.2675
SHANK3_KD_GDS4759_338_mouse_E16 primary cortical neuron cultures	GEO Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	null
Spleen	GTEx Tissue Gene Expression Profiles 2023	1.0	1.45248
ENO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.08569
CPC-N	Klijn et al., Nat. Biotechnol., 2015 Cell Line Gene CNV Profiles	1.0	1.29689
GSE130383_2_v_3_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF860	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55332
KD	DepMap CRISPR Gene Dependency	1.0	2.08425
H3K9me3_megakaryocyte_mm9_1	ENCODE Histone Modification Site Profiles	1.0	null
CAPAN2	CCLE Cell Line Gene CNV Profiles	-1.0	-1.64161
SNU1196	DepMap CRISPR Gene Dependency	1.0	10.4153
GSE114992,GSE114993_4_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
lung	HPA Tissue Gene Expression Profiles	1.0	1.24779
GSE100316_5_v_2_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF536	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21859
mRNA_AES_19796622	ESCAPE Omics Signatures of Genes and Proteins for Stem Cells	1.0	null
GSE228162_2_v_5_nr2f6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Brain - Spinal cord (cervical c-1)	GTEx Tissue Gene Expression Profiles 2023	1.0	1.1122
