association	dataset	threshold value	standardized value
PMC9387164-Table_2.XLSX-Sheet1-CLOCK_CLOCK	Rummagene Transcription Factor Associations 2026	1.0	null
TMCC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09184
LRRC75A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42719
ZGPAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37265
GSE94814_1_v_0_reck_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MAFG::NFE2L1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.3361
ZNF114	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59162
GSE244199,GSE244200_0_v_1_chmp5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TMED1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6597
GSE157282_0_v_1_doxorubicin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC12616242-can-24-3452_supplementary_table_s2_suppst2.xlsx-Down_bins-Down_bins_loosing_H3K27me3_in_hpMSC-EWSR1_FLI1_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-4cell_CTCF-Unnamed_3_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
PMC9712652-41525_2022_341_MOESM1_ESM.pdf-22-SKI_SKI	Rummagene Transcription Factor Associations 2026	1.0	null
IRX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34185
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-4cell_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_1_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
LPXN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04365
CACYBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00997
MFSD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06264
ABHD12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44875
PMC12354852-41467_2025_62818_MOESM3_ESM.xlsx-Sup_Data_10-Differentially_expressed_genes_in_TAF6L_KD_vs_Control_AR	Rummagene Transcription Factor Associations 2026	1.0	null
DDX3Y	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62084
GSE143782_6_v_5_calcitriol_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF341	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.8023
KIF22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45437
IRGQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5634
APOA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81109
ZNF331	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.9965
TSHZ3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83656
GSE63048_11_v_6_morc1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ATXN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87128
Granular insular cortex	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.761
ERMP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79057
GSE148252_7_v_6_npas4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FOXO4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09267
UBTD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79492
GSE175787_8_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC10170086-41598_2023_34519_MOESM6_ESM.xlsx-Shee2-The_differentially_expressed_genes_between_the_BARX2_high_and_BARX2_low_group_of_LIHC_patients_BARX2	Rummagene Transcription Factor Associations 2026	1.0	null
COL9A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57669
NANOG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10087
KLHL36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94564
Cardiovascular system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.34
WDR89	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19429
PMC12077596-NIHMS2076735-supplement-3.xlsx-ATAC_RNA_SFPQ_TFE3-WT_up-gene_TFE3	Rummagene Transcription Factor Associations 2026	1.0	null
TRMT11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2267
GSE180951_2_v_0_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
TRNAU1AP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62095
FZD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.60268
GSE175787_5_v_0_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
VAPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32708
UFC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32422
GSE130081,GSE130082_4_v_1_neil2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CXADR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77458
ARID4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81512
CISH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75015
ABCA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95994
SCRT1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.3661
Atf3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.533
MAPRE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.38456
NIPBL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70421
ZIC5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	68.9587
GSE148252_1_v_6_npas4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC10305740-pwac061_suppl_supplementary_table_s1.xlsx-FOXO3-knockout_bulk_RNA-seq-Differentially_expressed_genes_identified_in_bulk_RNA-seq_of_FOXO3-_-_vs_FOXO3_hMyotubes_FOXO3	Rummagene Transcription Factor Associations 2026	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-ICM_CTCF-Unnamed_1_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE226452_1_v_2_imiquimod_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TMEM14C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85943
GSE121824,GSE121826_0_v_8_scaf8_human	RummaGEO Gene Perturbation Signatures	-1.0	null
IMPDH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84758
PRXL2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5807
TCEAL9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57652
QSOX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34031
ATG9B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60037
MYB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.7944
SUZ12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30196
MANEAL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.89617
TRIAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53637
MIER3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23395
Jun	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	17.533
GSE199255,GSE199356_4_v_1_pds5a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE182179_5_v_3_kdsr_human	RummaGEO Gene Perturbation Signatures	-1.0	null
chr5_136206456_A_C_b38	GTEx eQTL 2025	1.0	1.01386
PMC8185471-mmc5.xlsx-SOX15KO_unique-Unique_up-_downregulated_genes_in_SOX15-_-_cells_Related_to_Figure_S7_SOX15	Rummagene Transcription Factor Associations 2026	1.0	null
PRKCB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49644
GSE174701_4_v_8_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
NDUFA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01001
ZNF417	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.3393
RAP2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96638
GSE154337_0_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GALNT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85786
GLS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15585
GSE175787_11_v_0_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
DIPK1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9295
GSE210580_0_v_12_rag2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE174751_0_v_1_postn_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TRAPPC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34575
GSE229580_2_v_1_creb1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Intrinsic component of synaptic membrane	COMPARTMENTS Text-mining Protein Localization Evidence Scores 2025	1.0	1.646
PMC12077596-NIHMS2076735-supplement-3.xlsx-ATAC_RNA_NONO_TFE3-WT_up-gene_TFE3	Rummagene Transcription Factor Associations 2026	1.0	null
Habenula	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.759
GSE245270_2_v_3_isoproterenol_human	RummaGEO Drug Perturbation Signatures	1.0	null
RNASE6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47218
PRDM7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17615
PCDHB14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9368
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE122990,GSE123061_0_v_1_urod_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KIF1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96801
Occipital pole	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.324
ITGB5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79068
KRT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87305
KDM4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8164
EDF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39992
SOX8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.94505
CLDN12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26915
Zfp961	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.3329
GSE225735_1_v_4_aldosterone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE225901_2_v_3_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_3_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
NSMF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15958
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-4cell_CTCF-Unnamed_1_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
WIPF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23241
OLFM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05065
FAM241B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33715
GSE190316,GSE190324_1_v_11_rbm4_human	RummaGEO Gene Perturbation Signatures	1.0	null
Disease of mental health	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.379
UBE2G1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.04511
chr5_136137257_T_C_b38	GTEx eQTL 2025	1.0	2.92668
ZNF623	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54483
GSE133683_3_v_0_doxorubicin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
NCOR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68897
SYNGR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57479
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
MSANTD3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.6077
GSS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0568
SIRT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92685
PMC12247205-13046_2025_3465_MOESM1_ESM.xlsx-Table_S4-Table_S4_Upregulated_genes_between_patients_with_high_and_low_ASH1L-AS1_expression_ASH1L	Rummagene Transcription Factor Associations 2026	1.0	null
GSE210580_0_v_2_rag2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Ascl2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	33.6032
E2F2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.2919
BACH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6649
GSE148252_1_v_4_npas4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
AK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20108
PRDM16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18467
GSE148252_5_v_4_npas4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE175787_5_v_9_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE175787_4_v_0_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
PARP8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61415
UBE3C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96452
GSE158502,GSE158506_3_v_0_fat1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE217541,GSE217543_0_v_2_tet1_human	RummaGEO Gene Perturbation Signatures	1.0	null
HNRNPCL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8028
PSME1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86704
GSE101239_3_v_2_valproic acid_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE142210_11_v_7_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
CABP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93637
MPHOSPH9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23419
Cocaine abuse	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.005
ZFP30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.12362
TSSK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98452
DMRT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79667
GSE262134_0_v_1_dnajc12_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF610	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	94.4472
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
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-ICM_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
ERCC6L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24832
GSE151412_2_v_1_sorafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF320	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	181.899
ATAD3C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.00567
MOSPD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.454
GSE210373_0_v_1_cntnap4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
AGTRAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09838
NFATC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42591
ZMIZ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75013
GSE140441_2_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
CTAGE6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9923
CORO1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75024
PMC9882185-media-4.xlsx-Neuron_KD-ID_AR	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.89731
GSE164463_2_v_1_pax6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CKAP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06772
GSE144500_7_v_6_ventx_human	RummaGEO Gene Perturbation Signatures	1.0	null
PPP3CA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99827
ZKSCAN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52683
GSE157383_3_v_2_abemaciclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
H3C2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98491
TFAP2C	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	167.79
GTPBP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6003
GSE101239_3_v_0_valproic acid_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
DDX60	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98238
ETV5::FOXO1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.7885
FIS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22744
SAMD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19323
POU3F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98808
chr5_136148500_C_T_b38	GTEx eQTL 2025	1.0	4.46663
F12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67726
KLRG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04204
UHMK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27615
AP2M1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0248
SUDS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31329
TADA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69777
CGAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64727
PMC9385264-NIHMS1828071-supplement-8.xlsx-AR-gene_symbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
TIRAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6991
PRPS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.82946
SLC9A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23935
GSE174701_4_v_3_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
SRCAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54436
ZNF701	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	80.081
ZBTB14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	47.9006
CCNJL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52566
TFAP2E	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	83.024
GSE125155_3_v_1_mecp2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
E2F4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.7004
JAG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16874
ERF::NHLH1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	46.8093
MACF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53115
WASHC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93155
GSE228992_0_v_1_mafb_human	RummaGEO Gene Perturbation Signatures	1.0	null
KHDC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41985
ZNF75D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74617
GSE153443_1_v_2_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
NHLH1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	65.3515
GSE181521_0_v_1_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ACTR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75243
ZNF624	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76894
Disease of anatomical entity	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.34
MRPS25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26179
NR2C2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.5935
Sleep disorder	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.379
PMC10181932-41588_2023_1366_MOESM4_ESM.xlsx-Supplementary_Table_2-Supplementary_Table_2_Additional_information_for_all_SOX9-dependent_genes_SOX9	Rummagene Transcription Factor Associations 2026	1.0	null
TMC6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2984
SP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41998
ASMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44095
RNF10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07091
GSE206729_5_v_1_trps1_human	RummaGEO Gene Perturbation Signatures	1.0	null
WDR75	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22282
GSE228894_0_v_1_rnmt_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TIGAR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94669
PITPNA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79533
TRAM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7268
KLF7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	72.9927
CCNYL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34759
RAB13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.92351
SLC44A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27022
SP7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15227
MXRA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72865
NAA35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52684
Disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.379
SMIM14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15981
Bach1::Mafk	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.1404
ZBTB8B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2294
CIC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75025
ZNF780B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69953
GSE101239_4_v_6_valproic acid_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
FKBP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61221
ZNF229	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4337
Olig2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	25.8698
GSE148252_5_v_6_npas4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NHLH2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	82.4601
ICAM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89788
GSE202434,GSE202438_2_v_5_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE101239_4_v_1_valproic acid_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ARTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01491
SPIC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71769
YY2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.3485
ATOSB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20235
IFI30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17322
VPS37B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40876
RALGDS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.29013
GSE202434,GSE202438_2_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC12186250-NIHMS2085662-supplement-3.xlsx-4111_TEAD4_peaks-Nearest_Ensembl_TEAD4	Rummagene Transcription Factor Associations 2026	1.0	null
CARMIL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51432
GSE131161_1_v_4_rarres1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC11811132-41598_2025_89334_MOESM5_ESM.xlsx-SOX4-fromNode_SOX4	Rummagene Transcription Factor Associations 2026	1.0	null
CORO1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32936
GPS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62564
RPE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32931
ENOSF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64729
GSE145915_0_v_2_pcm1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PROX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.0931
NTMT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97162
RIPPLY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62732
GSE216043_11_v_0_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
chr5_136137059_T_A_b38	GTEx eQTL 2025	1.0	2.01177
NFKBIA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28047
RETREG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51505
GSE248883_0_v_1_shmt2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
LYRM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48078
CAPN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16955
CBY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97427
GSE233112_2_v_0_doxorubicin_human	RummaGEO Drug Perturbation Signatures	1.0	null
MRPL9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4381
OTUD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06923
GSE175787_5_v_7_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TSHZ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75582
FNDC11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.40688
GSE99687_0_v_1_smad5_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE210580_0_v_7_rag2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TDGF1P3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28345
ZNF574	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	55.7534
FXR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68729
MYOG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.205
Heart conduction disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.34
BCR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47916
FOXC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9445
ACSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47254
PPP1R16A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64018
RNF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7738
GSE151412_2_v_3_sorafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ANAPC13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03596
GSE206729_2_v_1_trps1_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF587B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46631
PROKR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72705
GSE206729_4_v_1_trps1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GTPBP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39327
REST	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	73.6547
ESRRG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38277
RANBP10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17834
FEM1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62015
COA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0397
GSE216043_11_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE199606_5_v_0_ricin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Zic1::Zic2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	30.3725
INHA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63332
FAH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12717
ZNF708	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.8963
STUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44342
Spi1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	39.6833
CENPB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87922
PMC10123531-NIHMS1874945-supplement-Table_S6.xlsx-SOX2_BCAT_cobound_peaks-Gene_Name_SOX2	Rummagene Transcription Factor Associations 2026	1.0	null
FAM47E	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44114
JADE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27103
ASCL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	68.2728
ZIK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29788
GSE149035_2_v_5_hepacam_human	RummaGEO Gene Perturbation Signatures	1.0	null
Parahippocampal gyrus	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.867
GSE216043_11_v_6_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
OGFRL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61361
GSE65617_2_v_3_aire_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FXYD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98208
GSE128054_1_v_0_myt1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE171352_2_v_3_glucagon_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SMPDL3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8931
PRKRIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9559
SHCBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66041
TGFBR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91576
GSE205163,GSE205164_5_v_6_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE238116_3_v_2_egr1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SNAI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.5562
TFAP4::FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.7947
CNOT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06211
GSE210580_4_v_6_rag2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BHLHE22	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	46.8733
AGPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52159
GSE192513,GSE192515_2_v_0_atg16l1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TFAP2A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	182.271
SS18L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26958
SLC39A13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40268
Zic3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	35.4
DZIP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83222
ATF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77652
INSM1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.2083
ZNF614	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23718
ESR1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.1654
CTAGE15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32053
MLLT6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.09952
MAF::NFE2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.9046
DDX19A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81524
CBX7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87273
GSE216043_11_v_9_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF555	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56455
Nr1h3::Rxra	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	23.9046
GSE188870,GSE188871_1_v_5_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
RMND5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71812
Atrial fibrillation	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.34
FGFR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0888
CCDC71	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76428
GSE84148,GSE96938_0_v_2_nrros_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF677	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.8444
PPP1R12C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11342
Piriform area	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	0.756
SEPTIN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9302
SACS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94904
GSE242521,GSE242522_0_v_1_mettl3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PLAG1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	91.9444
GSC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95975
TFAP2B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	165.556
GSE175787_8_v_2_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CAMK2N2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96251
NR2E3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13236
DPH6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59607
GSE242333_0_v_2_sorafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
chr5_136172692_A_G_b38	GTEx eQTL 2025	1.0	1.13918
SEPTIN7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22873
GSE225901_0_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE234043_3_v_1_abcb1_human	RummaGEO Gene Perturbation Signatures	1.0	null
ACTR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32837
GSE162892_4_v_0_isox_human	RummaGEO Drug Perturbation Signatures	1.0	null
COA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27302
PMC6335596-mmc2.xlsx-RNA-seq_Day_12_GATA6_Het-Genes_significantly_differentially_expressed_between_H9_and_GATA6_4ins_at_day_12_in_RNA-seq_GATA6	Rummagene Transcription Factor Associations 2026	1.0	null
TULP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00643
TRAIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46739
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-ICM_CTCF-Unnamed_3_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
SPTSSB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3408
E2F1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.8554
GALNT12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97123
PMC8185471-mmc7.xlsx-DEGs-SOX15_peaks-Day_6_SOX15-_-_upregulated_and_downregulated_genes_nearby_SOX15_CUT_Tag_top_10k_peaks_Related_to_Figure6_SOX15	Rummagene Transcription Factor Associations 2026	1.0	null
MKS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51677
GSE199255,GSE199356_4_v_5_pds5a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PAN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60924
Claustrum	TISSUES Text-mining Tissue Protein Expression Evidence Scores 2025	1.0	1.716
KAT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04612
GSE158458_2_v_1_sorafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE129241_3_v_0_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZIC4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	61.0181
Neurod2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	31.836
ZNF41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99376
GSE142232,GSE142234_0_v_2_gcgr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SOD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26396
CER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04528
GSE157555,GSE157556_3_v_2_foxa2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HMCES	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89816
KLF13	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	37.2008
ATOH8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43052
CEP131	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20703
ZIC1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	58.329
PMC6855629-pone.0225186.s008.xlsx-Sheet1-DEGs_upregulated_in_SK-N-SH_MEIS1_OE_MEIS1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE184892_0_v_5_trehalose_human	RummaGEO Drug Perturbation Signatures	1.0	null
HIF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.74489
Heart disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.34
MAFK	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.1168
RRAS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40371
GSE199255,GSE199356_4_v_2_pds5a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GNPNAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14977
INPPL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6858
GSE202434,GSE202438_6_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE192513,GSE192515_1_v_0_atg16l1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Zic2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	26.4359
LONP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35848
GSE131161_1_v_0_rarres1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE175787_8_v_9_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE65617_5_v_3_aire_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF460	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	118.865
SCRT2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.8798
SYNGR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86415
RPS21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55447
GSE216043_11_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GTF2IRD2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.02323
HNRNPM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44762
GSE115363_2_v_0_esrrb_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF454	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	141.489
GSE228894_0_v_2_rnmt_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE100217_1_v_3_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
RECQL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64004
SLC38A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64104
XBP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.0665
TYRO3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0017
SMIM20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05504
PMC12500934-41408_2025_1358_MOESM3_ESM.xlsx-Table_S6-DEGs_p_0_05_between_surviving_or_deceased_DLBCL_patients_that_received_R-CHOP_therapy_DDIT3	Rummagene Transcription Factor Associations 2026	1.0	null
GSE206093,GSE206094_1_v_3_isl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE206729_3_v_1_trps1_human	RummaGEO Gene Perturbation Signatures	1.0	null
RIC8B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88613
GSE210885_5_v_6_klf4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE244233_1_v_0_quercetin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PARP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60652
GSE133763_0_v_2_chd1_human	RummaGEO Gene Perturbation Signatures	1.0	null
MAP3K20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34614
ZNF93	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	124.103
KCNA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9602
RRS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26082
SMARCAD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66854
PMC9882185-media-4.xlsx-Neuron_KD-gene_name_AR	Rummagene Transcription Factor Associations 2026	1.0	null
NAGS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80091
GSE224556,GSE224557_6_v_1_aire_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12123029-41598_2025_3625_MOESM1_ESM.pdf-1-EMX2_EMX2	Rummagene Transcription Factor Associations 2026	1.0	null
GSE229671,GSE229673_3_v_1_yrdc_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE162892_4_v_0_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
Seasonal affective disorder	DISEASES Text-mining Gene-Disease Association Evidence Scores 2025	1.0	1.123
OAZ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98409
GSE233112_2_v_3_doxorubicin_human	RummaGEO Drug Perturbation Signatures	1.0	null
LLPH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64776
NUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7888
PER3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39762
RNF138	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96814
ZNF727	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.06846