association	dataset	threshold value	standardized value
NOZ	DepMap CRISPR Gene Dependency	1.0	3.82257
GSE110178_1_v_7_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE110178_2_v_6_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE145311_0_v_2_glutathione_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE186810,GSE186813_7_v_0_furin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE192689_0_v_3_ricin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
AARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.38013
DACT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03081
GSE232836_2_v_6_morphine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
AGRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02953
GSE184902_3_v_0_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PALB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22501
HES2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.0251
Pparg::Rxra	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	34.4379
SYCP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17386
GSE139239_2_v_5_ddr1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE211983_1_v_3_nicotine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
SENP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47721
GSE214823,GSE214824_0_v_2_crtc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
OCIMY5	DepMap CRISPR Gene Dependency	1.0	4.87196
Nr2e3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	15.0
GSE60691_2_v_1_glutamine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE62292,GSE62295_2_v_0_col4a3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
DMRT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06874
GSE246053_1_v_3_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
HES5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.117
GSE120336_1_v_2_tamoxifen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
SKNO1	DepMap CRISPR Gene Dependency	1.0	2.18229
GSE93674_2_v_3_ezh2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE215351,GSE215794_7_v_0_kdm8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE137144_5_v_7_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF816	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	66.5394
GSE224877_3_v_0_pctp_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE158815_5_v_3_trib1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF701	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	78.2727
ETS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.0437
GSE161295_2_v_5_cdk8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
OVCA420	DepMap CRISPR Gene Dependency	1.0	2.81341
PANC0813	DepMap CRISPR Gene Dependency	1.0	2.43168
GSE189653,GSE203344_5_v_3_fluoxetine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ELK1::SREBF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	42.0572
GSE184479_3_v_2_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE210655_3_v_0_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ZBTB14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.3906
PMC12356745-12015_2025_10896_MOESM2_ESM.pdf-639-ENSG00000181135_ZNF707	Rummagene Transcription Factor Associations 2026	1.0	null
GSE151494_1_v_4_nrp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PROSER2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02677
OCILY18	DepMap CRISPR Gene Dependency	1.0	2.45306
ZNF263	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.4983
MHHNB11	DepMap CRISPR Gene Dependency	1.0	2.23247
GSE126762_1_v_0_klf15_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
HCC1419	DepMap CRISPR Gene Dependency	1.0	5.41695
GSE186810,GSE186813_7_v_0_furin_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Tfcp2l1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	37.2363
UBXN8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02585
MM160113	DepMap CRISPR Gene Dependency	1.0	2.43564
GSE149124,GSE149128_2_v_1_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TP53	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.0361
KMS18	DepMap CRISPR Gene Dependency	1.0	2.43238
GSE127790_6_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
VCP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86257
GSE186810,GSE186813_7_v_5_furin_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RBSN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20567
KARPAS1718	DepMap CRISPR Gene Dependency	1.0	2.50298
GSE111138,GSE111149_1_v_0_runx3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GLIS2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	87.7374
CAMA1	DepMap CRISPR Gene Dependency	1.0	4.66795
PSMB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44051
GSE199644_3_v_2_palmitic acid_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SP4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	268.745
SMARCB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46967
DCAF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55425
GSE190186,GSE190188_0_v_10_apoe_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MTIF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05923
RFC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.3513
JJN3	DepMap CRISPR Gene Dependency	1.0	3.30914
GSE210885_3_v_7_klf4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NCIH2291	DepMap CRISPR Gene Dependency	1.0	2.23167
GSE179002_4_v_7_caprin1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SNU1196	DepMap CRISPR Gene Dependency	1.0	2.79706
GSE192663_3_v_5_acly_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE229978_4_v_1_morphine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GLIS3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.1794
GSE214823,GSE214824_0_v_1_crtc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE164757,GSE164759_4_v_3_trametinib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE113106_2_v_1_dnm2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.4316
ZBTB46	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9404
GSE153189_1_v_3_interferon gamma_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE112763,GSE112767_0_v_1_dgcr8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TAF15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17566
ALDH16A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46351
GSE189653,GSE203344_4_v_3_fluoxetine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MOLM13	DepMap CRISPR Gene Dependency	1.0	4.28934
GSE173578_1_v_0_atf4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
EBF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.9995
ETV5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.5235
RPS13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16154
GSE120413,GSE120447_0_v_2_bap1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE232223_1_v_0_letmd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
JRK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09995
FMNL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7229
DDX10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43341
WAOSEL	DepMap CRISPR Gene Dependency	1.0	3.69686
GSE228181_4_v_5_idh1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
LARP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61537
GSE146962_0_v_1_glucosamine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
INAFM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23552
GSE180200,GSE180201_15_v_1_qpctl_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NUP37	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20935
PMC11754605-41467_2025_56327_MOESM3_ESM.xlsx-R157F_vs_MSX1-Gene_name_MSX1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE111035,GSE111040_10_v_12_plag1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZC3H13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05738
GSE112761,GSE112767_1_v_3_ddx6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE217405_3_v_2_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE124410_2_v_4_stk40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SW982	DepMap CRISPR Gene Dependency	1.0	3.38816
GSE168458_1_v_3_disulfiram_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE148066,GSE157787_2_v_1_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TFAP2E	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	53.1805
SLFN13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03858
SLC25A44	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.05612
GSE200352_9_v_6_pparg_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TRAK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02223
GSE144838_1_v_8_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE179002_4_v_1_caprin1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE152666,GSE152668_2_v_1_carm1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE209598_0_v_3_tgfbr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MOLM14	DepMap CRISPR Gene Dependency	1.0	3.43948
QARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43388
ELK3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.256
GSE183251_4_v_0_cyp2c70_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
COGAR359	DepMap CRISPR Gene Dependency	1.0	2.77475
GSE144838_7_v_8_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE134412_0_v_1_siah2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF530	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	102.461
NTERA2CLD1	DepMap CRISPR Gene Dependency	1.0	2.45511
GSE138019_3_v_2_nudt12_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE129370_2_v_3_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF844	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21407
GSE198165,GSE198166_0_v_2_zfp266_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KLF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	182.94
HCC1143	DepMap CRISPR Gene Dependency	1.0	2.2336
TCFL5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.5536
GSE183994_3_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE112860_3_v_4_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SNU668	DepMap CRISPR Gene Dependency	1.0	3.40895
SPOPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53711
GSE200320_3_v_2_mfge8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE179002_3_v_1_caprin1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE201217_2_v_1_usf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE183994_1_v_0_scml2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF229	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21637
GSE220520_3_v_9_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
HEY2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.3904
ZNF93	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	153.75
HDAC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.97867
PATZ1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	372.003
GSE124048,GSE124067_1_v_0_irf6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CHTOP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22523
HEATR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21724
GSE211931_2_v_3_ncoa4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TOMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48998
ATP11C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10424
GSE179031_0_v_1_foxp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151782_2_v_5_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
EW7	DepMap CRISPR Gene Dependency	1.0	2.72728
GSE184884_2_v_1_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE201217_3_v_1_usf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE255432_4_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
CFP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47355
GSE202587_1_v_2_xrn1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
DBX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10882
Stat6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.8704
CCNT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01335
ACAA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02976
PYM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13076
NHLH2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	88.66
GSE95685_2_v_5_tcpobop_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC12774775-mmc2.xlsx-PAR_RARG_merge_q5_Narrow_subKO-Gene_Symbol_RARG	Rummagene Transcription Factor Associations 2026	1.0	null
TPX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01048
MYF5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.6031
GSE254848_4_v_3_ptges_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE129389_0_v_6_tropifexor_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE190322,GSE190324_3_v_4_rbm4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE206400_1_v_0_nusinersen_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
KLF10	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	262.142
GSE199606_3_v_4_ricin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE95602_3_v_0_hsf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE86507,GSE86509_7_v_1_hoxb7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE237812,GSE237813_3_v_2_hmgb2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MSTO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21306
ZNF320	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	356.467
MAP4K3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07848
GSE189653,GSE203344_2_v_1_fluoxetine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SULT1A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34984
UQCRHL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57763
ARC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29354
POLR3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2642
OGA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17367
DELE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39411
GSE193282_2_v_0_cd44_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KLF7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	160.577
SCS214	DepMap CRISPR Gene Dependency	1.0	3.1923
GSE119694_1_v_0_lifr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.307
GSE114232_8_v_11_mavs_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE246053_4_v_3_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE144838_7_v_5_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NIPBL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24849
GSE119564_2_v_0_zfp217_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE129389_0_v_5_tropifexor_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE124410_2_v_5_stk40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE192689_0_v_1_ricin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
COV413A	DepMap CRISPR Gene Dependency	1.0	2.26446
TNFRSF11A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26183
SW1463	DepMap CRISPR Gene Dependency	1.0	3.24137
GSE84148,GSE96938_0_v_2_nrros_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PLAG1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	184.889
CHTF18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72793
MDAMB453	DepMap CRISPR Gene Dependency	1.0	4.14759
Smad4	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.228
Stat2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	126.651
GSE140607_3_v_6_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE214596,GSE214598_1_v_0_rosiglitazone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF417	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.2262
APLNR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06253
GCC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06079
GSE151782_6_v_5_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE186810,GSE186813_7_v_5_furin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
HCC1187	DepMap CRISPR Gene Dependency	1.0	4.62712
GSE158285_0_v_1_ddx5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE220520_6_v_9_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PSMB7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32919
LSM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01657
GSE131798,GSE131804_1_v_0_igf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NCOA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.33941
FARAGE	DepMap CRISPR Gene Dependency	1.0	2.21548
ZSCAN31	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.1352
GSE158815_1_v_3_trib1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
KDM7A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07633
GSE210580_5_v_7_rag2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CNOT11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48273
MPZL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06934
CDYL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0045
GSE195513_0_v_3_cpeb1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NCIH23	DepMap CRISPR Gene Dependency	1.0	3.96981
GSE173262_6_v_0_ash1l_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE148066,GSE157787_2_v_4_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MARVELD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69714
GSE112762,GSE112767_2_v_0_dgcr8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SP2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	252.394
CAMKV	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47163
GSE131798,GSE131804_2_v_0_igf1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE100732,GSE100733_0_v_1_lrpprc_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151782_4_v_5_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE226316_11_v_2_tead2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KLF15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	84.0082
RHBDD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59804
GSE144838_1_v_5_egfr_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE200687,GSE200688_1_v_0_sox15_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ROS50	DepMap CRISPR Gene Dependency	1.0	3.27258
GSE122101,GSE122103_0_v_1_ssu72_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE73562,GSE73563_1_v_2_preb_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE70883,GSE71179_0_v_1_pbx1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TFDP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.9173
GSE193588_1_v_2_pax3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE244072_10_v_9_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PSMC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.91674
F5	DepMap CRISPR Gene Dependency	1.0	4.42734
KLF12	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	278.357
EWS502	DepMap CRISPR Gene Dependency	1.0	2.35964
ZFP14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	73.2763
GSE145323,GSE145324_1_v_0_rfx3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE221020,GSE221023_2_v_1_pten_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MED7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21627
GSE138019_4_v_5_nudt12_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE110178_1_v_0_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
SP1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	294.911
NSRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74403
HCC70	DepMap CRISPR Gene Dependency	1.0	4.4885
USP33	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.97911
PACS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40676
ATP5MG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07612
GGT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08139
GSE117042_0_v_3_tunicamycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
NB17	DepMap CRISPR Gene Dependency	1.0	2.39257
HES1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.6467
TNFRSF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78912
FZD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.86079
CARMIL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08647
GSE110178_1_v_6_tranylcypromine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ETS2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.6328
MFAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41831
GSE248858_1_v_7_tcpobop_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TRNT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42422
PEO4	DepMap CRISPR Gene Dependency	1.0	2.41917
GSE174586_0_v_1_slc4a11_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
IARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73886
HAUS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37759
GINS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01545
HCC1937	DepMap CRISPR Gene Dependency	1.0	4.76489
RBMX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26418
ZNF324	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93555
MET	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71083
HT1080	DepMap CRISPR Gene Dependency	1.0	2.16128
GSE144796_3_v_0_linagliptin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE113106_2_v_4_dnm2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF281	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	333.895
CDK2AP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05457
GSE203308_14_v_3_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE226316_1_v_2_tead2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FEV	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.9052
MEL270	DepMap CRISPR Gene Dependency	1.0	4.63181
TAF1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24694
NCBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50247
NCIH1944	DepMap CRISPR Gene Dependency	1.0	2.89548
GSE62843,GSE64371_2_v_5_furan_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE199899_1_v_0_diethylnitrosamine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
PPIL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5369
EBF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.5184
PRDM9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	168.167
ATP8B2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03677
GSE247764_5_v_2_nell2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NOTCH4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07682
ZNF549	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	46.3686
GSE184902_3_v_0_adipor1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Tcf12	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.5421
SEC62	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0817
Dmbx1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.4611
GSE110524_2_v_5_metformin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE183271_5_v_0_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
HINFP	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.7104
GSE92589_0_v_1_sirolimus_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE77178_1_v_3_ccnd1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE42805,GSE42811_2_v_3_cocaine_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
FBXW9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14897
GSU	DepMap CRISPR Gene Dependency	1.0	2.14021
LSM11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55651
GSE202587_1_v_0_xrn1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE148066,GSE157787_3_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE184902_4_v_1_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE151782_1_v_5_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12356745-12015_2025_10896_MOESM2_ESM.pdf-190-ZNF707_ZNF707	Rummagene Transcription Factor Associations 2026	1.0	null
GSE93674_2_v_0_ezh2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE160246_0_v_5_cpeb4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE122215,GSE122217_0_v_2_peg10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE174735_1_v_3_il22_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158456_1_v_3_furin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF574	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.1787
GSE130383_1_v_0_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TMEM267	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10501
GSE230656_0_v_1_gsdmd_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE113106_0_v_5_dnm2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE122711_1_v_0_mpc1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE211931_0_v_3_ncoa4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PTPN14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11607
GSE160077,GSE160084_3_v_0_bin1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE247862,GSE247863_0_v_5_eomes_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF454	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	201.313
RTL8A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28858
INTS7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73994
R3HCC1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23995
GSE202603_3_v_2_bhlhe40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
JUND	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15567
OXCT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.52027
GPD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64212
D502MG	DepMap CRISPR Gene Dependency	1.0	2.28934
PMC12774775-mmc2.xlsx-PAR_RARG_merge_q5_Narrow_subKO-ENSEMBL_ID_RARG	Rummagene Transcription Factor Associations 2026	1.0	null
GSE214823,GSE214824_4_v_1_crtc2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ERF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.8566
GSE188870,GSE188871_4_v_5_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE104508_0_v_3_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HCC1395	DepMap CRISPR Gene Dependency	1.0	2.23451
NCIH2004RT	DepMap CRISPR Gene Dependency	1.0	2.118
C22orf15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14604
GSE214823,GSE214824_3_v_1_crtc2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF257	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	47.8976
FIBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45008
GSE102675_2_v_1_atf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Nfe2l2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.1157
VDAC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90865
GSE201217_4_v_1_usf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SELENOK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39946
GSE100102_2_v_6_cgas_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ARFRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06492
GSE63048_11_v_5_morc1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE202284,GSE202289_3_v_4_bmal1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
NFATC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10174
THAP10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46021
GSE157555,GSE157556_0_v_6_foxa2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MUTYH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24378
GSE157904_3_v_1_doxorubicin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE144231_4_v_5_cxcr2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE147959,GSE147960_5_v_3_stat1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE188870,GSE188871_4_v_3_kat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KLF14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	225.389
GSE217405_3_v_2_osimertinib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
E2F6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	86.8766
KLF5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	105.366
ZNF524	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.0455
RPS26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.208
SYO1	DepMap CRISPR Gene Dependency	1.0	3.64728
GSE86507,GSE86509_7_v_9_hoxb7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SCML4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19711
GSE158431_2_v_0_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE244072_10_v_3_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE184902_4_v_1_adipor1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE86507,GSE86509_7_v_2_hoxb7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
URB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70792
GSE173810_0_v_3_igf2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TUBGCP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08352
RIPK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8835
ETV3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.9251
CTCFL	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	41.1647
GSE114232_8_v_6_mavs_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE124410_6_v_4_stk40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE164463_0_v_1_pax6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
C21orf58	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02443
GSE100102_2_v_5_cgas_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC11754605-41467_2025_56327_MOESM3_ESM.xlsx-R157K_vs_MSX1-Gene_id_MSX1	Rummagene Transcription Factor Associations 2026	1.0	null
PWP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2141
VASH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45615
GSE179974_3_v_0_carboplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE216326_2_v_0_sulodexide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF775	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22449
RL952	DepMap CRISPR Gene Dependency	1.0	2.07418
CTNNBL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5164
GSE139427_2_v_1_ibrutinib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE164521_0_v_1_nitric oxide_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE137144_4_v_6_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158456_2_v_3_furin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
VDAC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03461
WM3772F	DepMap CRISPR Gene Dependency	1.0	3.4645
FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1414
GSTCD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01067
GSE166317_2_v_0_j147_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE160246_0_v_7_cpeb4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
HES7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.0397
INTS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82986
GSE104508_0_v_1_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF879	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12477
BSX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31435
DNAJC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47202
GSE151494_8_v_3_nrp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE149075_1_v_4_foxa2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE247862,GSE247863_0_v_3_eomes_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MEC1	DepMap CRISPR Gene Dependency	1.0	2.0885
769P	DepMap CRISPR Gene Dependency	1.0	2.20389
CSTF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30608
SUPT6H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51166
RBM28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13269
ZNF253	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03394
GSE67266_2_v_4_etoposide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
CDK16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62033
MEL202	DepMap CRISPR Gene Dependency	1.0	2.25356
GSE95688_1_v_0_glutathione_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE203308_14_v_0_brf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE199606_1_v_4_ricin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BCORL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24628
MED9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20995
GSE147943_0_v_3_cited2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE119564_2_v_3_zfp217_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ARID4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33017
GSE247862,GSE247863_4_v_1_eomes_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
LAMP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50923
TTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.19351
NCIH358	DepMap CRISPR Gene Dependency	1.0	2.38274
Spz1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.75
BTG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31316
GSE173262_2_v_0_ash1l_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PANK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29267
ALKBH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08245
PMC11754605-41467_2025_56327_MOESM3_ESM.xlsx-R157F_vs_MSX1-Gene_id_MSX1	Rummagene Transcription Factor Associations 2026	1.0	null
AIRE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0381
GBGT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01533
PMC11754605-41467_2025_56327_MOESM3_ESM.xlsx-R157K_vs_MSX1-Gene_name_MSX1	Rummagene Transcription Factor Associations 2026	1.0	null
GSE93309_5_v_4_prmt1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE93309_5_v_0_prmt1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TE8	DepMap CRISPR Gene Dependency	1.0	2.97904
GSE196110_1_v_2_ndrg3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE62843,GSE64371_4_v_0_furan_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ZFP42	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.0086
SNAI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.2546
NUP210	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06454
MTO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1768
HES6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.6347
ATP5F1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12665
GSE206870,GSE206872_1_v_5_ascl1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE112763,GSE112767_0_v_3_dgcr8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ATP1B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57919
GSE124410_6_v_0_stk40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
COLO205	DepMap CRISPR Gene Dependency	1.0	2.69081
SH4	DepMap CRISPR Gene Dependency	1.0	2.71079
KPNYS	DepMap CRISPR Gene Dependency	1.0	3.86819
LPS141	DepMap CRISPR Gene Dependency	1.0	2.64271
GSE220520_5_v_2_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null