association	dataset	threshold value	standardized value
GSE153443_1_v_2_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE210655_1_v_0_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
DEAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09483
TUT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56784
PCSK1N	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92717
ACTR1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54897
ANKRD35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48034
CILK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.82461
SPZ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.2995
HENMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39744
Disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.537
ACAD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69093
SETD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57249
ZNF726	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86165
RMND5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71812
Nerve sheath cancer cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.542
Semaphorin receptor complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.805
PAX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7987
BICDL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40513
HSP90AB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51053
GSE123002_0_v_1_srsf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135514_8_v_9_dasatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF121	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.55294
Cholangiocarcinoma in primary sclerosing cholangitis (time to event)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.552288
Specific developmental disorder	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.537
PMC7397849-supp_gad.338681.120_Supplemental_Table_S3.xlsx-S3N_Peaks_YAP1FAM118B_TEAD4-Unnamed_11_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
PMC8379183-41467_2021_25326_MOESM9_ESM.xlsx-SALL4_unique_peaks-Unnamed_14_SALL4	Rummagene Transcription Factor Associations 2026	1.0	null
LRRC4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19367
GSE216147_0_v_3_rbm20_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CEP131	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20703
POGK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17246
SPIC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71769
VSX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.5794
PIH1D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88647
ZNF234	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20234
HCST	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16578
GSE195559_2_v_4_notch1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
FOXO4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.7747
ACOX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34019
Coronary artery disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.046
TFAP2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.39085
GSE242199_9_v_5_ntrk2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE195568_2_v_4_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PDE5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07916
GSE146074_0_v_7_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MAEA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.37026
PMC6137307-mmc2.xlsx-STAT2-IFNa-Table_S1_STAT2-IFNa_Related_to_Figures_1_4_STAT2	Rummagene Transcription Factor Associations 2026	1.0	null
ZKSCAN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19318
MEX3D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80532
TNKS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53593
GSE90552_1_v_0_valproic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
ERLEC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63428
TRMT1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93588
CLCN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72177
RASL11A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86942
COBL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7293
PPM1F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76344
SDC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36863
GSE218060_5_v_0_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF852	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84741
SIRT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.90128
TMEM256	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62057
GSE210655_1_v_2_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
PMC9452874-40246_2022_406_MOESM3_ESM.xlsx-ARM_HT_ST18_Replicate_Evangelou-Supplementary_Material_X_Summary_statistics_for_known_HT_GWS_signals_in_our_dataset_ST18	Rummagene Transcription Factor Associations 2026	1.0	null
GSE48812_11_v_1_sulforaphane_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RGL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74888
MFSD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34197
ADIPOR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78922
Diastolic blood pressure x alcohol consumption (light vs heavy) interaction (2df test)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.969897
PMC6167382-41467_2018_6258_MOESM4_ESM.xlsx-TEAD-associated_GSC-Specific_UP-Nearest_Ensembl_GSC	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF680	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.3117
MRPL43	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06962
PRDX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31743
PMC11975397-JPN-240126-at-1.pdf-23-ZNF557_ZNF557	Rummagene Transcription Factor Associations 2026	1.0	null
SCAMP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84098
MAP2K3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18392
EPS15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86855
ODF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.05289
PMC3573729-nl3042917_si_005.xlsx-OWY_Overlap_with_ANOVA-ORKIN_DAX1_NR0B1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE157911_1_v_0_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FLYWCH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67985
NR3C2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.0417
EXOSC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.02704
GSE160817_5_v_6_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MYDGF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01638
RPRD1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72365
CNPY3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42252
Prdm4	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	28.7367
MEF2D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8383
ADA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2103
TEAD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8169
PRDM11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94743
SUMO3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89857
GSE174498,GSE174500_3_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PDCD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37168
SMIM10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76027
FOXR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40446
PMC3573965-1471-2407-12-422-S1.pdf-1-MSC_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
MOLT-4 cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.83
ARAP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68166
SLC16A13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15034
CDK18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39105
AOC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0174
PMC4595011-pgen.1005555.s003.xlsx-MITF_UP-regulated-Gene_name_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
TPM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86611
GSE195568_2_v_10_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
AASS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4093
GSE207514,GSE207515_0_v_3_acetylcysteine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FOXP4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.4595
FNBP1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48369
Head	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE137144_2_v_6_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF667	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77547
PMC9618568-41467_2022_34255_MOESM6_ESM.xlsx-TAL1-Unnamed_0_TAL1	Rummagene Transcription Factor Associations 2026	1.0	null
DPEP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63158
H2AL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.28258
SOX8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.7753
ZNF347	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95936
E2F7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.6325
ZBTB38	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83218
GTEx BloodVessel 20-29 vs 30-39	GTEx Tissue-Specific Aging Signatures	1.0	4.09664
UPK3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89632
GSE131887_5_v_3_doxycycline_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TMEM208	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65989
GSE152734,GSE152735_2_v_0_pbrm1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PTPN5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39246
GSE195568_2_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GNRH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66869
COX6A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88933
GRWD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41109
PMF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04897
HOMER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36104
LBH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77006
MAML2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22157
GSE160817_4_v_9_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE152432_3_v_0_zrsr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
C8orf76	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32861
GSE144231_3_v_5_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Pancreatic delta cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.855
GSE195568_2_v_7_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Outer dynein arm docking complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.043
MOB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44572
GSE163809_1_v_2_sdhaf4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TUBB4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32027
ELK4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.5947
GSE168587,GSE168752_3_v_1_tp53_human	RummaGEO Gene Perturbation Signatures	1.0	null
DNER	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01247
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	2.17359
CXCL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44312
NAT8L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17838
GTEx BloodVessel 20-29 vs 60-69	GTEx Tissue-Specific Aging Signatures	1.0	24.2612
FOXI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.41056
OSBPL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33498
MARVELD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50759
GSE160817_5_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE162892_4_v_0_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
PYCR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65923
FAM8A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87953
TTC39C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65964
F8A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.9238
SCML4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56068
ABHD13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44663
TMEM19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2618
USP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23107
SEC23A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34995
GSE149760_0_v_1_elof1_human	RummaGEO Gene Perturbation Signatures	1.0	null
TRPS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51952
GSE86507,GSE86509_3_v_5_hoxb7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE157594_0_v_7_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GPR160	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.82315
DIMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.88683
GSE102467_1_v_0_pazopanib_human	RummaGEO Drug Perturbation Signatures	1.0	null
HOXB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4231
PHKA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48959
FYN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25731
MMD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96343
PTMA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55457
GSE217405_3_v_2_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TPP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09136
GSE146074_1_v_11_ly6e_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
chr10_61707570_C_T_b38	GTEx eQTL 2025	1.0	3.13212
GSE111035,GSE111040_10_v_9_plag1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SLC50A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70242
CYFIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45773
ALPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3599
MRPS16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86232
PRR15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24883
MBNL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.69706
GSE215351,GSE215794_1_v_0_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE132369,GSE132371_4_v_0_cccp_human	RummaGEO Drug Perturbation Signatures	1.0	null
GTF3C4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99215
GSE145323,GSE145324_1_v_0_rfx3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE125007,GSE125008_6_v_0_uhrf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
DNAJC11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13568
TRAF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50551
BTBD18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.71501
PRR14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67217
B3GNT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7156
GSE120756_2_v_9_tet2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GJB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04732
TREX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90668
SSBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73579
GSE218060_7_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
H2BC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00001
PMC4595011-pgen.1005555.s003.xlsx-MITF_UP-regulated-Ensembl_gene_id_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE131377_1_v_0_spocd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF211	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.7179
GDF15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33704
GTF2IRD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19887
GSE145915_5_v_1_pcm1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PBX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.6258
CCDC88B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52977
DUS3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20478
PLBD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27447
Bronchoalveolar system	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.091
GSE205316,GSE205317_0_v_3_nrip1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF660	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34856
LPAR4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05882
SPATA2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22665
EEF1AKMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87374
UBE2I	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58814
496100410_TCx_possible Alzheimer's disease_TBI_87_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.01897
WAC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10158
ZNF497	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92643
MRPS34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54552
DUSP26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56904
GSE166004_3_v_6_pld1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
STAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43007
NDUFV3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85668
Atf3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.4337
Rxra	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	35.3848
PMC7397849-supp_gad.338681.120_Supplemental_Table_S3.xlsx-S3L_Peaks_2SA-YAP1_TEAD4-Unnamed_14_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
ATP13A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.36777
UBXN6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06424
GSE216273,GSE216292_0_v_2_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
NKX6-2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76716
GRB10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6747
GSE164505,GSE164506_3_v_2_indisulam_human	RummaGEO Drug Perturbation Signatures	1.0	null
BHMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9015
GSE88819_5_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC7773934-Table_1.XLSX-Table_S2-Supplementary_Table_2_TBX22_co-expressed_genes_detailed_results_TBX22	Rummagene Transcription Factor Associations 2026	1.0	null
GSE157594_3_v_2_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE155162,GSE155169_1_v_2_buparlisib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CEP250	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85578
Foxn1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	14.7721
PMC9999213-mmc1.xlsx-DEGs_vs_2D-DEA_NB_MSC_EC_PSc_vs_NB_2D_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
STAT5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13802
PMC7439574-13148_2020_914_MOESM2_ESM.xlsx-log2_fold_change_2-1769_genes_are_more_than_four-fold_upregulated_in_PRDM8-_-_compared_to_control_PRDM8	Rummagene Transcription Factor Associations 2026	1.0	null
WASF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57667
TP53INP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50587
PMC9170821-JCMM-26-3183-s001.xlsx-Astro_DAPI_ERG_VaD_vs_NC-Gene_ERG	Rummagene Transcription Factor Associations 2026	1.0	null
C15orf39	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00018
Bronchus	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.091
PMC4531812-13058_2015_618_MOESM11_ESM.xlsx-Metabric_Sparse_KM_976-TFAP2B_TFAP2B	Rummagene Transcription Factor Associations 2026	1.0	null
GSE135514_2_v_9_dasatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
SYPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.70853
ARL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55874
496100622_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.18604
GLYCTK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8059
GSE158431_5_v_1_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GUK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65334
ACTL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49671
NR1D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78131
Cilium	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
ZNF317	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5879
FOXD1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.35
POU5F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75115
SKIL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44809
INCA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.86595
BRME1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57963
Vascular disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.456
BHLHE23	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0473
ZSCAN16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30219
IRS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42324
PRR35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4966
GSE149123,GSE149128_1_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HPS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13422
Glossopharyngeal nerve	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.552
MPV17L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67019
Minor Salivary Gland	GTEx Tissue Gene Expression Profiles 2023	1.0	1.42841
GFER	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47354
TYMS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68373
INSIG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95879
LGALS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90024
GSE237040_0_v_1_notch3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TPM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25222
PRR13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66205
PPP1R15A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37268
NHLRC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20928
PMC7430827-12864_2020_6933_MOESM4_ESM.xlsx-Sheet1-Additional_file_4_Table_S4_A_list_of_3_062_genes_containing_locus_where_only_KD_had_non-synonymous_SNPs_compared_to_other_duck_breeds_AR	Rummagene Transcription Factor Associations 2026	1.0	null
EHF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92793
GSE148252_7_v_4_npas4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SLU7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.28438
ZNF883	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78362
MAPK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90675
GSE218060_1_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
RC3H2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.55941
AKR1A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28876
FAM177A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63757
SEC23IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47641
ZNF362	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46028
CFAP68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57331
GSE184902_4_v_1_adipor1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BFAR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36672
PJA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24272
PPM1J	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74689
GSE88819_0_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GCHFR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28871
CUTA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00712
Stat2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	82.5527
THBS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17429
FANCM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4225
Mean arterial pressure	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.852288
GSE88819_7_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ARIH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17187
ZNF142	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06652
Hypothalamus	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.054
PMC7021771-41467_2020_14684_MOESM7_ESM.xlsx-CASZ1_ChIPseq_in_SMS-CTR_MEKi-Nearest_Ensembl_CASZ1	Rummagene Transcription Factor Associations 2026	1.0	null
VPS37C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33419
FOXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.3056
Urinary sodium excretion	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.939794
GSE155031_5_v_2_dextran_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE58724_3_v_0_oxymetholone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
STK40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9586
FNDC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9268
CSNK2A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86025
RRM2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8246
BST2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82319
ZNF518A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.01442
HOMER3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61323
METTL17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3989
GSE217405_3_v_2_osimertinib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
RREB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42827
Diastolic blood pressure x alcohol consumption interaction (2df test)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	3.40458
Nfatc1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.487
DYNC1LI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8316
SOX18	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.5514
GSE88819_1_v_4_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
increased circulating alanine transaminase level	IMPC Knockout Mouse Phenotypes	1.0	null
HEY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75274
AKNA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.14372
TOMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55319
GSE131161_1_v_4_rarres1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
L-5178-Y cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.703
RBM14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71002
FOXA3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.593
ZCCHC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00722
CFAP418	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62099
Distal arthrogryposis type 3	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.282
FOXK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.035
NOP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43024
cone-rod dystrophy 18	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.461
PMC7021771-41467_2020_14684_MOESM7_ESM.xlsx-CASZ1_ChIPseq_in_SMS-CTR_MEKi-Gene_Name_CASZ1	Rummagene Transcription Factor Associations 2026	1.0	null
MYBBP1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22019
SOX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.99377
ETFBKMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87905
WASHC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53296
Stat6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.5286
GNB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36761
NUP85	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23425
GSE217363_5_v_1_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_4_v_2_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE160817_5_v_9_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RAD23B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77434
GSE149769_1_v_0_nlrp12_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11544636-CCS3-18-e12047-s001.xlsx-Supplementary_Table_S2-Supplementary_Table_S2_554_differentially_expressed_genes_between_DOX_and_CTR_D0_in_A673pTERshEWS_FLI1_model_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
VWA5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.81596
ZNF292	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.28047
SLIRP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33071
OS9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06578
Nkx2-1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.398
KCNE3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07069
EIF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45553
Nfat5	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.5225
TMEM88B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75684
TATDN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1014
496100362_FWM_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.68799
GSE152055_2_v_1_mpc1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
AGAP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.6201
MYL6B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53356
143B cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.019
PSMD9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11357
GSE172020_0_v_3_testosterone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Ciliary plasm	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.213
ACER2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3475
G6PC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33403
CSPG5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05001
STK38L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94178
ARHGEF35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28593
GSE77108_3_v_1_saha_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BUD31	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.233
BOK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95923
TIMM10B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03412
PMC8185471-mmc4.xlsx-D2-DEGs_between_SOX15_KO_DPs_and_WT_DPs_cells_at_day_2_padj_0_05_Log2FoldChange_0_5_SOX15_KO_WT_or_Log2FoldChange_-0_5_SOX15_KO_WT_SOX15	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF844	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56213
RAD18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99636
GSE160817_4_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ITCH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31202
SUCO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82469
GSE216273,GSE216292_0_v_8_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
MPZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65865
TEAD2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.2362
ETV1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34528
CEP57	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12064
Ascl2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	32.6179
PSRC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48982
TOB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11769
DIABLO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2478
EMC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96034
MIOS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45548
GSE58724_3_v_4_oxymetholone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
MYADM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19073
ETFDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18966
GSE137144_2_v_7_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PLPBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89867
HOXA13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87221
496100409_FWM_no dementia_TBI_85_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.39029
chr10_61672290_T_A_b38	GTEx eQTL 2025	1.0	1.02117
Ciliated cell_Lung_Human	CellMarker Gene-Cell Type Associations	1.0	null
NKX2-4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.647
ZDHHC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75209
POU2F1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.0365
PMC8350019-mmc2.xlsx-DESeq2_Pten_vs_control_batch_LF-ensembl_LTF	Rummagene Transcription Factor Associations 2026	1.0	null
DNAJC13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21882
GSE188870,GSE188871_1_v_5_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
UMPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76695
chr10_61752790_C_CA_b38	GTEx eQTL 2025	1.0	1.07583
C18orf25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91657
ZNF233	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9684
GSE113267_0_v_1_rfx7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE125007,GSE125008_10_v_0_uhrf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100620_FWM_possible Alzheimer's disease_no TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.14631
GSE160817_3_v_6_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE240645_1_v_0_u90926_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
COLGALT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8327
GSE77108_4_v_9_saha_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE174701_5_v_8_maml3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PROP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.8169
PMC8379183-41467_2021_25326_MOESM9_ESM.xlsx-SALL4_unique_peaks-Unnamed_15_SALL4	Rummagene Transcription Factor Associations 2026	1.0	null
HOXB6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94591
calcium ion binding	GO Molecular Function Annotations 2025	1.0	null
Response to taxane treatment (paclitaxel)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.639794
NCK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85145
TCP10L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16196
FOXP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.5978
GSE215155_0_v_1_golph3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE246053_4_v_3_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Vascular disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.325
GSE183994_1_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TLCD3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.13804
GSE218060_1_v_4_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SPRING1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79308
FAM117B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8026
9+2 motile cilium	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.351
GSE202434,GSE202438_15_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CA12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9781
RNF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28894
Th-1 cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.052
NLN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.63227
BCAP31	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.89928
GSE240896,GSE240899_2_v_4_ccnt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SPIB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	53.717
MKS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51677
MAP1LC3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.71337
VPS36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14611
GSE144500_8_v_2_ventx_human	RummaGEO Gene Perturbation Signatures	1.0	null
Psammomatous meningioma cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.565
MMP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10742
PMC8379183-41467_2021_25326_MOESM9_ESM.xlsx-genes_with_only_SALL4_peaks-Protein-coding_genes_that_show_only_CUT_RUN_peaks_with_2_SALL4_antibodies_and_no_other_antibodies_SALL4	Rummagene Transcription Factor Associations 2026	1.0	null
SLC25A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56868
chr10_61667683_G_A_b38	GTEx eQTL 2025	1.0	2.647
POU3F4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.6942
Mean arterial pressure x alcohol consumption (light vs heavy) interaction (2df test)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.904576
ATP11B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56851
CER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04528
PMC7021771-41467_2020_14684_MOESM8_ESM.xlsx-CASZ1_specific_peaks-Gene_Name_CASZ1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE133087_1_v_0_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Irf1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	58.0926
DMKN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54404
HDAC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74847
Extracellular matrix organization and signaling modulation	CM4AI U2OS Cell Map Protein Localization Assemblies	1.0	null
PAK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96702
NUP214	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38092
GSE191105_2_v_4_nat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE188870,GSE188871_1_v_2_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_4_v_5_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Ebf2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	38.5754
GSE160817_5_v_8_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE207611,GSE207612_3_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86605
Exosome (RNase complex)	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.697
496100402_FWM_no dementia_no TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.0959
Obesity-related traits	GWAS Catalog SNP-Phenotype Associations 2025	1.0	0.51549
IGHMBP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92427
TUBB4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69499
NEDD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42472
ZNF610	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44176
GSE205021_3_v_2_fenofibrate_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE210655_1_v_5_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Microtubule cytoskeleton	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
TMEM51	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02219
PMC6137307-mmc2.xlsx-IRF9-IFNa-Table_S1_IRF9-IFNa_Related_to_Figure_1_IRF9	Rummagene Transcription Factor Associations 2026	1.0	null
FBXL19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83599
KRAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40218
HOXA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40803
GSE210101,GSE210114_5_v_3_urod_human	RummaGEO Gene Perturbation Signatures	1.0	null
FOXB1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.3849
M6PR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98764
POU1F1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.9222
ATF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0817
FGD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32226
Centrosome	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
RHOT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25274
GSE211955_1_v_0_jmjd4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE235701,GSE261434_0_v_3_enasidenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FOXK2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.678
ATRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02826
COA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04559
RNF138	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96814
9+2 motile cilium	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
Coronary restenosis	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.5
GSE120612_4_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GLS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15585
ASB13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42224
KCNQ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40428
SELENOS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8321
DENND4C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.1622
GSE210388_2_v_0_ror2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PSORS1C2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99858
ATP2C1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.73711
STOM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08361
ANKRD63	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87733
DISP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28511
GSE252857_1_v_0_klf15_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE246053_1_v_3_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF638	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55007
Hypertension	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.325
GGCX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84393
GSE252857_1_v_3_prednisone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
Blood pressure	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.7699
P4HTM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40196
TMEM127	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75062
GSE188570,GSE188571_5_v_2_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF75A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	37.602
Vdr	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.3015
SATB1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.7189
PMC11214527-mmc5.xlsx-ADNP-gene_ADNP	Rummagene Transcription Factor Associations 2026	1.0	null
abnormal uterus morphology	IMPC Knockout Mouse Phenotypes	1.0	null
Systolic blood pressure x alcohol consumption interaction (2df test)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.53979
ALDH3A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73839
UBN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66564
ADPRM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68432
GSE133691_1_v_3_lgr5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CNN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90845
Nfatc2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.2547
GSE218060_5_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF354A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	61.7343
GSE77108_3_v_9_saha_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ELP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69778
BMP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44319
PMC11055867-41598_2024_60205_MOESM1_ESM.pdf-18-ESRRG_ESRRG	Rummagene Transcription Factor Associations 2026	1.0	null
TRAM1L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14098
Muscle - Skeletal	GTEx Tissue Gene Expression Profiles 2023	1.0	4.11712
Lef1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.864
GSE199899_4_v_0_diethylnitrosamine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE202587_1_v_0_xrn1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TMBIM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95519
PORCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54394
Cardiovascular system disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.43
MEIS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	42.0887
ZNF134	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.514
SLC25A46	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83538
FAM136A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19352
Outer dense fiber	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.693
ZGRF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70889
GSE202434,GSE202438_13_v_11_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Axonemal dynein complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.128
EFNA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2899
GSE217105_0_v_1_gemcitabine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC10592962-media-4.xlsx-OC2_genes-gene_ONECUT2	Rummagene Transcription Factor Associations 2026	1.0	null
FOXS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.1738
496100380_FWM_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.35335
GSE174701_4_v_0_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
RAB33B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.11228
PMC11908325-media-2.xlsx-Table10_MR-Unnamed_7_NR3C2	Rummagene Transcription Factor Associations 2026	1.0	null
PMC4498179-srep11671-s1.pdf-191-TAL1_TAL1	Rummagene Transcription Factor Associations 2026	1.0	null
H2AC19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47255
MPHOSPH10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11138
CPXCR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95621
ZSWIM8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46811
CAMKK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32594
ZNF224	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46758
13-9B cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	2.224
WDR91	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.56371
TRIM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01051
Steroid inherited metabolic disorder	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.131
FOXM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5293
GSE102467_3_v_2_pazopanib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
REXO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70702
GSE118939_1_v_0_nras_human	RummaGEO Gene Perturbation Signatures	1.0	null
ARPC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08953
NFATC2IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62147
GSE223893_2_v_9_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
ITGA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97667
E2F5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24337
FGF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17104
GSE136340_3_v_4_darunavir_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9999213-mmc1.xlsx-DEGs_vs_2D-DEA_NB_MSC_EC_CSc_vs_NB_2D_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
GSE215351,GSE215794_1_v_3_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SHISA8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19031
RELT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74122
SLC25A23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58921
CACNG8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50749
DUX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.6631
Medication use (beta blocking agents)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.03979
PIP4K2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.555
CRIPT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59414
NISCH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53228
ARTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.20042
SLC7A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22985
GSE166169_2_v_3_elp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE207611,GSE207612_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ANP32B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33643
SETX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53163
GSE174701_4_v_7_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
PCDHB6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17642
FANCA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32228
PSD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00797
H3C11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14025
ABCG4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51013
GSE123502,GSE123504_1_v_0_chd4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CPLANE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34909
KLHDC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13088
ZNF12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18285
SLC25A27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.79276
GSE172020_0_v_2_testosterone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
chr10_61666468_A_G_b38	GTEx eQTL 2025	1.0	3.20546
LZTR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77038
Tcf21	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.4334
CPSF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95285
PAICS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.1694
GSE160817_7_v_9_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BARHL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.7909
PCNA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43415
GSE239578_5_v_7_cxadr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MAPK13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61472
PMC4407272-elife06857s002.xlsx-Hermes_BRG1-MITF_ComUp-List-Ensembl_gene_id_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
Diastolic blood pressure (cigarette smoking interaction)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	2.4301
TSR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8845
GSE226770_1_v_0_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Microtubule organizing center	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
FOXO3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.46169
PMC6934839-41598_2019_56277_MOESM2_ESM.xlsx-ONECUT2_DOWN-Gene_Symbol_ONECUT2	Rummagene Transcription Factor Associations 2026	1.0	null
EXD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.85307
C1orf122	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68799
KLHL17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57104
CSNK2A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46184
increased circulating aspartate transaminase level	IMPC Knockout Mouse Phenotypes	1.0	null
PMC10771438-41598_2023_51082_MOESM1_ESM.xlsx-Day21-Supplementary_Dataset_1_List_of_genes_differentially_expressed_during_NS_PC_differentiation_between_ROR2_KD_cells_and_control_cells_AR	Rummagene Transcription Factor Associations 2026	1.0	null
KIDINS220	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24184
Disease of anatomical entity	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.325
GSE129370_2_v_3_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ARMCX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.0186
YARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8258
COX6B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26079
PNMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.28566
CCDC124	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55514
GSE160817_3_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE209598_1_v_2_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PRDX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39791
HECTD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84967
KCTD17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91449
FOXF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.9747
GSE205070_2_v_9_mertk_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SELENON	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60743
chr10_61663612_ATCT_A_b38	GTEx eQTL 2025	1.0	1.38061
SYNE4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83122
ZSWIM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57121
Diencephalon	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.054
MRI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57565
Inner dynein arm	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.68
PMC10510228-13287_2023_3481_MOESM7_ESM.xlsx-DEGs-Differentially_expressed_genes_DEGs_in_bone_marrow-derived_MSCs_from_six_human_donors_cultured_at_high_confluency_MSC-HC_versus_low_confluency_MSC-LC_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
RNF145	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38637
GRM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38484
PMC9999213-mmc3.xlsx-DEGs_CSc-DEA_NB_MSC_CSc_vs_NB_CSc_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
Dux	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	30.5103
DDX27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76455
PPP1R3F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8314
ZNF212	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.75776
GINM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41554
EHF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.162
GSE158197_0_v_11_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MRPL28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6369
TPSG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79168
Jun	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.9595
GSE112860_0_v_1_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC9170821-JCMM-26-3183-s001.xlsx-Astro_DAPI_ERG_VaDadj_vs_NC-Gene_ERG	Rummagene Transcription Factor Associations 2026	1.0	null
COPS4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15546
GSE205070_2_v_7_mertk_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MFAP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01212
CPD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6794
SKIC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36573
GSE139455_0_v_3_stat3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RNF216	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78593
NMB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95767
ABCB6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60441
FOXD4L4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47183
496100579_HIP_possible Alzheimer's disease_no TBI_90-94_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.04997
GSE224294_4_v_2_ngly1_human	RummaGEO Gene Perturbation Signatures	1.0	null
CEP350	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95702
496100355_HIP_no dementia_no TBI_78_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	3.08034
PCNX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74889
VWA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74649
SLC2A4RG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84013
GRHL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19482
EXOSC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25352
ARMCX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51071
FAM110A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85716
NSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01726
FAM210A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48386
PMC9534852-41598_2022_20572_MOESM4_ESM.xlsx-Sheet1-Supplementary_Table_S4_Transcriptomic_data_related_to_AHR_function_considered_for_metabolic_reconstruction_model_generation_AHR	Rummagene Transcription Factor Associations 2026	1.0	null
DHX57	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67382
GSE135514_2_v_5_dasatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE58724_1_v_4_oxymetholone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SPRYD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45485
Hypertension	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.15229
P2RX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01295
NKX2-5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.8051
SMC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61464
GSE88819_1_v_9_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FBXO46	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40767
PRDX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4375
ARHGEF10L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9888
CEP192	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13306
GSE88819_6_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
DNLZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94159
CCR10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4579
LBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52327
RAX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.52244
Essential hypertension	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.556
GSE169155_3_v_7_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
STAU1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86138
GSE148252_7_v_6_npas4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PELI3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99235
TOR4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69423
ORAI3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40333
AUNIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3116
WRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37712
GSE158431_5_v_4_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
H2AB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58716
KLC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83538
GSE205316,GSE205317_0_v_1_nrip1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE252857_1_v_3_klf15_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12224929-ADVS-12-2416784-s006.xlsx-DEG_circGLIS3_KD-Unnamed_6_AR	Rummagene Transcription Factor Associations 2026	1.0	null
TRIM65	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51282
GSE183994_3_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE110440_2_v_3_rad21_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
YJEFN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32478
GSE130217_5_v_3_sesn2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TEAD4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.8936
GAL3ST4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.08425
ATP6V0C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24896
H3C4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23516
Microbody lumen	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.59
PCNP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17653
Medication use (calcium channel blockers)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.70458
FBXO2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20345
Brain	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
GSE221577_1_v_5_pik3r1_human	RummaGEO Gene Perturbation Signatures	1.0	null
TSSC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21554
ZNF282	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.0068
ZNF148	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97339
PMC2694838-1471-2164-10-241-S2.xls-Sheet1-Regulated_genes_by_ZNF191_knockdown_ZNF24	Rummagene Transcription Factor Associations 2026	1.0	null
Genetic disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.034
CYP20A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.96382
C12orf43	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4751
NEMF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9128
FOXA1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2653
GSE130864_0_v_1_tincr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE119603_1_v_0_oxaliplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
REP15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55643
DNAJC24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46276
DRAM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59846
Artery disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.325
ABCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.95509
GSE111247_11_v_4_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE145915_5_v_4_pcm1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE234340_4_v_2_muc2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE112860_0_v_4_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FOXA2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.6738
ANAPC11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15227
PLS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35146
GSE218060_2_v_0_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
DICER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14569
RBM34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18577
CTSD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13223
SFRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34031
GSE127261_1_v_2_ezh2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43438
S100A14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95286
DPY30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28789
PDS5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20947
GSE122990,GSE123061_0_v_1_urod_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
496100636_FWM_probable Alzheimer's disease_no TBI_86_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.26385
CFAP20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65209
Manchette	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.765
Systolic blood pressure (cigarette smoking interaction)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.8
PMC7592539-12885_2020_7456_MOESM4_ESM.xlsx-Sup_TableS3_LMS_del_genes_conf-10q22_1_TP63	Rummagene Transcription Factor Associations 2026	1.0	null
PER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52683
Psammoma body	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.565
PMC3573729-nl3042917_si_005.xlsx-OWY_Overlap_with_ANOVA-ORKIN_NANOG_NANOG	Rummagene Transcription Factor Associations 2026	1.0	null
BRPF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86667
GSE58724_1_v_0_oxymetholone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HDAC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52744
GSE125007,GSE125008_1_v_0_uhrf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
IGF2R	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73669
IKBKG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70684
RNF6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37225
NBN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06686
ITGA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76541
No annotation - 10	CM4AI U2OS Cell Map Protein Localization Assemblies	1.0	null
Medication use (diuretics)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.53979
GSE255432_7_v_2_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
THNSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32999
SCD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93853
GSE171352_2_v_3_glucagon_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF235	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43123
Nr5a2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	56.0149
ASCL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49338
CST3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38184
GSE185163_5_v_2_clic4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120612_4_v_3_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CACHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8053
TMEM250	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5837
PPIL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59717
GSE118794_5_v_4_zmynd8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
AURKA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28113
APCDD1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0901
Sperm flagellum	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.416
KLF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26999
GON7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.74069
TCL1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35353
OSER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30401
TULP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86952
MED29	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14503
SNUPN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90527
RAB21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83252
TMEM106C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00661
IRF2BP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4221
PRR22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8394
GSE85565_1_v_0_tcf21_human	RummaGEO Gene Perturbation Signatures	-1.0	null
KDELR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61001
GSE242199_2_v_0_ntrk2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Sperm flagellum	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.451
GSE212486,GSE212488_2_v_3_gata4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Cytoplasmic microtubule	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.955
sperm flagellum	GO Cellular Component Annotations 2025	1.0	null
Nr1h3::Rxra	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	28.1198
Mean arterial pressure x alcohol consumption interaction (2df test)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.3
GRIPAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53713
GSE160817_0_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Systolic blood pressure	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.2699
ISL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.4798
Peroxisomal matrix	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.593
NOBOX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10526
MLLT6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.09952
GSE223893_11_v_9_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
BACH2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	45.1674
PMC4531812-13058_2015_618_MOESM11_ESM.xlsx-TCGA_Sparse_KM-TFAP2B_TFAP2B	Rummagene Transcription Factor Associations 2026	1.0	null
PMC8350019-mmc3.xlsx-DESeq2_Pten_vs_control_batch_LF-ensembl_LTF	Rummagene Transcription Factor Associations 2026	1.0	null
PRKACA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33848
Limbic system	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.054
Nfe2l2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.2893
GSE158197_6_v_3_egfr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE88819_11_v_4_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HSF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.7333
ISCA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44585
GSE133691_2_v_0_lgr5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TP73	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.22411
GSE87144_3_v_1_rorc_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CAPN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56466
USHBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81358
CAMTA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32764
PCDHB5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55891
CLTA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63012
Medullary thyroid carcinoma cell line	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.538
INSM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63333
Central nervous system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
ZNF157	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	54.6455
SPCS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7594
496100418_TCx_no dementia_TBI_85_M	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.09534
Gli2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.9671
PMC10881685-Data_Sheet_5.CSV--CASZ1_CASZ1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE146982_4_v_2_gpd1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE88819_1_v_8_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
metal ion binding	GO Molecular Function Annotations 2025	1.0	null
GSE174701_1_v_7_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
ABLIM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01197
Pax7	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.9158
496100404_PCx_possible Alzheimer's disease_TBI_87_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	-1.0	-2.12961
TNP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16624
ADGRB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47199
GSE172494_3_v_1_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
OLIG3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.7298
PMC2694838-1471-2164-10-241-S3.xls-Sheet1-Commonly_altered_genes_by_ZNF191_overexpression_and_knockdown_ZNF24	Rummagene Transcription Factor Associations 2026	1.0	null
GSE145323,GSE145324_3_v_2_rfx3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE172016_2_v_5_paclitaxel_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZBTB42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23663
CCDC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14621
FAM181B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24489
CRAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23729
Hmx2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	39.8487
MON1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24841
GSE131425_2_v_3_arg2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11908325-media-2.xlsx-Table10_MR-Unnamed_6_NR3C2	Rummagene Transcription Factor Associations 2026	1.0	null
TUNAR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52221
GSE114284_2_v_3_irf1_human	RummaGEO Gene Perturbation Signatures	1.0	null
Motile cilium	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.376
DPCD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.88457
Follicular fluid	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.769
HASPIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08336
GSE244072_10_v_9_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE164521_0_v_1_nitric oxide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
CFLAR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26602
HDDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7225
SCAMP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18779
OLIG2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.2524
EED	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.41254
CLPTM1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30391
RABL2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25272
PGK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77099
Corpus cavernosum smooth muscle	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.495
HAUS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77891
MID1IP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.771
HNRNPDL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11452
CAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51978
Archenteron	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.547
GSE248634_1_v_0_gnas_human	RummaGEO Gene Perturbation Signatures	1.0	null
ELL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40135
POU4F3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.1493
ALKBH7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34428
SFRP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52761
LRP12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55914
Sperm flagellum	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
INPP5E	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.03484
GSE208096_1_v_0_progesterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
SF3B4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38846
PMC7021771-41467_2020_14684_MOESM8_ESM.xlsx-CASZ1_specific_peaks-Nearest_Ensembl_CASZ1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE144231_6_v_5_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE77108_4_v_7_saha_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE148252_1_v_6_npas4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SPINT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.01411
ZC3H3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31037
ZNF699	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45142
COQ9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43007
TLDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03795
Congenital adrenal hyperplasia	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.149
RBM18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60138
GSE137144_5_v_6_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
USP19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85239
PRMT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8119
BRD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00148
KAT6B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59639
PSKH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55992
LSM5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15465
VPS33A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31214
PLA2G15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14335
H2AC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.61338
NKX2-8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.5719
GPX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52893
TMEM178A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28626
GSE216147_2_v_1_rbm20_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE145915_3_v_4_pcm1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Cell projection	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
PTPN14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36695
IRF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40249
TCF7L2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.4862
PKN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66674
PMC7412812-13059_2020_2115_MOESM11_ESM.xlsx-All_EZH2-Upregulated_in_SERBP1_KD_AR	Rummagene Transcription Factor Associations 2026	1.0	null
ANKRD13B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67755
INO80D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8635
CDKN2AIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40793
DNASE1L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33262
NUDT22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46131
GAPVD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42448
TGIF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.1859
PMC10915192-ab-23-0304-Supplementary-Table-S5.pdf-72-ZIC2_ZIC2	Rummagene Transcription Factor Associations 2026	1.0	null
PHTF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74737
SPAG9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60262
GSE157594_5_v_2_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE110440_1_v_0_rad21_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC5795782-supp_gad.302646.117_Supplemental_Table_S1.xlsx-Table_S1_1-Supplemental_Table_S1_1_Genes_significantly_downregulated_by_ARID5B_knockdown_ARID5B	Rummagene Transcription Factor Associations 2026	1.0	null
GSE221020,GSE221023_2_v_0_pten_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE77108_4_v_1_saha_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GLG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00928
FCGRT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95623
POU2F1::SOX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	45.1916
CELF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51352
STARD7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63437
GSE68156_0_v_5_dextran_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SH3PXD2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2961
OCLN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68416
male infertility	IMPC Knockout Mouse Phenotypes	1.0	null
CABLES2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.56035
ZNF468	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.24236
IRF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82794
GSX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5368
GSE181959_1_v_2_dextran_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
VAMP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59693
F11R	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0751
GSE245778_1_v_0_runx1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BHLHE41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14261
EHD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05129
GSE162892_4_v_5_isox_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NTAQ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54537
HUASMC cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.429
BAT3 complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.174
FAM241B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33715
DCAF15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47879
GSE209598_0_v_3_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CHRNA9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13968
OLIG1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.4758
GSE175787_4_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE184902_4_v_1_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HTR7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52638
XYLT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84754
FAM98A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.18569
Disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.269
BBS12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84468
FOXO6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.3422
CROCC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85634
GSE114284_1_v_3_irf1_human	RummaGEO Gene Perturbation Signatures	1.0	null
METTL9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18415
GSE167004_0_v_3_thpo_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CAND1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89167
GSE171837_0_v_3_bortezomib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE111035,GSE111040_8_v_5_plag1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE180185_7_v_1_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Oviduct	TISSUES Experimental Tissue Protein Expression Evidence Scores 2025	1.0	1.091
NGRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59907
C3orf62	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79613
GSE132694,GSE132717_0_v_2_meis1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC9288051-13046_2022_2428_MOESM5_ESM.xlsx-Super_enhancers_in_T-ALL1-CLOSEST_GENE_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
CDCA7L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66102
GSE158458_2_v_1_sorafenib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC11611169-pone.0314092.s001.docx-3-PPARG_PPARG	Rummagene Transcription Factor Associations 2026	1.0	null
UHRF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.23322
FOXP3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.3295
TNPO3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86957
enlarged heart	IMPC Knockout Mouse Phenotypes	1.0	null
Germarium	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.598
PRPF4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29125
NTPCR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12607
SRMS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65105
RPL35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48372
TDRD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98516
Outer dynein arm	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.62
NKX2-3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.9913
GSE143316_0_v_6_somatostatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ASXL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.23051
KCNK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5931
P2RX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83389
KAT2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1603
GSE130217_0_v_3_sesn2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ANKRD50	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83032
SLC17A5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10644
ATL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41825
DYRK1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67181
LIME1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68582
GSE160817_2_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE226793_1_v_0_ccr5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF732	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.10379
NFIX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77601
ZNF597	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.00691
IKZF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09307
GSE199899_4_v_2_diethylnitrosamine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
MCM3AP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32819
GSE120612_4_v_0_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
COL2A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34989
DMRTC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00489
DUSP16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44206
NEUROG1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.3941
GSE215351,GSE215794_4_v_0_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TGIF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.3705
Bartter disease type 2	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.418
PCLAF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75791
Medication use (agents acting on the renin-angiotensin system)	GWAS Catalog SNP-Phenotype Associations 2025	1.0	2.8699
SLC37A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82539
STUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44342
TPBGL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26607
GSE146982_4_v_2_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
EVA1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.85231
PABIR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78785
GSE216273,GSE216292_14_v_6_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE239578_0_v_3_cxadr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NEURL4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86636
GSE240258_0_v_1_prmt1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
VAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.8408
chr10_61672940_T_C_b38	GTEx eQTL 2025	1.0	3.22393
KIF21A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18678
STK17A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86404
MRPS25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26179
PMC4407272-elife06857s002.xlsx-Hermes_BRG1-MITF_ComUp-List-Gene_name_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
CETN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.77732
VILL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3517
FICD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52566
GNPDA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66227
UGT8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07234
AP2A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39671
MAST2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.174
GSE162892_4_v_0_isox_human	RummaGEO Drug Perturbation Signatures	1.0	null
DTX3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84199
CCDC82	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43714
SLC30A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10886
GSE158197_0_v_4_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MAST1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4084
LIMK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97895
STAT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60235
GSE90019,GSE90020_1_v_3_phf8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE175787_8_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CCDC93	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.72687
ERCC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12739
RBMS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59716
PKNOX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.3845
Disease of metabolism	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.061
Disease of anatomical entity	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.258
t56-vastus-lateralis_consensus	MoTrPAC Rat Endurance Exercise Training	1.0	3.09118
t55-gastrocnemius_consensus	MoTrPAC Rat Endurance Exercise Training	1.0	1.33552
HOXC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.99566
C17orf80	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81959
GSE261177_0_v_1_tnfrsf12a_human	RummaGEO Gene Perturbation Signatures	-1.0	null
cone-rod dystrophy 10	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.887
ZNF154	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48778
NAA30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39218
GSE60691_0_v_3_glutamine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
PMC8350019-mmc3.xlsx-DESeq2_Pten_vs_control_batch_LF-gene_name_LTF	Rummagene Transcription Factor Associations 2026	1.0	null
SPECC1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73963
ATF7IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87003
PMC3573729-nl3042917_si_005.xlsx-OWY_Overlap_with_ANOVA-ORKIN_ESRRB_ESRRB	Rummagene Transcription Factor Associations 2026	1.0	null
Seh1-associated complex	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.087
Developmental disorder of mental health	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.537
EBF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.2644
GSE202434,GSE202438_13_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC9941047-41591_2022_2163_MOESM3_ESM.xlsx-ST12-Unnamed_1_KLF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE160817_4_v_6_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
DNAJC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.25803
GSE131887_1_v_4_doxycycline_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE148066,GSE157787_2_v_1_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Secondary root	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.909
FLCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52863
GSE129465_3_v_2_phf6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TGFB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39417
GSE149359_2_v_0_asap2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Malignant peripheral nerve sheath cancer cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.551
ARGLU1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17048
GSE247764_1_v_2_nell2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
IVNS1ABP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80791
GSKIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4325
BAK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27732
LRRC40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41701
GSE168596_2_v_3_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE202434,GSE202438_7_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSDMB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17401
DNAJC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90933
GSE86507,GSE86509_3_v_10_hoxb7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Radial spoke	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.679
ARHGEF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55757
Disease of mental health	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.537
Rarb	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	50.3505
Six4	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.4206
NFAT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82024
KLHDC8B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55611
GSE118794_2_v_4_zmynd8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE202434,GSE202438_3_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF433	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44264
GSE200352_1_v_8_pparg_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MRPL20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8438
ORMDL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46607
DCK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65705
PSMC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10003
VSX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.3571
GSE249544,GSE249637_9_v_5_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZBTB7A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73625
GSE172189_0_v_1_venetoclax_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CISD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93094
MRPS27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06858
ZNF260	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.63719
GTEx BloodVessel 20-29 vs 70-79	GTEx Tissue-Specific Aging Signatures	1.0	8.3426
KCNQ4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21059
KCNJ14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37215
STX1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34673
GSE160817_7_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE112202_5_v_2_digoxin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE219103,GSE219104_0_v_1_progesterone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
NOC2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1008
DCHS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45654
GSE234289_4_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE207471_2_v_3_btla_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE154081_3_v_0_sildenafil_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
FAM193A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35097
Cytoskeleton	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
PMC7412812-13059_2020_2115_MOESM11_ESM.xlsx-All_SUZ12-Upregulated_in_SERBP1_KD_AR	Rummagene Transcription Factor Associations 2026	1.0	null
TKFC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49603
LIN37	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35285
GSE196110_1_v_2_ndrg3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF780B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69953
MRPL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32265
MALT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17024
DUXA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.9196
RAB18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84957
RAPGEF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.768
ENTR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96479
PMC7397849-supp_gad.338681.120_Supplemental_Table_S3.xlsx-S3N_Peaks_YAP1FAM118B_TEAD4-Unnamed_14_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
GSE171837_3_v_1_bortezomib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
NOTCH3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4746
SDF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42023
Axoneme	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.214
FBXO9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49506
NFYC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.4045
ASH1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.06474
SOX18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59313
LIN28A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67748
NDUFS6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91066
GSE131377_1_v_3_spocd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
LRRC75A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42719
LIMD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27188
TIGAR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94669
SH3BP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60142
GSE234289_3_v_2_rfx6_human	RummaGEO Gene Perturbation Signatures	1.0	null
CBFA2T2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9704
GSE157594_0_v_4_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE148066,GSE157787_3_v_1_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
STARD3NL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96181
GPX7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56446
ZNF613	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60701
hydrometra	IMPC Knockout Mouse Phenotypes	1.0	null
GSE215351,GSE215794_4_v_3_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE226408_1_v_0_inpp4b_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE252857_1_v_0_prednisone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF267	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.43535
PDK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36015
CDH24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86187
QPCT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17109
LYRM9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89123
GSE216147_0_v_1_rbm20_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Whole body	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
DYNLT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.39557
LTC4S	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11108
abnormal heart morphology	IMPC Knockout Mouse Phenotypes	1.0	null
GSE216988,GSE216989_0_v_1_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RGS5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.03144
SPSB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54063
Cardia	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.656
PMC7412812-13059_2020_2115_MOESM11_ESM.xlsx-All_H3K27me3-Upregulated_in_SERBP1_KD_AR	Rummagene Transcription Factor Associations 2026	1.0	null
PAQR8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03542
PMC9288051-13046_2022_2428_MOESM5_ESM.xlsx-Super_enhancers_in_T-ALL1-OVERLAP_GENES_KMT2A	Rummagene Transcription Factor Associations 2026	1.0	null
GSE198826,GSE198911_1_v_2_dexamethasone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
DHRS4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.02173
VCL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92669
GSE224004,GSE224005_0_v_1_chd4_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC7412812-13059_2020_2115_MOESM11_ESM.xlsx-Overlap-Upregulated_in_SERBP1_KD_AR	Rummagene Transcription Factor Associations 2026	1.0	null
SLC25A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24839
CUL4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.45047
9+2 motile cilium	GO Cellular Component Annotations 2025	1.0	null
GSE154074_2_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE88819_3_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE132369,GSE132371_5_v_0_cccp_human	RummaGEO Drug Perturbation Signatures	1.0	null
Peripheral nerve sheath cancer cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.544
GPR137	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9252
GSPT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22108
GSE255432_4_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Mafg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	30.0324
GSE166944_0_v_2_eif4b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.86499
GTF2A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03464
AXL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49863
ICE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55764
PMC8350019-mmc2.xlsx-DESeq2_Pten_vs_control_batch_LF-ENSG_LTF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE90019,GSE90020_5_v_2_phf8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SH2B3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6517
LRP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44991
Mecom	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.5556
RESF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39227
NMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.70284
GSE88819_1_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PARP12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94913
PMC10011543-41419_2023_5707_MOESM4_ESM.xlsx-genes_with_unique_SNP-F5-Pneo-r__CIC-1n_h-r__CIC-2n_h-r_CIC	Rummagene Transcription Factor Associations 2026	1.0	null
GATD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62177
GBX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53243
GSE174701_1_v_0_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE110248_1_v_6_romidepsin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE216273,GSE216292_14_v_7_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC7397849-supp_gad.338681.120_Supplemental_Table_S3.xlsx-S3L_Peaks_2SA-YAP1_TEAD4-Unnamed_11_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
CCNO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0188
ZNF618	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.264
TUT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.15192
MYBL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66584
Nervous system	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
MSMO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36099
PBX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.7778
DNAAF9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93347
Hypertension	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.628
POU5F1B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.59
CABP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35653
GSE100732,GSE100733_0_v_1_lrpprc_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CSNK1G2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51519
pre-eclampsia	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.065
SCX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21811
GSE139016_3_v_2_disulfiram_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE248770_0_v_1_sorafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE146074_9_v_8_ly6e_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SMAD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5566
ADAMTS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02277
HDHD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64611
GSE155800_1_v_0_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ATXN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94863
FOXL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.138
GSE125153_1_v_3_bcl3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Gli1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.9163
496100392_HIP_dementia_TBI_90-94_F	Allen Brain Atlas Aging Dementia and Traumatic Brain Injury Tissue Sample Gene Expression Profiles	1.0	2.24995
GCLC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54541
GSE237040_6_v_1_notch3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Bach1::Mafk	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	30.9912
GSE216273,GSE216292_14_v_3_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ULK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67725
DDX59	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35442
G6PD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87404
TRAF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84295
ACTMAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15255
AKAP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11739
GSE135514_8_v_5_dasatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
MAPKBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37815
SMARCA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29241
MDN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44617
BCL7C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40929
YY1AP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11286
GSE242199_6_v_5_ntrk2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80291
SCO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6773
GSE162623_0_v_1_ezh2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Diastolic blood pressure	GWAS Catalog SNP-Phenotype Associations 2025	1.0	1.75229
ZNF277	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36372
ECSCR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59844
CYC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16431
SDHD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17371
GSE130217_0_v_2_sesn2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NIPSNAP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22408
ATP6V0E1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02748
GSE150688_2_v_0_ursolic acid_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.89731
BTAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39635
ZNF766	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34694
BLOC1S2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3038
Artery disease	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.558
NR3C1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.3812
RSAD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56885
ASGR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23004
SNN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27477
Motile cilium	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
NDUFA13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29155
GSE131887_5_v_2_doxycycline_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
KRT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87305
ZNF417	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94846
STRIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60049
H2BC14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29002
RAVER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07952
Ciliated cell_Trachea_Mouse	CellMarker Gene-Cell Type Associations	1.0	null
RNF11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9765
PMC9999213-mmc1.xlsx-DEGs_vs_2D-DEA_NB_MSC_PSc_vs_NB_2D_MSC	Rummagene Transcription Factor Associations 2026	1.0	null
WASF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39964
RTN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60959
JMY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57921
Ciliated epithelial cell_Esophagus_Human	CellMarker Gene-Cell Type Associations	1.0	null
RPL22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92319
EXOC3L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49826
GSE234340_1_v_2_muc2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZSCAN12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.60759
PMC8185471-mmc4.xlsx-D4-DEGs_between_SOX15_KO_DPs_and_WT_DPs_cells_at_day_4_padj_0_05_Log2FoldChange_0_5_SOX15_KO_WT_or_Log2FoldChange_-0_5_SOX15_KO_WT_SOX15	Rummagene Transcription Factor Associations 2026	1.0	null
CCDC102A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49627
GSE125007,GSE125008_4_v_0_uhrf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
9+0 motile cilium	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	0.768
JUN	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0314
CEP170B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04892
TMEM9B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28271
TT cell	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.555
GSE235234_2_v_3_corticosterone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
KLK10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.77914
GSE215351,GSE215794_2_v_3_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
WT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2081
PMC8350019-mmc2.xlsx-DESeq2_Pten_vs_control_batch_LF-gene_name_LTF	Rummagene Transcription Factor Associations 2026	1.0	null
CSNK1G3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56305
ATP6V0A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.52663
PMC11214527-mmc5.xlsx-POU5F1-gene_POU5F1	Rummagene Transcription Factor Associations 2026	1.0	null
HOXC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81565
GSE154074_2_v_4_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ETS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.3831
ZNF471	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49761
SLC25A19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27732
GABPA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.8565
GSE144231_4_v_7_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Plasma membrane bounded cell projection	COMPARTMENTS Curated Protein Localization Evidence Scores 2025	1.0	4.0
WDR81	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3039
GSE216273,GSE216292_14_v_1_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
HDGFL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30705
GSE149124,GSE149128_3_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SOX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5679
TMEM242	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44344
CH25H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24383
PMC10247733-41408_2023_863_MOESM4_ESM.pdf-574-ZSCAN1_ZSCAN1	Rummagene Transcription Factor Associations 2026	1.0	null
WDCP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45193
RHBDD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29851
ZNF266	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70568
KRTAP13-4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09157
PDZD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76407
PICK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77277
MEF2B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.4364
Spleen	GTEx Tissue Gene Expression Profiles 2023	1.0	1.25633
tissues, cell types and enzyme sources	TISSUES Curated Tissue Protein Expression Evidence Scores 2025	1.0	4.0
Attention deficit hyperactivity disorder	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.537
Colon sigmoideum	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.854
ATP5MJ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.289
CDCA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87035
TIMM29	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48042
Nuclear exosome (RNase complex)	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.652
TWNK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40519
Cardiovascular system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.325