association	dataset	threshold value	standardized value
CENPO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45888
GSE213588_10_v_1_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PCGF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87188
ZNF233	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91112
CDR2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43382
MRPL47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5837
GSE133286,GSE133299_1_v_0_tepoxalin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PAX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17526
MYO1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57953
GSE169205_0_v_1_sirt5_human	RummaGEO Gene Perturbation Signatures	1.0	null
MEF2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71949
ZMYM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51593
UBXN2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54147
BCR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47916
GSE158182_4_v_7_pnpla3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE216352,GSE216354_1_v_0_keap1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
THY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06086
GSE160817_4_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE169205_3_v_5_sirt5_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BLCAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8817
EIF5A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90811
PMC4595011-pgen.1005555.s001.xlsx-MITF_DOWN-regulated-Ensembl_gene_id_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
PUSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40921
MAZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34179
H3-5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89653
TRIM36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74561
RPS20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51368
METTL9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18415
CHMP1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95993
CKB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29233
A1CF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82003
GSE158182_5_v_0_pnpla3_human	RummaGEO Gene Perturbation Signatures	1.0	null
HASPIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76375
GGA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10859
NDUFB8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76777
VN1R1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73595
CPT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25566
GSE169205_0_v_6_sirt5_human	RummaGEO Gene Perturbation Signatures	1.0	null
METTL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78578
GSE241031_0_v_2_abemaciclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CTSZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68006
PMC4595011-pgen.1005555.s003.xlsx-MITF_DOWN-regulated-Ensembl_gene_id_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
MATCAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5208
CREB3L4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86677
GSE213588_9_v_1_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
FRS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5715
GSE213588_9_v_12_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
NKAIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47414
NATD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78399
TESMIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.89093
GSE118548_1_v_0_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
KCNIP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07312
GSE189789_0_v_1_oridonin_human	RummaGEO Drug Perturbation Signatures	1.0	null
C19orf73	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67323
SNX11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76945
ZNF394	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49514
B3GNT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00777
CHD7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36837
CALM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19596
FSTL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08894
DUS1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52379
HDAC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77886
ZNF83	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10693
FOXB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21957
SLC46A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58285
NME4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75133
SEPTIN7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22873
ASCC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21263
GSE158182_3_v_0_pnpla3_human	RummaGEO Gene Perturbation Signatures	1.0	null
NOL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	5.9248
GSE118548_1_v_2_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
UBE2Q2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40836
PMC12179525-mmc1.xlsx-Group_HNF4A_vs_Null_sign-Supplemental_Table_S1_Differentially_expressed_genes_in_HNF4A-transduced_cells_vs_Null_HNF4A	Rummagene Transcription Factor Associations 2026	1.0	null
STRADA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02117
RNF20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63713
B4GALNT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1503
NODAL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.71059
GSE213588_8_v_1_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
OXTR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25502
TRIM16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01786
ZFP92	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23625
RBFA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57801
NECTIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50243
C11orf58	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12955
HIC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51433
TMEM54	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7054
TRMT10C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57922
GP1BA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40299
TMEM127	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75062
ARV1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17518
ITGB1BP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52854
NFKB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03179
SLC27A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84733
ABHD17B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.77244
GSE158182_4_v_0_pnpla3_human	RummaGEO Gene Perturbation Signatures	1.0	null
SLC7A6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02931
GSE182680,GSE182683_10_v_12_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
H1-6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17819
UCHL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50787
CDH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53441
GSE153907,GSE153908_0_v_1_azathioprine_human	RummaGEO Drug Perturbation Signatures	1.0	null
STYX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78211
ARHGAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22357
SNRPG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.3201
GSE211128_9_v_6_angptl4_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC4407272-elife06857s002.xlsx-501M_BRG1-MITF_ComDown-List-Ensembl_gene_id_MITF	Rummagene Transcription Factor Associations 2026	1.0	null
ALG8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64845
MAPRE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.38456
DNAJC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89372
ZNF506	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4353
TMEM42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14858
AKR7A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90455
PSMB8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7255
ZNF542P	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.73681
TOP3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6302
KAT6A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.94019
PMC6499311-supp_gr.243345.118_Supplemental_Table_S8.xlsx-S8B_Het1A-HNF4A_2d_5x_open-Nearest_Ensembl_HNF4A	Rummagene Transcription Factor Associations 2026	1.0	null
GTF3C4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99215
NUP133	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.35876
GSE211128_7_v_6_angptl4_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE182680,GSE182683_10_v_4_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
NENF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83874
PMC12616242-can-24-3452_supplementary_table_s2_suppst2.xlsx-Up_bins-Up_bins_gaining_H3K27me3_in_hpMSC-EWSR1_FLI1_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
SENP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0266
TSPAN31	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72143
GSE168602,GSE168604_2_v_1_selumetinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE185519_6_v_0_gilteritinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
BBC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44711
KLF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32364
IRF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31248
GSE158182_5_v_7_pnpla3_human	RummaGEO Gene Perturbation Signatures	1.0	null
POLR2I	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45068
GSE135350_2_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
NPAS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47334
KIF26A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1466
ANKRD63	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87733
ACSL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61999
TRAM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69222
RAB5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92439
SLC6A9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84205
GSE186471_1_v_2_carnosol_human	RummaGEO Drug Perturbation Signatures	1.0	null
MFSD6L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05867
PPP1R16A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64018
DCANP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13289
ILKAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74303
AKAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34636
MOGS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30721
GSE135350_3_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
CIART	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7545
ZNF483	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16355
PMC6961462-NIHMS1544104-supplement-Sup_Tab.xlsx-Sup_Table_3_a-Supplementary_Table_3_Genes_Regulated_by_A_MYB_in_Humans_and_Macaques_Bold_genes_with_reduced_expression_in_Group_3_MYB	Rummagene Transcription Factor Associations 2026	1.0	null
RPE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32931
YAE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5319
NCOA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46834
GSE158182_3_v_7_pnpla3_human	RummaGEO Gene Perturbation Signatures	1.0	null
NOMO2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41362
ZNF331	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86301
GPR153	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82721
CNBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10236