association	dataset	threshold value	standardized value
ZBTB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27207
CCNI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16786
ARHGEF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30825
Bulbourethral gland	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.32
496100326_TCx_no dementia_TBI_81_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.19123
CRISPLD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.6576
GSE114013,GSE114014_0_v_4_itraconazole_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TMEM54	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49858
NBR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26948
AGRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.95411
GSE213611_1_v_0_nuf2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
LHX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.7421
SRSF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.1475
METTL6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11116
UTP14C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02377
ESX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.3148
LACC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.62685
SOX15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0166
GSE236815_1_v_0_panobinostat_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Epididymal epithelium	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.036
PMC8104016-hcg-12-e002353-s006.xlsx-mTHP-1-LPS_Prom-Prom_Prom-GWAS-RefSeq_Name_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
ARL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.33745
APLP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35452
ZNF582	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	59.8737
DBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45662
TTI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3255
KBTBD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88349
GSE128634,GSE128636_1_v_0_foxo1_human	RummaGEO Gene Perturbation Signatures	1.0	null
MFAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41831
REL	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.5882
PF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.86345
GINS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58825
PMC10123531-NIHMS1874945-supplement-Table_S6.xlsx-SOX2_BCAT_cobound_peaks-Gene_Name_SOX2	Rummagene Transcription Factor Associations 2026	1.0	null
PMC12186250-NIHMS2085662-supplement-3.xlsx-4111_TEAD4_peaks-Gene_Name_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
NAA20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35186
PPP6C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91081
GSE220600_1_v_2_clpp_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE153189_1_v_3_interferon gamma_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF418	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.2821
GALNT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04133
GBX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.5025
PAQR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21321
ARPC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1226
PROP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.5066
GSE233679_6_v_2_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GPN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07985
AFDN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33228
CENPVL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20942
EMX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.2416
PTPRCAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4672
PCGF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.99894
GRPEL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37587
GSE221633_3_v_1_trim24_human	RummaGEO Gene Perturbation Signatures	-1.0	null
LHX9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.4917
Pou5f1::Sox2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	32.0336
CTNNB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84713
PMC12356745-12015_2025_10896_MOESM2_ESM.pdf-742-ENSG00000089775_ZBTB25	Rummagene Transcription Factor Associations 2026	1.0	null
SRY	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.1429
NT5C3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.25204
PRAF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.4892
MAK16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52089
SIM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.56181
PRDX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1512
HOXD9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.1882
F11R	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38193
GSE183994_1_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Hmga1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	48.5362
RPL12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90445
Seminal plasma	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.943
SNRPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68471
IGDCC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29696
DRGX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.0937
PPARG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.0714
ARL6IP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14415
GSE154961,GSE154963_4_v_0_chd4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TRIP13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60481
GSE222758_0_v_2_clofazimine_human	RummaGEO Drug Perturbation Signatures	1.0	null
SOX9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.3553
ZNF777	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44404
SHC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24598
CEBPA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.3026
GSE233679_6_v_10_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
OSBPL9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24545
GSE48812_0_v_1_sulforaphane_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE57875_1_v_0_hnrnpl_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Lhx1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	18.5683
TMEM94	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05046
ZNF24	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	42.5506
TRMT9B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23276
Visceral mass	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.695
Stat6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.4352
SETD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57249
MPZL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8392
DNAJB6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85963
Gata3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.8492
SYT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.79764
GSE191105_2_v_4_nat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NOTO	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.4667
TIGD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.17857
EXO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.85989
TWIST1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2126
PSMC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13387
GSE166004_1_v_0_pld1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE48812_3_v_1_sulforaphane_human	RummaGEO Drug Perturbation Signatures	1.0	null
RAX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.9967
SCRT1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.0419
PARL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43538
GSE174498,GSE174500_5_v_7_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
FAM120A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35939
RNASEH2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37473
MMP19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00378
GSE48812_11_v_1_sulforaphane_human	RummaGEO Drug Perturbation Signatures	1.0	null
MXRA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60442
EN2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.4304
CMAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9379
CD248	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83733
UBE2L5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.429
GSE238005_0_v_3_c9orf72_human	RummaGEO Gene Perturbation Signatures	1.0	null
Female accessory gland	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.031
EID1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12091
DHX32	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39817
MED8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54906
ZPR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38051
Major depressive disorder	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.197
TCF21	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.8681
STMN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15204
GSE153189_1_v_3_stat1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PKNOX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.647
KAT8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16125
RPL34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.94626
ING4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.66328
Sox7	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.1888
ZNF136	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.9122
496100560_PCx_no dementia_TBI_87_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.38734
GSE111102,GSE111105_1_v_7_pparg_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
496100417_HIP_probable Alzheimer's disease_TBI_88_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.71359
UBE2M	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31549
STK17B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16897
PMC5817105-thnov08p0972s2.xls-SIX3-GeneName_SIX3	Rummagene Transcription Factor Associations 2026	1.0	null
496100330_PCx_possible Alzheimer's disease_no TBI_100+_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.28079
GSE135350_3_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
FGF11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40701
POLR3K	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29345
NUAK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59203
NSA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25395
NEUROG1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.6187
KIF4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27838
SAFB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06829
TSSK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38836
PMC8709578-elife-69843-supp2.xlsx-HSF1_KO_2_E2_30min-Nearest_Ensembl_HSF1	Rummagene Transcription Factor Associations 2026	1.0	null
SLC27A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15296
DNAJC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.89372
HOXD8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.5023
MIXL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.9684
PMC8104016-hcg-12-e002353-s006.xlsx-mTHP-1-LPS_Prom-Prom_Prom-GWAS-RefSeq_Name_1_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
EIF3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2619
STAT1::STAT2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	39.3468
PMC8709578-elife-69843-supp2.xlsx-HSF1_KO_2_Ctr-Gene_Name_HSF1	Rummagene Transcription Factor Associations 2026	1.0	null
G2E3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35286
HOXC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4881
TP73	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.6355
GNS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24646
GFI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.7157
TP53	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.2582
PRDX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59639
GSE128634,GSE128636_1_v_3_foxo1_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNFX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13171
KLHL42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98863
PDAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25968
MRPL13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26721
ZNF184	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.8083
CYC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37156
SLC10A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42918
BSX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.2663
PNMA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37753
ZNF888	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.71679
GSE186647,GSE217287_1_v_3_hnrnpc_human	RummaGEO Gene Perturbation Signatures	1.0	null
ARPIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95741
CDH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00606
FAM216A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.95011
GSE229344_2_v_0_cyb5r3_human	RummaGEO Gene Perturbation Signatures	1.0	null
STX7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01897
PIP4K2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44782
OLIG3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1863
HEY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5966
GATA4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.5252
GSE85565_1_v_0_tcf21_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PSMG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8165
NOL8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06877
MSX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.3626
DUSP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76436
GSE203485_1_v_0_sunitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SEC61B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02483
GSE128634,GSE128636_4_v_3_foxo1_human	RummaGEO Gene Perturbation Signatures	1.0	null
TOR2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83802
DLX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.8165
ANKRA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39644
JPT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55753
DCUN1D2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62452
NR1H4::RXRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.8877
GSE88819_1_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12186250-NIHMS2085662-supplement-3.xlsx-4111_TEAD4_peaks-Nearest_Ensembl_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
HOXB8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.563
WDR55	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19329
RIMS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36719
CTPS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32744
THOC7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17667
ZNF649	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28271
RABL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.74282
SPIB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	38.8175
SLU7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.30629
POLH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23653
Cirrhosis (alcohol related)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.552288
Water vascular system	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.759
RSL24D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11946
GSE234289_4_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
L1CAM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28284
POU3F2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.3212
EDEM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.89986
CRAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29665
USP11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11144
Hnf1a	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.6637
HLTF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.40956
VSX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.0662
ZRANB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39771
Atypical depressive disorder	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	2.216
CTU2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61868
NFYB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.9049
DDX17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89517
HOXD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14061
KNTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.20144
PMC5817105-thnov08p0972s2.xls-SIX3_LSD1-GeneName_SIX3	Rummagene Transcription Factor Associations 2026	1.0	null
GSE218879_1_v_0_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
POLR1F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3381
DLX6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.7104
496100354_PCx_dementia_no TBI_84_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.12753
496100530_FWM_dementia_TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.08621
SHOX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37178
UBXN2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54147
HOXB3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.849
KCTD13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30808
NNMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42975
BAHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11144
SAP25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05075
DYNC1I2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74363
MDK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86016
GALT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08063
Phellem	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.754
ROM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16686
NOC2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07837
TMEM87B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49585
Tcf12	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.5421
MAP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11346
ZC3H12B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29735
TLX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.9094
PCM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9041
GSE88819_1_v_4_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ELAVL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58506
ORC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29707
GSE201239_0_v_1_fmr1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC12356745-12015_2025_10896_MOESM2_ESM.pdf-293-ZBTB25_ZBTB25	Rummagene Transcription Factor Associations 2026	1.0	null
GSE128634,GSE128636_4_v_0_foxo1_human	RummaGEO Gene Perturbation Signatures	1.0	null
496100346_FWM_no dementia_TBI_81_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.06657
ATXN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0474
NFKB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54899
PDX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.9448
NEIL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46951
Oviductal ampulla	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.517
MACF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18534
SLC7A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15065
MEIS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.1151
ZBTB8A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.61313
HNRNPA1L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34396
RALY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41812
ATOH7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.5931
HEPH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55673
THAP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33347
GSE82032_3_v_5_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC9327205-11658_2022_358_MOESM7_ESM.xlsx-K562-BP1-Symbol_DLX4	Rummagene Transcription Factor Associations 2026	1.0	null
Uterine gland	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.98
PMC8202205-NIHMS1706275-supplement-Table_S1.xlsx-Mesend_D2_GATA6-dependent-ENSEMBL_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
PTP4A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.81906
RSL1D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27995
TRIM24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2275
ZNF418	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.07247
PMC8709578-elife-69843-supp2.xlsx-HSF1_KO_2_Ctr-Nearest_Ensembl_HSF1	Rummagene Transcription Factor Associations 2026	1.0	null
ZNHIT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05974
RABGEF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47424
MYLIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5817
BHLHE23	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.9009
GSE174498,GSE174500_0_v_8_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
LRRC59	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5471
FAM169A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18502
IRF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11256
SLC35E4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59474
UNCX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.9685
HNF4A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	52.2346
GSE186440,GSE186443_1_v_7_daxx_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE139455_7_v_3_stat3_human	RummaGEO Gene Perturbation Signatures	1.0	null
Ppara	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.2994
GSE88819_7_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
RAB7A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52072
Stat4	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.7898
UBE2W	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58083
496100469_TCx_no dementia_TBI_89_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.15307
496100420_PCx_probable Alzheimer's disease_no TBI_85_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	4.01678
RPL7L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.96317
TCF23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63467
PRRG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1546
Lef1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.7956
GSE203485_1_v_0_zdhhc2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GPX7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37413
LSM8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12476
PRPSAP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29884
RFX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.333
C14orf28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94873
ABHD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18148
TONSL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93496
STX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58748
PDLIM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83479
SNAPC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23734
FOSL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43961
FMO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2323
MSMO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36099
CCNYL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.67962
OLIG2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.8718
CTNNAL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45041
PRDM12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8258
SDHB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62258
GSE158743_1_v_2_nfkbia_human	RummaGEO Gene Perturbation Signatures	1.0	null
CEP44	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03167
Stat5b	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.1464
MSX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.5744
RFX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.8825
SCD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93853
EMX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.3891
KLF13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	38.366
YIPF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.2497
NACA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47383
DHRS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31987
TCF7L1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	45.4932
LKAAEAR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52222
KMT2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90245
EIF3C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53004
Infertility	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.253
Gonocyte	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.816
ZNF101	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58361
TMEM203	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51871
THAP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68548
DUSP28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.48641
CSRNP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31455
PMC8202205-NIHMS1706275-supplement-Table_S1.xlsx-Def_End_D4_GATA6-dependent-SYMBOL_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE111247_11_v_5_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RBM33	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.10426
SSC4D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58599
EGFL7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06962
Prdm5	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	27.3541
Glans penis	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.226
TBCCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5539
MAP1LC3B2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.034
ZNF326	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33991
ZNF157	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.3675
HOXA7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.4103
SUDS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22431
CIB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1548
Nr5a2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.8702
SRP14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26246
Ampulla	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.761
GSE174406_2_v_1_lin28b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TEAD2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.5646
RO60	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57723
L2HGDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43993
ZNF700	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09465
POU2F1::SOX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.8547
TRERF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49995
Sperm plasma membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.634
ACTR1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.60119
RAX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.2915
CST3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33101
PMC8709578-elife-69843-supp2.xlsx-MIX_E2_1h-Nearest_Ensembl_MIXL1	Rummagene Transcription Factor Associations 2026	1.0	null
SIX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02343
GSE48812_7_v_1_sulforaphane_human	RummaGEO Drug Perturbation Signatures	1.0	null
ELK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12952
OLIG1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.773
ADCK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.63871
ALX3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.043
ANKEF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2666
GSE105169,GSE105175_0_v_1_dhx36_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE243720_1_v_0_cyclophosphamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
RAP2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02915
GSE149096_2_v_3_ascl1_human	RummaGEO Gene Perturbation Signatures	1.0	null
OTUD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75179
GSE88819_6_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC9630632-Table1.XLSX-diff_exp_genes-Group_1_vs_2_AND_Group_2_vs_3_NOT_Group_1_vs_3_NR4A2	Rummagene Transcription Factor Associations 2026	1.0	null
ATP5PO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76476
HOXD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40029
C2CD4D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32719
GSE248634_1_v_0_gnas_human	RummaGEO Gene Perturbation Signatures	1.0	null
MRFAP1L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.18813
Esophagus - Gastroesophageal Junction	GTEx Tissue Gene Expression Profiles 2023	1.0	7.21191
RORA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	44.2067
MED6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42717
GSE191105_2_v_3_nat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NOP16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40077
VAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.005
496100458_FWM_no dementia_no TBI_88_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.75839
496100562_FWM_no dementia_TBI_95-99_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.01714
FCSK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45415
TTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35869
SERPINE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39499
ZFP90	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.49861
GSE186440,GSE186443_1_v_5_daxx_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC10123531-NIHMS1874945-supplement-Table_S7.xlsx-SOX17_BCAT_4TCFKO_peaks-Gene_Name_SOX17	Rummagene Transcription Factor Associations 2026	1.0	null
RWDD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49653
TBC1D25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93465
NR4A1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.2974
CAND2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22835
ESRRB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.2574
PRRX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.7342
SIK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24729
EN1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.0576
POU3F4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.7224
KDELR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61001
TCF7L2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.437
NDUFS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5249
ZNF212	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06992
TYW3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01718
GSE193402_0_v_2_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PSAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70945
SOX18	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.3271
EVI5L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37424
MNAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42671
496100316_TCx_no dementia_TBI_79_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	4.60253
CSE1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54766
COQ8A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.31179
GSE71468,GSE76476_0_v_1_rbfox1_human	RummaGEO Gene Perturbation Signatures	1.0	null
RORC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.4775
CV-1 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.83
NR2F6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02163
TUBA1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92201
PMC8202205-NIHMS1706275-supplement-Table_S1.xlsx-Mesend_D2_GATA6-dependent-SYMBOL_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
DHX57	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.67382
Trophectoderm	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.913
RCHY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40985
TOB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11769
PMC8202205-NIHMS1706275-supplement-Table_S1.xlsx-Def_End_D4_GATA6-dependent-ENSEMBL_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
SYT11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49344
SMG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1392
GSE128563_2_v_6_venetoclax_human	RummaGEO Drug Perturbation Signatures	1.0	null
SENP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25568
496100409_FWM_no dementia_TBI_85_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.62419
LBX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.9774
SUPT6H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68747
PMC5817105-thnov08p0972s2.xls-SIX3_MTA3-GeneName_SIX3	Rummagene Transcription Factor Associations 2026	1.0	null
SBK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08449
PRDM10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39232
GSE139455_7_v_6_stat3_human	RummaGEO Gene Perturbation Signatures	1.0	null
TMEM242	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.12836
NR2C1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.7399
TRNAU1AP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62095
METTL7A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.95019
PRKCSH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61757
LINGO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16549
WDR45	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09305
ARL4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.33912
SSBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73579
CELF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29496
PTDSS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07784
ZNF587B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.46631
TRAF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33944
OVOL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08697
ZNF492	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51321
NDUFS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02545
URM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27163
Accessory sex gland	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.065
POU1F1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	76.4773
PMC8104016-hcg-12-e002353-s006.xlsx-mTHP-1-LPS_Prom-Distal-RefSeq_Name_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF529	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3302
Creb5	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	15.0905
SLC48A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21165
NUDT22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44371
Periderm	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.698
TMCO6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14488
P2RX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83389
C2orf49	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.87266
GNPDA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47534
Bcl11b	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.1413
PKP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61512
JADE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34466
PRRX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.728
CCNP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61385
B3GALT6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00259
Stat5a::Stat5b	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.8967
496100488_TCx_no dementia_no TBI_89_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.36851
MRPL41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65165
GSE196699_4_v_6_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GNL3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.60619
CRABP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00422
ZNF552	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21421
AP1G2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26168
LETM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83569
DUSP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19107
UQCC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64979
GSE175787_5_v_7_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
CANX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21881
TRMT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22304
RPA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16936
GSE169155_1_v_7_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HES3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60309
GSE148252_2_v_6_npas4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HELZ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34404
PMC11399095-44161_2024_532_MOESM14_ESM.xlsx-Sheet1-Supplementary_Table_13_DEG_in_the_AA_borderzone_in_AF_vs_SR_patients_TEAD1	Rummagene Transcription Factor Associations 2026	1.0	null
EIF4A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98056
HOXB13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.981
GSE244710_1_v_2_srsf1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TRMU	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45181
NIFK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12525
PIGW	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39579
496100389_HIP_no dementia_TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.04856
Dux	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.6814
PPP2CB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66843
TMEM68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50325
BBX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43136
GSE128634,GSE128636_2_v_0_foxo1_human	RummaGEO Gene Perturbation Signatures	1.0	null
MCCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80031
ISX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.7509
HSPA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.91325
PCBP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.21563
BHLHA15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.9758
NR1H2::RXRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.6
DYNC2I1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08146
ZNF530	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55311
HOXB2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.4013
CRK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.05471
ZNF585A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0029
FMNL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02412
EMG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04393
496100395_TCx_no dementia_no TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.61139
C2CD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42816
ZNF85	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.1986
496100355_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.56228
REEP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.93881
OGT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60553
POU2F2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.9811
BARX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.6711
SOX21	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	64.7748
CCDC66	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14681
TMEM19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2618
Rfx6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	18.7506
GAL3ST4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.01697
CDKN2AIPNL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48038
UXT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36213
AVPI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66432
GSE128634,GSE128636_2_v_3_foxo1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE181059_2_v_1_runx3_human	RummaGEO Gene Perturbation Signatures	1.0	null
DDX52	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26195
MRPL50	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5621
RBL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.47228
ACTR1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54897
NKX6-2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.4595
ZNF486	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.05111
RPS5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59842
POU2F3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.4246
CORT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54284
USP27X	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37444
SLC7A10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.74411
PRCC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53395
SPHK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96343
GH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66698
GSE121866_0_v_2_six4_human	RummaGEO Gene Perturbation Signatures	1.0	null
GBX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.592
GPI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02449
GSE224547_1_v_0_cftr_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Nanog	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.0254
RTL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97694
NUP160	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27652
TEAD1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.3713
TAF6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.81763
ZBTB18	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	49.9736
GSE245270_2_v_3_isoproterenol_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE111247_11_v_9_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RARA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	94.0421
Sox1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	18.9514
GSE143692_0_v_1_trim8_human	RummaGEO Gene Perturbation Signatures	1.0	null
PHOX2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07601
GSE142588_2_v_0_cinobufagin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FOXB1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.5156
HELQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.03168
ETV3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84349
SMC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32979
GSE174498,GSE174500_5_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
NR2F2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.8875
GATA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03526
ATXN2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33541
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
GSE210655_3_v_0_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MCM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49789
Peritubular contractile cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.836
