association	dataset	threshold value	standardized value
BRD-A19912945	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.26245
GSE127790_10_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CFAP119	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.69614
BRD-K92210988	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.00542
GSE255432_7_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SMARCA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01711
GSE139992_1_v_0_mboat7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K47694606	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.3049
BRD-K09250623	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.35492
GSE184892_7_v_1_trehalose_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K95323755	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.64283
GSE109285_3_v_2_glucagon_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
COG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03723
autophagy of mitochondrion	GO Biological Process Annotations 2025	1.0	null
GSE228162_2_v_5_nr2f6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE247862,GSE247863_0_v_3_eomes_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KLF6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.2974
GSE206729_4_v_0_trps1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158834_10_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K61439686	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.70083
GSE154464_1_v_2_cdk6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC8020666-pnas.2015855118.sd11.xlsx-LPS_strongerResponse-Chimp_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE178714_5_v_0_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SCRT1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0404
BRD-K47165178	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.25245
GSE60217_1_v_2_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NKX2-2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.7546
GSE138019_3_v_2_nudt12_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MBD3L4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84657
BRD-K28446462	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.2486
BRD-K62807053	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.52317
GSE162892_3_v_2_isox_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE202434,GSE202438_10_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE227592_10_v_3_adar_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BCL6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62179
GSE131649_2_v_3_hemin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DCAF11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75468
CRCGN015_MCF10A.TP53.M_24H:G22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.78955
BRD-K34256721	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.28251
PMC7392169-jjaa022_suppl_supplementary_file_2.xlsx-LPS_p_0_06-Unnamed_6_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K13012097	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37065
BRD-K26122955	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12236
PMC9846571-Table_1.xls-1-NFE2L2_NFE2L2	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K63299069	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21519
GSE207914_5_v_6_nudt7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-A36938160	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.13189
CRCGN017_MCF10A.WT.HP_24H:P05	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-3.60462
BRD-K17749779	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27295
BRD-K64626569	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.39796
DMRTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.33114
RNF208	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15552
BRD-K56055036	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4076
BRD-K63614330	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.36597
BCL9L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23595
KLHL12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61121
ELF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.3391
GSE240439_1_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
CCT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91454
BRD-K01639343	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.47755
BRD-K86143816	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.97591
GSE157383_6_v_1_abemaciclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN008_HEPG2_24H:D11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.7437
APEX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02534
CDKN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23029
BRD-K26431593	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.08727
GSE149124,GSE149128_3_v_0_cdk7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GTEx BloodVessel 20-29 vs 60-69	GTEx Tissue-Specific Aging Signatures	1.0	19.3845
GSE178714_6_v_0_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K60812542	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.45945
BRD-K82324807	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.0012
BRD-K05261060	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.99689
GSE218580_1_v_5_fentanyl_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K66089377	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26738
BRD-K30058879	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1325
BATF::JUN	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.8532
PUM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32475
GSE182680,GSE182683_10_v_4_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE102675_3_v_0_atf3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE158834_7_v_13_palm_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE168473_0_v_1_isoniazid_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE237040_4_v_1_notch3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Glycerophospholipid metabolism	KEGG Pathways 2026	1.0	null
BRD-K39543844	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.26364
BRD-K56536691	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04986
PPP1R12A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.69088
GSE158834_1_v_3_palm_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K47784292	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.99564
BRD-K37931645	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.59461
ARPC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12254
GSE178714_3_v_2_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE178714_3_v_4_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE120370_0_v_6_thrombin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN015_MCF10A.TP53.M_24H:F17	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.09625
cephalothin	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.72167
GSE119564_2_v_0_zfp217_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE186767_1_v_0_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GTEx Brain 20-29 vs 50-59	GTEx Tissue-Specific Aging Signatures	1.0	6.97859
CRCGN015_MCF10A_48H:G18	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.183
CUL4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86284
BRD-A59391763	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09471
GSE248858_1_v_3_tcpobop_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K45495870	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.11538
GSE147366_1_v_4_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE155852_0_v_1_apigenin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K35441510	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21745
BRD-K76263570	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.0883
DBF4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1046
GSE237040_6_v_1_notch3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
USF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.5544
GSE208254_3_v_2_irf8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151782_3_v_0_aim2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE183327,GSE183328_1_v_0_ddit3_human	RummaGEO Gene Perturbation Signatures	1.0	null
SHKBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89648
lysophosphatidic acid acyltransferase activity	GO Molecular Function Annotations 2025	1.0	null
PMC12120114-41525_2025_502_MOESM1_ESM.pdf-396-SOX4_SOX4	Rummagene Transcription Factor Associations 2026	1.0	null
GSE111247_14_v_4_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K47391428	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.96308
BRD-K12202458	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.76592
BRD-K59272984	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.53983
GSE84148,GSE96938_0_v_1_nrros_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SNAI2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.9715
BRD-K87080232	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16337
ZNF75D	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.0664
BRD-K51323894	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.01104
GSE120370_4_v_3_thrombin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE165122_2_v_1_metformin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
FOSL1::JUN	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.5233
BRD-K18519621	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.69054
BRD-K32439647	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16159
BRD-K99125195	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.31135
GSE165122_0_v_3_metformin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ATG12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04096
BRD-K63892351	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.65322
STAMBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10583
cardiolipin metabolic process	GO Biological Process Annotations 2025	1.0	null
FOXH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34676
GSE75209,GSE75212_0_v_1_halofuginone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.TP53.M_24H:A17	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.63268
GSE147876,GSE147877_2_v_8_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K99048639	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.35914
GSE133505_5_v_4_myf6_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE142684_3_v_6_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CSDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20397
GSE171175,GSE171181_1_v_2_e7107_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K19474742	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02924
GSE147876,GSE147877_2_v_11_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GTEx AdiposeTissue 20-29 vs 30-39	GTEx Tissue-Specific Aging Signatures	1.0	5.29037
GSE232564,GSE232566_0_v_2_nsd2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120413,GSE120447_0_v_1_bap1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K11016405	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.43511
GSE141328_3_v_2_rock2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE159206_1_v_3_drd5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SC5D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26976
CRCGN017_MCF10A.TP53.M_24H:A14	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.07712
BRD-K19523037	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.09062
BRD-A56427952	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02346
GSE246053_4_v_3_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE100316_0_v_2_mtor_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE142684_4_v_7_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K51087734	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05235
GSE158834_12_v_8_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K37506332	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23748
BRD-K05886700	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37363
BRD-K91593159	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46813
ZNF175	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.1836
GSE184210_0_v_3_glucagon_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K30284601	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.1502
BRD-K76617730	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06102
GSE202603_0_v_2_bhlhe40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF582	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.6587
GSE147876,GSE147877_4_v_3_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE160817_4_v_9_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
1-acylglycerol-3-phosphate O-acyltransferase activity	GO Molecular Function Annotations 2025	1.0	null
BRD-A06327019	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27916
ARCN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37559
BRD-K44562105	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.13066
BRD-K16717067	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.37875
BRD-K98061543	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.30665
CRCGN017_MCF10A.WT.HP_24H:A17	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.76275
BRD-K38929751	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.02938
BRD-K47471281	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.11484
GSE143782_3_v_11_calcitriol_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE182680,GSE182683_10_v_11_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC10602967-18_2023_4927_MOESM3_ESM.xlsx-DDX5_17_KD_HEK293-Unnamed_1_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE60217_1_v_9_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE218879_1_v_2_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
cristae formation	GO Biological Process Annotations 2025	1.0	null
MYOD1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.138
BRD-K83244979	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.12585
BRD-K39664334	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06497
PMC11769652-EHF2-12-250-s001.xlsx-Sheet1-ZEB1_ZEB1	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF274	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.1107
LITAF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06958
GSE147366_1_v_0_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K89142472	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00659
GSE98831_1_v_0_brca1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K02371763	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.51741
GSE180185_4_v_10_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PGM2L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47571
GSE95688_7_v_2_glutathione_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K09248459	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.76498
GSE142588_2_v_0_cinobufagin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE199899_1_v_0_diethylnitrosamine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
EXOC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14421
BRD-K09337184	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33105
BRD-K13627844	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.266
GSE148200_1_v_5_gemcitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66949
GSE193351_1_v_0_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.WT.HP_24H:O09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.9807
BRD-K48749255	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.9326
GSE114685_1_v_0_grin2b_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE118077_4_v_2_sprr5_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE152050,GSE152052_1_v_0_arid1a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158834_2_v_9_palm_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE151782_6_v_5_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FNBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.05269
BRD-K07697589	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.60899
BRD-K27224038	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.2881
FOS::JUN	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.8301
BATF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.7735
BRD-K29702569	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05591
BRD-K04928505	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03536
BRD-K56034970	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.19415
BRD-K18462967	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18663
BRD-K64992851	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.37817
GSE158834_2_v_13_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE221356_1_v_0_tfeb_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BCL11A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.151
GSE146612_1_v_0_amiodarone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE158834_7_v_5_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
SCML2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37659
CCDC59	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07151
BRD-K24743998	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.32778
GSE136622_6_v_3_srpk3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE141624_3_v_0_cocaine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE175787_11_v_0_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Coenzyme A	MW Enzyme Metabolite Associations	1.0	null
GSE120413,GSE120447_0_v_5_bap1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZEB1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.3741
BRD-K01009153	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24044
BRD-K12260399	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.2131
GSE216273,GSE216292_14_v_7_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-A76905089	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34326
GSE195559_2_v_7_notch1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K03730976	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03347
GSE158834_12_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K70154746	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.17574
BRD-K21695872	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.15404
BRD-K02778838	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.02465
GSE164757,GSE164759_1_v_2_trametinib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN008_HEPG2_24H:P05	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.07417
BRD-K24124047	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24955
BRD-K92812209	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.53427
GSE124014_0_v_1_nnmt_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN010_HEPG2_24H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.52656
BRD-K90697692	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.69277
GSE202744_1_v_3_toyocamycin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K05786443	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.85443
BRD-K86453556	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.21518
CRCGN017_MCF10A.WT.HP_24H:C21	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.99073
BRD-K68836091	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.26173
BRD-K66733186	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46495
CREB3L1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.4475
BRD-K80843514	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06781
BRD-K66207462	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21249
GSE184884_6_v_5_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE100316_7_v_4_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE202434,GSE202438_2_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
MFSD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26351
GSE158834_2_v_5_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
H3-3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.86057
ZNF16	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.6038
GSE205316,GSE205317_0_v_3_nrip1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE236003_1_v_3_ubr5_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE136622_0_v_3_srpk3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE154219_0_v_2_cholestyramine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K74660272	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.54222
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K30883461	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.40662
acylglycerol O-acyltransferase activity	GO Molecular Function Annotations 2025	1.0	null
GSE181513_0_v_1_usp7_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE92589_0_v_1_sirolimus_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
lufenuron	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.63517
FOSL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.2019
GSE200352_11_v_6_pparg_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE227891_5_v_0_ethanol_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF835	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2093
GSE239844_6_v_12_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
SIX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30567
GSE126345_9_v_10_hcrt_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE195568_1_v_7_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FOSL2::JUN	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.5799
BRD-K40685792	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.10202
BRD-K18428988	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.30856
BRD-K31960013	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06365
GSE146982_4_v_1_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K23556321	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0385
BRD-K96209756	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.0622
DRAM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.224
BRD-K84636055	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29697
CAPN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.05555
BRD-K83341545	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.27478
GSE167886_2_v_0_chd7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE141328_1_v_0_rock2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K57017252	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20669
BRD-K48611791	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.08845
GSE252857_1_v_0_prednisone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K92367471	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.26238
GSE100102_0_v_5_cgas_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE225218_8_v_3_abcb1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE208254_4_v_5_irf8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE241701_2_v_3_daxx_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K84052780	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.4013
GSE128076_1_v_3_doxycycline_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K95875837	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.1234
Glycerophospholipid biosynthesis	Reactome Pathways 2024	1.0	null
JDP2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.7595
VLDLR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29826
WDR12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28857
CRCGN016_MCF10A.WT.HP_24H:K06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.18987
GSE158815_1_v_3_trib1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE195568_3_v_10_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K71808107	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.77754
GSE202434,GSE202438_8_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE206270_2_v_3_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K07551625	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06692
BRD-K82803470	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03916
GSE158834_2_v_6_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K81623965	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.17239
GSE214514_3_v_2_bmal1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE144453,GSE144454_1_v_0_tfdp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE86507,GSE86509_4_v_8_hoxb7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE158834_7_v_13_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K99455613	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.47125
BRD-K75983763	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.38792
CRCGN017_MCF10A.WT.HP_24H:K10	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.32307
GSE119564_2_v_3_zfp217_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K89537738	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.79095
GSE158431_5_v_7_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE162892_4_v_0_isox_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE234289_3_v_1_rfx6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CREB1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2437
BRD-K82758569	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.24293
BRD-K31407552	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.7025
BRD-K64245731	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.50296
GSE146982_0_v_2_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K61791241	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.78358
METRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23487
HUS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38075
BRD-K55218521	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.0898
BRD-K57639176	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.11542
GSE179002_2_v_7_caprin1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K77836949	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.23691
BRD-K01166365	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26821
GSE112860_0_v_7_prdm16_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE111247_2_v_4_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K41717398	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.61798
NOBOX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40496
BRD-K67016489	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.51237
GSE227592_6_v_3_adar_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE44157,GSE44163_1_v_0_nr6a1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF860	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55332
GSE114284_1_v_3_irf1_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K01237277	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05339
BRD-K61621331	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10246
Primary dilated cardiomyopathy	ClinVar Gene-Phenotype Associations 2025	1.0	null
BRD-K74705119	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20959
GSE116810_5_v_4_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE228413_2_v_5_mavs_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K98969488	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.29715
FOSL2::JUNB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.3622
CRCGN015_MCF10A_48H:B22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.97321
GSE200352_4_v_8_pparg_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K61726189	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21391
PMC10061014-Table7.XLSX-C_vs_L-Table_S7a_Predicted_upstream_regulators_of_genes_showing_cd-ASE_depending_on_LPS_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GSE247764_1_v_2_nell2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN008_HEPG2_24H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.91223
GSE193993_5_v_7_sstr2_human	RummaGEO Gene Perturbation Signatures	1.0	null
VPS37D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42953
GSE136622_7_v_3_srpk3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
EXT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19304
GSE220520_3_v_4_ethanol_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE124410_2_v_5_stk40_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158834_11_v_8_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE189653,GSE203344_5_v_1_fluoxetine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE214183_1_v_0_phf8_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE148066,GSE157787_8_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K09295309	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.27143
BRD-K31908823	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.5653
PMC10594727-13062_2023_428_MOESM14_ESM.xlsx-Sheet1-PPARD_PPARD	Rummagene Transcription Factor Associations 2026	1.0	null
GSE88819_1_v_12_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZCCHC17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29908
BRD-K31390971	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.19319
GSE152937_6_v_5_slc16a13_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE179031_3_v_1_foxp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN015_MCF10A.WT.HP_24H:H19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.0489
GSE122215,GSE122217_0_v_2_peg10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Envelope proteins and their potential roles in EDMD physiopathology	WikiPathways Pathways 2024	1.0	null
GSE235390_4_v_0_lurbinectedin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K29519734	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01189
MFSD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3744
FOXO1::ELK3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.488
PMC5689001-supp_061432.117_Supplemental_Table_1.xlsx-A_Seq_KD_cassette_exons-Unnamed_2_AR	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF324	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79834
BRD-A14803952	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.04706
GSE158834_2_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE213048_1_v_2_irf3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE235066_4_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K90686530	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.04572
GSE147056_3_v_1_actl6b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FOSB::JUNB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.9287
BRD-K31678817	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.52474
GSE142210_3_v_8_panobinostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
EPC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30891
GSE60217_1_v_8_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE175787_11_v_9_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE199606_5_v_4_csf2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE182181_1_v_0_ricolinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE206729_2_v_0_trps1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE136742,GSE136744_0_v_3_setd2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE178340_5_v_2_carfilzomib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K60782883	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.45476
GSE102870_1_v_2_nr1h4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K07350528	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.64
BRD-K23280067	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.35213
NOC4L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7602
BRD-K52154207	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37113
BRD-K18346873	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.10056
ZFP14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	58.0295
Metabolism of lipids	Reactome Pathways 2024	1.0	null
BRD-K04441230	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.14447
ZBTB7C	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.7445
Leukocyte intrinsic Hippo pathway functions	WikiPathways Pathways 2024	1.0	null
BRD-K72435943	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28732
BRD-K53936012	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.72032
GSE158834_11_v_8_palm_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE175787_11_v_7_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN016_MCF10A.TP53.M_24H:D19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.00428
GSE147366_1_v_2_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135030_8_v_6_fludarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K63686806	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22754
GSE158834_10_v_8_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Mitochondrial protein import	Reactome Pathways 2024	1.0	null
GSE247764_0_v_2_nell2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE200687,GSE200688_1_v_0_sox15_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K99681648	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.5661
GSE214335_1_v_0_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K31210612	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.85398
BRD-K59587063	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18592
GSE158431_2_v_0_pioglitazone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE48812_9_v_5_sulforaphane_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K55940699	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20903
BRD-K01182779	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.51898
CRCGN017_MCF10A.WT.HP_24H:A14	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.25918
Brain - Frontal Cortex (BA9)	GTEx Tissue Gene Expression Profiles 2023	1.0	4.05114
Zfp809	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	36.6799
BRD-K97540907	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20487
BRD-K86623758	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.10131
FDPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57522
GSE157383_3_v_2_abemaciclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ACSL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33261
BRD-K66253165	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.15288
GSE140651,GSE140653_2_v_6_med1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K35792251	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.35761
EML4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13509
GSE123825_2_v_3_glutamine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K18494310	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.30932
GSE218814_1_v_0_suv39h1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ETV1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.4276
GSE158320,GSE183351_0_v_3_lin28b_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K59159023	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.39903
Cardiomyopathy	ClinVar Gene-Phenotype Associations 2025	1.0	null
BRD-K98637033	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.65257
GSE148494,GSE182513_1_v_0_hoxd13_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE208254_3_v_1_irf8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K44652223	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03781
GATA1::TAL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.663
GSE218879_1_v_0_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE242647_2_v_3_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K61821542	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.60895
SMAD2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.6035
INTS13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99594
BRD-K25408656	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05335
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-Mor_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GTEx Esophagus 20-29 vs 50-59	GTEx Tissue-Specific Aging Signatures	1.0	9.10194
GSE158834_7_v_9_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN017_MCF10A.TP53.M_24H:E05	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.23511
BRD-K24118943	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21141
MDK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18525
FNTA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32731
GSE146982_7_v_5_gpd1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE202434,GSE202438_4_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
palmatine-chloride	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.17203
FOS::JUND	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.9527
GSE126621,GSE126920_1_v_0_dppa4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SLC35E1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07983
GSE116810_2_v_0_selinexor_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SPN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48837
BRD-K80593371	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.26953
EBF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	36.4494
ZNF189	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.5333
GSE178714_5_v_2_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K56658444	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14215
Heart - Atrial Appendage	GTEx Tissue Gene Expression Profiles 2023	1.0	1.61318
GSE196540,GSE196542_2_v_5_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE90754_0_v_1_foxo1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158595_0_v_1_e4f1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FOXO1::FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.9923
1-acylglycerophosphocholine O-acyltransferase activity	GO Molecular Function Annotations 2025	1.0	null
GATA4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.4184
BRD-K51779559	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46748
BRD-K80073743	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.25042
GSE175787_4_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE158834_0_v_8_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-A21891180	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.87901
PMC12120114-41525_2025_502_MOESM1_ESM.pdf-396-ENSG00000124766_SOX4	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K55402144	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.48699
GSE146612_1_v_3_amiodarone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE137653_4_v_0_siglecf_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC5989213-41467_2018_4462_MOESM8_ESM.xlsx-3-Supplementary_Data_3_List_of_2687_genes_differentially_expressed_between_SETBP1-G870S_and_Empty_293_FLP-In_lines_SETBP1	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K49108064	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.63382
Esophagus - Gastroesophageal Junction	GTEx Tissue Gene Expression Profiles 2023	-1.0	-1.79969
BRD-K46413323	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.63354
GSE178714_6_v_4_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151829,GSE151831_1_v_0_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE198165,GSE198166_8_v_4_zfp266_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SAMHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08572
GSE178714_5_v_7_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE123825_2_v_3_glud1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
DIXDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55205
BRD-K42465630	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.35713
GSE62843,GSE64371_2_v_0_furan_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K13110820	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.10519
GSE188570,GSE188571_5_v_2_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TSPYL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47803
GSE202434,GSE202438_7_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GTEx BloodVessel 20-29 vs 40-49	GTEx Tissue-Specific Aging Signatures	1.0	5.82656
BRD-K63212062	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28169
BRD-K43872193	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.22425
Protein localization	Reactome Pathways 2024	1.0	null
BRD-K69671285	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.4971
GSE158834_1_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K68594161	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40521
BRD-K16062794	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.28847
TPP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14257
GSE244710_1_v_2_srsf1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE139239_2_v_6_ddr1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158834_7_v_4_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN008_HEPG2_24H:H15	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.2239
GSE111138,GSE111149_1_v_0_runx3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE226316_4_v_2_tead2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K72336314	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.4935
BRD-K93496326	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.10796
PMC4958499__F1	PFOCR Pathway Figure Associations 2024	1.0	null
GSE137144_4_v_0_nlrp3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE88819_1_v_8_tug1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K68618340	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01314
NOP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.77292
BNC2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.8597
NKX2-5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.3211
CRCGN015_HEPG2_48H:H19	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.21542
GSE146982_7_v_5_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE242083,GSE242098_3_v_0_med1_human	RummaGEO Gene Perturbation Signatures	1.0	null
HES5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.89607
BRD-A52749901	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.30971
GSE148262,GSE150691_1_v_0_hdlbp_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE224969,GSE224971_0_v_1_chtop_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE151829,GSE151831_7_v_0_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE164757,GSE164759_1_v_3_trametinib_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
TARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12342
Metabolism	Reactome Pathways 2024	1.0	null
ZBTB6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.0965
PMC5894239-12864_2018_4591_MOESM9_ESM.xlsx-ST12_mir_downregulated-Ensembl_ID_KLF6	Rummagene Transcription Factor Associations 2026	1.0	null
GTEx Esophagus 20-29 vs 70-79	GTEx Tissue-Specific Aging Signatures	1.0	9.50272
BRD-K29908513	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.34438
3-methylglutaconic aciduria	ClinVar Gene-Phenotype Associations 2025	1.0	null
ARL16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3541
GSE202434,GSE202438_3_v_5_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Gata3	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	23.2394
PSMA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1513
GSE130715_2_v_3_budesonide_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K76115264	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.24026
CRCGN015_MCF10A.WT.HP_24H:I06	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.1378
GSE148066,GSE157787_9_v_4_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K82805160	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.19506
GSE247862,GSE247863_4_v_1_eomes_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SART3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3562
BRD-K44368508	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.39799
BRD-K75330923	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.37945
GSE193402_0_v_2_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN017_MCF10A.TP53.M_24H:A09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.21965
BRD-A80010944	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.23753
GSE235587_2_v_0_mitoxantrone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K26765362	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12795
BRD-K12930517	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.89493
BRD-K24259871	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.45545
BRD-K61795707	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.15294
mitochondrial intermembrane space	GO Cellular Component Annotations 2025	1.0	null
BRD-A94366206	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28102
BRD-K13901498	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.66074
GSE232631_5_v_3_brca2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE165548_2_v_13_gemcitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
KIAA0753	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.86547
BRD-K05414181	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.56036
GPN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07985
BRD-K60830482	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.68743
Prostate	GTEx Tissue Gene Expression Profiles 2023	-1.0	-1.26562
GSE182680,GSE182683_10_v_3_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN017_MCF10A.WT.HP_24H:L22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-4.51748
GSE229973_3_v_0_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K18822985	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.50311
BRD-K91645615	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.39519
GSE131887_5_v_3_doxycycline_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Mafg	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	30.8598
inner mitochondrial membrane organization	GO Biological Process Annotations 2025	1.0	null
DDX24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10584
GSE224556,GSE224557_6_v_1_aire_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE147876,GSE147877_4_v_8_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K99277076	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21687
GSE193993_1_v_7_sstr2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE195568_1_v_10_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE193351_1_v_2_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE180185_7_v_10_setbp1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE101546_2_v_1_setdb1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MSC	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.5665
BRD-K60697955	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.25435
GSE121824,GSE121826_0_v_6_scaf8_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE178714_6_v_7_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE139239_3_v_5_ddr1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE171837_3_v_2_bortezomib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE128099,GSE128159_3_v_2_gemcitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CRCGN012_HEPG2_24H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.56922
PMC12822963-pone.0339296.s005.xlsx-Sheet1-HIF1A_HIF1A	Rummagene Transcription Factor Associations 2026	1.0	null
cardiolipin acyl-chain remodeling	GO Biological Process Annotations 2025	1.0	null
BRD-K82842087	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.30103
BRD-K05950670	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32301
BRD-K56942203	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16638
CRKL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.78888
GSE175787_8_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
EHF	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.6115
BRD-K51787437	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18764
BRD-K92632379	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.06414
BRD-K48406740	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.19341
COL16A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23236
GSE158834_1_v_8_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE161064,GSE161065_0_v_1_kdm5b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.TP53.M_24H:A16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.15656
phenacemide	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.79034
GSE169356_0_v_3_ivermectin_human	RummaGEO Drug Perturbation Signatures	1.0	null
MTHFR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06297
BRD-K80332123	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05023
GSE151782_1_v_5_aim2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE123372,GSE123373_10_v_2_mecp2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K61556970	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03694
FAM204A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20997
GSE207122_1_v_0_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PAX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.4684
GOT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1213
BRD-K07245666	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.11982
GSE119498_0_v_7_setd5_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE207135_2_v_0_sod2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE136622_2_v_3_srpk3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE121824,GSE121826_0_v_8_scaf8_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE149264,GSE149267_4_v_3_trp53_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SPIB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	70.9067
MXI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.5677
BRD-K13265046	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.00414
VASH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.52572
BRD-K99859971	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00901
GSE235587_2_v_1_mitoxantrone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K99028283	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.46738
BRD-K23091373	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.30859
CIAPIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09641
GSE210885_5_v_6_klf4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-A61864215	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46358
BRD-K71093375	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.5814
STAT1::STAT2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.4097
GSE231891_5_v_4_cdk8_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K35724671	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.99336
BRD-K21610715	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.44192
GSE193402_0_v_1_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZFP42	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.1513
TBL1Y	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06437
HAND1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37106
GSE104508_2_v_1_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Cardiovascular phenotype	ClinVar Gene-Phenotype Associations 2025	1.0	null
TCF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.3342
Hic1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	16.5175
BRD-K62965224	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46014
Endocardial fibroelastosis	ClinVar Gene-Phenotype Associations 2025	1.0	null
BRD-K92795658	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.53486
GSE103124_1_v_0_bmpr1a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K64860451	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.27965
PMC5651844-41467_2017_1173_MOESM4_ESM.xlsx-sheet_1-Supplementary_Data_1_Down_regulated_genes_in_YEATS2_KD_cells_AR	Rummagene Transcription Factor Associations 2026	1.0	null
GSE202434,GSE202438_9_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE171486_4_v_6_ddx6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE125862_2_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE211177,GSE211178_8_v_3_ets1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
pimosertib	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.51481
GSE155852_0_v_2_apigenin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE215086_0_v_1_batf_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE242083,GSE242098_3_v_5_med1_human	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN011_HEPG2_24H:L03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.14095
PRDM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.62195
BRD-K32577562	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.38554
PMC8020666-pnas.2015855118.sd11.xlsx-LPS_attenuatedResponse-Chimp_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
UQCC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04253
PMC3023804-pone.0016344.s008.xls-S3_High_Confidence_PPAR_Peaks-Primary_Gene_ID_PPARA	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K32511780	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.12066
BRD-K15389388	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.31168
BRD-K67146164	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.15997
TTK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44796
ZBED1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.4026
GSE180277_0_v_1_bach2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE199606_5_v_4_ricin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HNF1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27433
PMC10710060-pnas.2305135120.sapp.pdf-8-SRF_SRF	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-A58803929	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.03643
GSE139992_2_v_3_mboat7_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
FOSL1::JUNB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.093
BRD-K25470159	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04897
BRD-K60759770	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.02288
GSE140651,GSE140653_5_v_7_med1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PLAGL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	53.8626
GSE197257_0_v_1_gpd2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF768	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	66.5597
BRD-K31614544	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.65502
BRD-K81246784	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.55441
BRD-K17367110	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.16933
GSE148066,GSE157787_0_v_4_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE112763,GSE112767_2_v_1_dgcr8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE113329,GSE113335_3_v_4_taf6l_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K76899562	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.79363
Stat6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	20.6107
MCTS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18086
GSE215351,GSE215794_4_v_3_kdm8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
TFAP4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	52.371
BRD-K38209615	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.81041
Phospholipid metabolism	Reactome Pathways 2024	1.0	null
GSE158834_2_v_4_palm_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K56939159	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.60147
BRD-K95735171	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.68918
BRD-K77139764	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.74187
SREBF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.4081
GSE158834_2_v_9_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
TP53	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	46.7871
BRD-K87044635	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.50699
BRD-K55927371	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.66808
Acyl chain remodeling of CL	Reactome Pathways 2024	1.0	null
GSE113817_2_v_1_bach1_human	RummaGEO Gene Perturbation Signatures	1.0	null
VPS36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12123
TAL1::TCF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.5227
POLDIP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64072
GSE165122_0_v_1_metformin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K46161579	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.89682
BRD-K54141118	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.3593
GSE115364_0_v_1_idh3a_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE237426_0_v_1_eif4a1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K05586628	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.96432
MSANTD3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.5354
GSE142210_9_v_10_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE190555,GSE190557_2_v_0_chd4_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K00797068	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.3629
BRD-K82521339	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.29654
GSE186440,GSE186443_0_v_5_daxx_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE239578_0_v_3_cxadr_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE101537_1_v_3_neurog3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
AGAP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.476
GSE216273,GSE216292_14_v_1_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NFE2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.9568
PSMG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04796
CRCGN011_HEPG2_24H:N04	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	5.0607
mitochondrial inner membrane	GO Cellular Component Annotations 2025	1.0	null
GSE60217_1_v_10_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PAX9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	54.8473
BRD-K83475223	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.17517
RPS10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53915
GSE169152_5_v_7_ibrutinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	52.6759
BRD-K79887735	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09994
Bach1::Mafk	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	40.2807
GSE162892_4_v_0_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE128333_4_v_1_tcf4_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE146612_2_v_0_amiodarone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K45978015	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.80054
GSE100316_3_v_6_mtor_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
mitophagy	GO Biological Process Annotations 2025	1.0	null
CTR9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46435
CRCGN015_MCF10A_48H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.17911
BRD-K68379391	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.32047
MBD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50965
BRD-K50212643	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.20546
GSE178714_1_v_2_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE239844_7_v_10_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NRARP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05097
BRD-K48408404	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.7245
FGD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01164
GSE146074_10_v_3_ly6e_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K49103797	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.01092
BRD-K19118372	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.06988
CRCGN011_HEPG2_24H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.9541
GSE193351_1_v_3_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE233548_2_v_0_plscr1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BATF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.9358
TXNIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04911
PMC12756533-mmc1.pdf-8-PHOX2B_PHOX2B	Rummagene Transcription Factor Associations 2026	1.0	null
GSE142210_4_v_8_panobinostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K45394633	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28625
PMC10852255-pone.0297872.s004.xlsx-LPS_UPstream-Upstream_Regulator_IRF6	Rummagene Transcription Factor Associations 2026	1.0	null
GTEx Skin 20-29 vs 70-79	GTEx Tissue-Specific Aging Signatures	1.0	6.84738
Nfe2l2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.4242
O-acyltransferase activity	GO Molecular Function Annotations 2025	1.0	null
BRD-K84606053	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.21641
BRD-K18686200	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.28556
GSE209938_0_v_1_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE193402_0_v_3_imatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE60217_1_v_0_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE226584,GSE226589_2_v_0_ezh2_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K34335352	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.41403
BRD-K09919985	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16583
PLEKHJ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03258
GSE191015_0_v_2_gsdmb_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE248858_4_v_3_tcpobop_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE118548_1_v_0_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Basal cell_Epithelium_Human	CellMarker Gene-Cell Type Associations	1.0	null
BRD-K98201103	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04832
BRD-K55742134	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.87686
GSE110440_2_v_3_rad21_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K88988134	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.08675
BRD-K52335877	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00494
GSE224004,GSE224005_0_v_1_chd4_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE244710_1_v_0_srsf1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
IPO13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07151
IPO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09878
BRD-K67522096	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.04621
CRCGN015_MCF10A.TP53.M_24H:L09	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.06835
ASCL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	90.6476
GSE158834_7_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K90769476	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03852
BRD-K59922784	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.86725
GSE232223_1_v_0_letmd1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE73562,GSE73563_1_v_2_preb_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K37282009	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07935
GSE158834_10_v_8_palm_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K70468140	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21083
PGLYRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19454
ZNF430	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27355
GSE193999,GSE194000_3_v_2_atf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Dilated cardiomyopathy	ClinVar Gene-Phenotype Associations 2025	1.0	null
Nr5a2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.9205
GSE60837_0_v_4_bcl9_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE102467_1_v_2_pazopanib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE158815_5_v_3_trib1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SLC39A9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02264
GSE148200_3_v_2_gemcitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
MAX	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.6659
GSE153443_1_v_3_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC5105166-ncomms13331-s5.xlsx-Sheet1-Supplementary_Data_4_Gene_expression_signature_of_MEF2D-rearranged_cases_stranded_data_only_MEF2D	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K55835264	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.03264
GSE178714_6_v_2_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN017_MCF10A.WT.HP_24H:N22	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.3848
GSE255432_6_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE225684_0_v_2_tfap4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PRDM1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	51.0602
BRD-K05304510	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.97061
ZNF619	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14088
BRD-K56520977	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.3351
TCF12	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.2682
CRCGN017_MCF10A.WT.HP_24H:N23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.7614
BRD-K21997380	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.70454
BRD-K32319151	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.07572
GSE88819_5_v_10_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
mitochondrial membrane	GO Cellular Component Annotations 2025	1.0	null
GSE148263_6_v_0_trim3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE240896,GSE240899_5_v_4_ccnt1_human	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN015_MCF10A_48H:L01	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.34025
GSE121824,GSE121826_0_v_3_scaf8_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE220914_1_v_0_zdhhc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE191015_1_v_3_gsdmb_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE217873_1_v_0_nusap1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE142210_2_v_7_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K71554049	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33481
Ebf2	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	31.3101
GSE175787_5_v_9_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K99827210	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.02386
GSE131798,GSE131804_2_v_0_igf1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Left ventricular noncompaction cardiomyopathy	ClinVar Gene-Phenotype Associations 2025	1.0	null
BRD-K51215422	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.01526
PMC12079334-ADVS-12-2501734-s002.pdf-89-ENSG00000186376_ZNF75D	Rummagene Transcription Factor Associations 2026	1.0	null
BRD-K98940411	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.18913
GSE214596,GSE214598_1_v_2_rosiglitazone_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE255432_4_v_0_imeglimin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K27953820	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.40369
TIMM23B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06482
GSE103297_1_v_0_glis3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE158834_2_v_4_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE158969_1_v_0_trastuzumab_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE166315_1_v_0_docetaxel_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
flumethasone-pivalate	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.94815
BRD-K68667113	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.11441
GSE200982_0_v_2_plac8_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE200352_5_v_8_pparg_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BACH1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.3093
GSE237040_2_v_1_notch3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K38929571	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.13544
GSE184884_6_v_0_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
macroautophagy	GO Biological Process Annotations 2025	1.0	null
GSE175787_5_v_10_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
NBN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.71076
GSE247764_4_v_2_nell2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K89116076	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.35405
GSE241622_1_v_0_ythdc2_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K04495110	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.69568
GSE116810_5_v_3_selinexor_human	RummaGEO Drug Perturbation Signatures	1.0	null
CRCGN017_MCF10A.WT.HP_24H:A16	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.1388
GSE228413_4_v_3_mavs_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K76329122	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.42491
BRD-K61363662	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.27391
acyltransferase activity, transferring groups other than amino-acyl groups	GO Molecular Function Annotations 2025	1.0	null
BRD-K59657378	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.4449
GSE227592_13_v_3_adar_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K76461283	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.45389
BRD-K14763154	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.20717
GSE123002_0_v_1_srsf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE142210_4_v_5_panobinostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE149870_0_v_1_pfn1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BAY-11-7085	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.75113
GSE148066,GSE157787_5_v_10_n4bp1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN014_HEPG2_3H:P03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	4.11625
GSE124932_2_v_1_sarm1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K19710723	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.57445
GABPA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	39.496
GSE162892_3_v_2_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE252857_1_v_0_klf15_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
NUBP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04321
GSE112763,GSE112767_0_v_1_dgcr8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
EBF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.8424
HAPSTR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15155
BRD-K53662389	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05655
EOLA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41982
GSE127790_6_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
DYNLT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31356
GSE228106_0_v_5_paclitaxel_human	RummaGEO Drug Perturbation Signatures	-1.0	null
HPF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2644
CRCGN015_MCF10A_48H:C23	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.54371
FEM1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25681
BRD-K63919349	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	4.24867
BRD-K46603043	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.45516
BRD-K01975855	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.25372
TCF4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	35.7163
GSE224969,GSE224971_0_v_7_chtop_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K29379469	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.2707
CRCGN015_HEPG2_48H:L13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.20142
FOS	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.9515
BRD-K42138859	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.08673
GSE229973_3_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE120370_0_v_3_thrombin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE168918_1_v_0_tmprss4_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K76337122	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.05023
Jun	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	34.4881
BRD-K91094904	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.16644
GSE234043_3_v_1_abcb1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K88583132	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.93311
Tcf21	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	34.9738
GSE246053_1_v_3_hnf4a_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE222047_0_v_1_imidazole_human	RummaGEO Drug Perturbation Signatures	1.0	null
DHODH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35929
GSE193999,GSE194000_4_v_0_atf3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE112761,GSE112767_4_v_0_ddx6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ATM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0044
GSE222103_0_v_1_ybx1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE147876,GSE147877_2_v_3_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
Nr1h3::Rxra	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	23.7589
PDCD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65358
BRD-K51196703	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.38049
FOSL2::JUND	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.2794
GSE190322,GSE190324_3_v_4_rbm4_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN014_HEPG2_3H:K11	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.03264
DIS3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36881
BRD-K20347026	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01187
BRD-K63017817	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.25042
POM121	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19699
GSE88819_5_v_4_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K01853144	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46354
GSE146612_2_v_3_amiodarone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE147876,GSE147877_2_v_10_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE221577_1_v_5_pik3r1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MCFD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82258
GSE137914_4_v_3_tet3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE146982_0_v_2_gpd1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC5651844-41467_2017_1173_MOESM5_ESM.xlsx-Down_genes_shY2-1-Supplementary_Data_1_Down_regulated_genes_in_ShY2_KD_cells_AR	Rummagene Transcription Factor Associations 2026	1.0	null
RAB17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43868
GSE142210_2_v_10_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K61451401	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.82201
BRD-K93337444	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.05122
BRD-K88099511	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.33793
DNAJC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51474
GSE223334_1_v_0_bcl11b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-4cell_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
NFRKB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11273
BRD-K60175505	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.01343
GSE164521_0_v_1_nitric oxide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GTEx Esophagus 20-29 vs 60-69	GTEx Tissue-Specific Aging Signatures	1.0	19.2002
BRD-K92569554	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.19712
BRD-K84988480	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.21764
GSE151494_1_v_9_nrp1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K91585756	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.16073
GSE148200_3_v_5_gemcitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE193993_1_v_3_sstr2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE206270_2_v_0_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE157777_2_v_0_foxa3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE160373_1_v_4_pparg_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K77483143	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.07815
GSE154464_1_v_3_cdk6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CRCGN017_MCF10A.TP53.M_24H:O08	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.3918
BRD-K87942399	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.49786
GSE216043_10_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE158834_0_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE128076_1_v_0_doxycycline_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RFX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.8093
Caused by mutation in the tafazzin gene	ClinVar Gene-Phenotype Associations 2025	1.0	null
GSE203181_0_v_1_phosphoramidon_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRD-K01615696	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.13513
GSE175787_11_v_6_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K02208014	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.17449
GSE137914_0_v_3_tet3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE158834_7_v_6_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
mitochondrial membrane organization	GO Biological Process Annotations 2025	1.0	null
PARP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36606
GSE127790_13_v_3_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE193588_1_v_2_pax3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
FOS::JUNB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.6405
BRD-K07689069	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.00581
ZKSCAN3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.9143
GSE122215,GSE122217_0_v_4_peg10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
MTLN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.509
BRD-K73531877	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.447
CRCGN013_HEPG2_24H:C20	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	3.44297
GSE217132_0_v_1_pfkfb4_human	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K75038426	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13195
GSE150688_2_v_0_ursolic acid_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE129244_3_v_5_lmo2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
BRD-K28039328	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.10895
BRD-K82217056	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.13581
Meiotic prophase fetal germ cell_Fetal gonad_Human	CellMarker Gene-Cell Type Associations	1.0	null
GSE180185_7_v_1_setbp1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE142210_2_v_0_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
TUBD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66155
GSE103068_5_v_3_volasertib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FOXA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0388
GSE190235_1_v_2_foxo3_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K17107214	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.09756
BRD-K51522005	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-4.38442
CRCGN015_HEPG2_48H:H13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.1842
BRD-K51141297	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.24077
BRD-K66715657	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.36494
BRD-K26689527	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.29617
BRD-K72745710	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.14419
BRD-K19829092	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.46275
GSE88819_5_v_9_tug1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
CRCGN015_MCF10A.TP53.M_24H:F13	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	1.0	2.11488
GSE215086_5_v_0_batf_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE125007,GSE125008_4_v_0_uhrf1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE178714_1_v_4_smad2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CMIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43376
GSE142210_4_v_6_panobinostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ADGRL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11923
BRD-K82644788	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.98897
CRCGN016_MCF10A.TP53.M_24H:O03	Carcinogenome Chemical Perturbation Carcinogenicity Signatures	-1.0	-2.02437
PLPP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36612
NUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04996
GSE203072_2_v_3_rpl3l_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BRD-K03383196	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.08296
GSE149264,GSE149267_9_v_3_trp53_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
BACH2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	53.0227
BRD-K63957636	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	-1.0	-3.28245
GSE154940_1_v_0_nbdy_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE82032_3_v_2_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE60217_1_v_7_inosine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
BRD-K59542165	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.63237
Basal cell_Prostate_Human	CellMarker Gene-Cell Type Associations	1.0	null
GSE240258_0_v_1_prmt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TMEM8B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50715
BRD-K72801689	LINCS L1000 CMAP Chemical Perturbation Consensus Signatures	1.0	3.10674