association	dataset	threshold value	standardized value
TGIF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28901
AKAP10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98222
NDUFA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81253
PNRC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19149
ZNF569	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59402
R3HCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27833
HBA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60802
LCK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67369
BCKDHA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41875
GSE98898_4_v_1_hoxa1_human	RummaGEO Gene Perturbation Signatures	1.0	null
ICAM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89788
ZNF625	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.812
USP22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64339
ASNSD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55223
TSPAN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97914
EIF4E2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98274
RAB4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60698
CAMTA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47582
MSH4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73552
PCDHB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92823
RGMB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27614
ZNF613	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6479
LMBR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23871
BNIP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.75374
TLN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65833
FAM78A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12246
SENP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76378
PSME3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49898
C15orf62	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87071
PMC11024925-mmc3.xlsx-Gene_lists-MV411_FOS_ChIP_and_RNA_overlap_after_10_nM_Gilteritinib_FOS	Rummagene Transcription Factor Associations 2026	1.0	null
SLTM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18191
PTPRJ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6743
NUDT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79989
ORMDL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99664
FITM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84806
H2AB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57229
CDK10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03474
Autoimmune disease of skin and connective tissue	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
TSPO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23368
MASP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77132
Perturb_7259_KD_EP300_SRP193326	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
HOXA13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87221
TSC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08698
IRF6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22513
MSX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70042
GSE77108_5_v_1_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
POU5F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75115
ZSCAN22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79973
FRS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.12802
SRSF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5768
ORC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38681
PRB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17076
RCCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12788
GSE131649_2_v_8_hemin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RALA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1826
OLFML3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4405
B3GNT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7156
FBXL14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21048
ALG10B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82563
GSE145249_0_v_2_ppm1g_human	RummaGEO Gene Perturbation Signatures	1.0	null
CCDC88B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41343
Vitiligo	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
NIPSNAP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22408
LEAP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43214
TOP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56106
PDCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82919
ZMYND11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36324
GSE226249_5_v_4_pirfenidone_human	RummaGEO Drug Perturbation Signatures	1.0	null
EIF4A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30403
NPM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48386
NKAPD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36803
EPHA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.1445
E2F5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.24337
C10orf105	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30867
ADAMTS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26661
CREBL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5563
GSE195568_2_v_4_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
UBE2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39395
UBE2T	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20142
PPP1R1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19082
AUNIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3116
ZNF507	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59557
ZNF791	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84167
PIMREG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78559
SPCS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26936
GSE160001,GSE160670_0_v_2_lapatinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ASPH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10596
SPATA2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22665
NRTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38062
ZMYM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80734
POU2F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72606
GRHL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.63941
CXADR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77458
TRMT13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24779
ZFHX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89328
TNFRSF10B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80335
ZBTB7B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06517
CD47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32753
FOXR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.80017
DYNLT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56613
GSE226249_5_v_8_pirfenidone_human	RummaGEO Drug Perturbation Signatures	1.0	null
FHL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.18539
ENGASE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46454
LUZP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61949
GSE198982,GSE198986_1_v_2_daunorubicin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Autoimmune disease of musculoskeletal system	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
TMEM130	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50525
FBXL18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84608
Skin disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
CEND1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18194
RNF149	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5899
GNMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50999
POLR1H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22536
RNF167	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47629
CHST4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46199
FOXK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.73934
GSE169152_3_v_1_ibrutinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PPP6R2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17179
GSE201309_5_v_0_matrine_human	RummaGEO Drug Perturbation Signatures	1.0	null
TECPR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20374
RPL13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19015
ALDH3A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73839
TSPAN12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02196
DDX31	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36069
FAAP24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90451
GSE110248_1_v_6_romidepsin_human	RummaGEO Drug Perturbation Signatures	1.0	null
TSEN34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32855
SEPTIN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51326
ESYT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59523
PMC9942993-pone.0281645.s002.xlsx-AR-as_all-SYMBOL_AR	Rummagene Transcription Factor Associations 2026	1.0	null
RAB17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93004
KLF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26999
PMC9882185-media-4.xlsx-Neuron_KD-ID_AR	Rummagene Transcription Factor Associations 2026	1.0	null
CXorf38	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.38247
PCMTD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.66235
Perturb_4385_KD_PC4_SRP340634	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
VAPB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3698
SAP18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6787
MORC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34197
LTF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91972
YWHAH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80493
PCDHB9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53061
IGSF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5545
GSE95077_5_v_3_amiloride_human	RummaGEO Drug Perturbation Signatures	-1.0	null
KRBOX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.61593
MLLT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68751
NUP210	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06454
GAL3ST1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.38584
OR2B6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85325
Thyroid gland disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.624
MGAT5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65239
C11orf68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.943
KLHL15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22185
GFI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07313
GOLPH3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62112
PMC12178937-mmc6.xlsx-L_MT1_KDvsD_MT1_KD_deg_all-gene_name_AR	Rummagene Transcription Factor Associations 2026	1.0	null
C3orf80	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9243
EHF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92793
PDCD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.30067
YWHAQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1702
FGD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1526
IFT122	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81043
ENTPD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85437
GSE135244_0_v_1_trdmt1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GLIS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72783
PRCC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61601
TROAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.08497
PMC12827430-41467_2025_67591_MOESM6_ESM.xlsx-Supplementary_Figure_15l-FOSL2_ChIP_WT-exclusive_genes_FOSL2	Rummagene Transcription Factor Associations 2026	1.0	null
RFX8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.29898
ZC3H12B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.96796
TPCN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.185
SLC44A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90578
FSBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.95183
ORMDL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36625
OLIG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23616
GSE195568_2_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC11811132-41598_2025_89334_MOESM5_ESM.xlsx-SOX4-fromNode_SOX4	Rummagene Transcription Factor Associations 2026	1.0	null
CCDC17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15518
PLAG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96181
GSE147366_1_v_0_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PVRIG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41553
TCEA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53558
H2AC20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29913
GPR176	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.64395
SMIM26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26325
PRR35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4966
GULP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25546
ST6GALNAC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05547
METTL15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64549
DGCR6L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84243
RBBP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.089
CARMIL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51432
Integumentary system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
ZNF621	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24017
SLC22A23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.67142
ICAM5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28791
CHRNA9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13968
ZBTB18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1716
FAIM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12272
PLAGL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0719
DNAL4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.17391
GRK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3669
ICAM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89375
TSPAN13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56498
SH2B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55
GSE168602,GSE168604_2_v_1_selumetinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ARL14EP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93577
ADAMTS10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25943
BTN3A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58781
ZNF77	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.92851
PMVK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92211
EFR3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53318
NHLRC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09589
IFIT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40424
SRD5A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02544
TIMM8A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.03
LZTS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3503
PRAG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87537
ZEB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4742
GSE203060_0_v_2_kdm4c_human	RummaGEO Gene Perturbation Signatures	1.0	null
WIPF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23241
DNMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85424
RNF19B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5644
CTSF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.4286
PMC12178937-mmc6.xlsx-L_MT1_KDvsD_MT1_KD_deg_all-gene_id_AR	Rummagene Transcription Factor Associations 2026	1.0	null
DNAJB11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99789
ANAPC7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07755
PAFAH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82456
PTEN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79395
MPI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3896
SAP30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91125
RAVER2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03953
GSE175787_5_v_6_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE174498,GSE174500_3_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GABRQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99516
NHLRC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74806
ERAL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.47215
CCDC77	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3101
COA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54261
PRR19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75418
POLB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59349
HIRA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82299
MAP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.6255
N4BP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29388
L2HGDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43993
DPEP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54616
LARGE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83741
GAS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35274
CRTAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10523
GSE216043_10_v_6_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DDX39A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.5781
TMEM199	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68251
CNPY2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19823
NDFIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8045
SLC16A14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51562
CNNM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19852
SH3BGRL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53268
TNFRSF13C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39368
ZNF101	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58361
TSG101	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08244
GSE169590_0_v_1_rptor_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE157282_0_v_1_doxorubicin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Heart disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.616
DNAJB14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08173
BRINP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23236
MTFR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73606
GSE228106_0_v_5_paclitaxel_human	RummaGEO Drug Perturbation Signatures	1.0	null
ID1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40117
ZSCAN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21747
BHLHA9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53005
SRR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67064
VPS26C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44212
HNRNPC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.88249
PLPBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89867
MTX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57696
FAM83F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53553
PIGM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77893
SERF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5669
RNF170	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.71153
CNEP1R1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78888
LINS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.2986
Autoimmune thyroiditis	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.438
DYNC2I2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05314
CLIC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67258
ZNF23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15538
SMIM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.01426
GGT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20646
ZNF577	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.27988
PELP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90393
Autoimmune disease of endocrine system	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.438
LASP1NB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81368
Cardiovascular system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.616
GSE82110,GSE82299_1_v_0_acriflavine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NSUN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.60662
PHC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14188
CXCL6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12063
MBTPS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45213
TBX22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00308
ISCU	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38008
IPO9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22091
GSE210682_2_v_3_methadone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PROB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65775
ACTR5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23993
HOXB8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.74055
S100A6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74397
ITPRID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5549
DNASE1L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70781
ADAMTS15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.64832
GSE174701_5_v_8_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
LRRC4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19367
HMGN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70559
HES2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7924
AP2A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.00594
ST6GAL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38403
GSE158834_2_v_13_palmitic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
LRRC75B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46845
FLII	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41768
SOX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50266
DDHD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77711
KDM3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.19628
ZNF483	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.09923
JARID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32952
CNTRL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85191
HIGD2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5511
LEFTY2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49751
DHRS13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5505
HAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3218
NPR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51951
EID2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.41042
PMC9942993-pone.0281645.s002.xlsx-AR-as_all-ENSEMBL_AR	Rummagene Transcription Factor Associations 2026	1.0	null
MYCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25429
GTF2E1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2398
RAB23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33256
GSE171837_3_v_1_bortezomib_human	RummaGEO Drug Perturbation Signatures	1.0	null
SIDT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33892
TAF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59862
PPP2R5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13519
PELO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31859
DLGAP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18473
CEMIP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.81972
CXCL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52706
GSE226770_1_v_0_atrx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RAB9A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69167
FUNDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.05659
GSE203060_0_v_1_kdm4c_human	RummaGEO Gene Perturbation Signatures	1.0	null
AKIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7062
ACAD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69093
HTATSF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08915
ERCC6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60649
TMX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32482
NCKIPSD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7055
MEIOC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52313
NOTCH3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4746
KIAA0319L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87175
DCPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64007
NKX2-4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22519
SYDE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02221
UNC45A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62199
DCAF12L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.10778
PTPRA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54573
CIAO2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45926
HSPB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13969
TTL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41177
NCOA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4769
MAEA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3962
SETD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.34771
LAMB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25125
NOA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25159
COPS7A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43988
PNPLA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.38109
DDX17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05515
GSE239844_6_v_9_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
FOXA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15058
TDRD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69043
NPY1R	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.05518
GSE77108_8_v_1_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
NBPF12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32542
LDHB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84392
NFE2L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44222
DIP2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19186
GTF2H3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4971
PMC11960529-mmc4.xlsx-Atrial_LHX2_KOoverCT-gene_LHX2	Rummagene Transcription Factor Associations 2026	1.0	null
ELF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94497
MAP1S	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64147
ENTPD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.952
GSE181517_0_v_1_doxorubicin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SIRT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.03908
H3C10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76372
SLC1A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36409
NTS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79227
NOSIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58368
EIF3M	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48352
ABAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96371
LIPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85294
DBI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50411
H4C1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17355
RPUSD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34398
RPS9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23608
ESRP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62265
MTMR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84291
HSDL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34264
GSE128634,GSE128636_4_v_3_foxo1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
DTX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02448
GSE181517_2_v_1_doxorubicin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GTF2F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2033
ECI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27595
GSE220668_0_v_1_ncapg_human	RummaGEO Gene Perturbation Signatures	1.0	null
MRPL23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18341
ZNF597	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00691
TPD52L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06997
SSRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54023
CCDC24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20278
GSE195514_0_v_1_stk25_human	RummaGEO Gene Perturbation Signatures	-1.0	null
FOXD4L3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.30813
HLA-DRB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62541
SLC27A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.2516
NR4A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.57559
SUDS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31329
ART5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19651
GSE147366_1_v_4_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SPRY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.92966
PHF13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97412
RNASE7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59858
CXCR4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75403
ERCC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.96601
PHGDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1751
DPF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40221
GTF2H4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38118
SLC35B2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43157
Perturb_7260_KD_EP300_SRP193326	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
ARFIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23625
PMC11373733-ABR-13-34_Suppl1.pdf-89-ZNF385A_ZNF385A	Rummagene Transcription Factor Associations 2026	1.0	null
CBLL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55711
PMC8858874-NIHMS1764275-supplement-Supplemental_Table_2.xlsx-R1_SOX2_bound_genes_5000bp_6-9--Gene_Name_SOX2	Rummagene Transcription Factor Associations 2026	1.0	null
GSE145249_1_v_3_ppm1g_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE118548_1_v_3_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ITPR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50531
RRP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39063
MTIF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28026
RXRB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57637
TMEM14A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.64407
OSBPL7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06048
PMC12592558-41419_2025_8097_MOESM4_ESM.xlsx-downregulated_3_-_DATASET_1-RNA_Seq_analysis_upon_lncMB3_KD_in_D283_Med_cells_AR	Rummagene Transcription Factor Associations 2026	1.0	null
PCNX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41109
THNSL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3391
PROX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6782
CLPP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58101
TMEM219	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64757
PPP2R5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42291
MOAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39451
SUCLA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02603
GSE135350_2_v_4_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
THRA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24005
GSE181461_1_v_4_trim28_human	RummaGEO Gene Perturbation Signatures	1.0	null
YIPF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44068
FOXP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.27859
GSE149035_2_v_0_hepacam_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19706
GABBR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50826
TJP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02454
BSPRY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82643
PMC12775252-18_2025_5991_MOESM3_ESM.xlsx-Sheet1-Supplementary_Table_2_Up-_and_down-regulated_genes_in_TCF7L2-depleted_EVT_compared_to_control_EVT_TCF7L2	Rummagene Transcription Factor Associations 2026	1.0	null
Hypothyroidism	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.624
CKAP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06772
DGUOK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49457
CD151	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.96967
MT-ND6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93334
GET3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76524
KAT2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19089
AASDHPPT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5397
PTAR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5048
HP1BP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33954
TBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94722
KCNIP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07312
MXD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.98131
PTK7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.95954
TMEM187	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92098
GSE195568_2_v_10_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PPP1R18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66802
KLF16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56818
NRSN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78733
PRKCB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49644
SLC25A46	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83538
DMBX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.00705
RASD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.65596
GSE174701_5_v_3_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
GARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91695
ZFAND3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57956
DCP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22866
ARFGEF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10512
RPRML	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58495
C4orf3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72352
KLHL42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98863
ZNF423	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.83862
GALM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20911
ZNF511	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66951
CMBL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50505
SHANK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56035
SEC24B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80747
RNF6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37225
ZNF681	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25048
TDRD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.94009
NELFCD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36282
GSE193258,GSE193259_2_v_6_osimertinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
MRAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34314
BUB1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15915
TRMT6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08294
SEC23IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47641
SARNP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59848
MLLT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.93819
ZNF747	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.0199
ASCC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21263
PHIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27313
FREM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45262
MRPS16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87442
ALCAM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.662
PIGV	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4
HAGHL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48327
RBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55584
KLF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42139
AK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90195
GSE135350_2_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	1.0	null
PIDD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25554
SPTSSA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98175
ELF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85758
GSE195568_3_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SELENOO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48604
CHEK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18123
INAFM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7735
DNAJB6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85699
PRKCI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79979
GSE128634,GSE128636_4_v_5_foxo1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TMEM25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28275
CEL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.09549
SLC43A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77258
MAPK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35964
GSE169152_3_v_7_ibrutinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
RUNDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61041
GSE187006_0_v_2_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NFIB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09165
ZMAT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40105
C19orf53	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50049
ZNF473	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64148
SURF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62805
HOXB5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73266
HGH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41911
GSE219195_4_v_5_rbm12_human	RummaGEO Gene Perturbation Signatures	-1.0	null
REEP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88365
NANOGNB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30892
OAZ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14418
PSMF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27159
MAN1A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7068
PSMC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2556
TMEM158	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22516
ASPHD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14186
C1D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4462
MTCL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91853
GSTK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.57886
CNN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.95195
SUOX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51534
INPP5F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33719
PHB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44215
MRPS21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93638
GSE202434,GSE202438_13_v_11_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CYP27B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50567
ACADSB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15865
RARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41922
LHFPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13739
SPIN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91915
RNASET2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35287
NOP10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01264
PTPRU	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63001
ZNF655	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68124
Perturb_15371_KD_TP53_SRP294453	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
LTV1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12868
ZNF16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93941
SMUG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68887
NAALADL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47151
BCAS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27404
RNF17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59291
ITGA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.12587
GSE171401_1_v_0_adnp_human	RummaGEO Gene Perturbation Signatures	-1.0	null
DCP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31563
LCORL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23731
SLC12A9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6073
TPRX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.804
PLBD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6722
FUCA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75458
GSE154577_2_v_12_plagl1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
C2orf49	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87266
BD-11-DV28_10uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	-1.0	-0.215205
PUF60	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20862
TXNL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24028
CLK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.1645
GSE231720,GSE231724_2_v_0_setd2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
UBR7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78125
BCL2L11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04321
MROH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79293
H2AC19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.44212
CDV3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42208
ITGB5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.79068
IREB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24459
FRA10AC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62106
ZNF560	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.84843
ZBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94666
GSE202434,GSE202438_2_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PHLPP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.1641
GANAB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22685
CRIP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.19662
KATNBL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37009
SAP30L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91505
GDF9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6957
GSE96777,GSE96778_3_v_2_zbtb4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MTIF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91069
IL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08707
MT-ND1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7337
ZEB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05939
RASA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47658
OSR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87173
NEK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20933
ZNF80	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.60566
PMC11409756-13062_2024_533_MOESM1_ESM.xlsx-Sheet1-Table_S1_Differentially_expressed_genes_DEGs_regulated_by_ZFP64_through_mRNA-seq_ZFP64	Rummagene Transcription Factor Associations 2026	1.0	null
PLEKHA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55012
TBCA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20449
BD-49-MD69_0.1uM	NIBR DRUG-seq U2OS MoA Box Gene Expression Profiles	-1.0	-0.207511
FAM136A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19352
LSM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46751
TAF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08334
SEC61A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31933
PCDHB15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71108
ERCC6L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68397
GPRASP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60899
GSE95077_1_v_2_amiloride_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FBXL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06321
TRMT10C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57922
GSE147366_1_v_2_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
EID3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82615
MRFAP1L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.18813
FOXM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5293
SYT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9831
DCUN1D4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.71794
HSF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86488
DBN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34007
WASHC2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21047
SLC1A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55642
Immune system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.438
TMEM39B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43601
GSE174498,GSE174500_3_v_8_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
YTHDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27524
FLYWCH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.90069
VCAN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04551
B4GALT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69238
HOXD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57247
ADAM9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68283
CAPG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.04598
C2CD2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51731
ANKS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9295
WNK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.26365
MPV17L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68554
PANX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.52951
XRCC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98288
GSE210718_1_v_0_shmt2_human	RummaGEO Gene Perturbation Signatures	1.0	null
CEP95	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78202
RBM10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94831
TTF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7752
ZNF660	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34856
GSE131649_6_v_8_hemin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CCL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21692
NUP188	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68355
ACTG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23436
CALCOCO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39741
GSE154337_0_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DCAF15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47879
Disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.624
EPN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99321
NDUFAF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63265
TMEM139	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0277
ZC3H18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69648
MAMLD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35249
PTPN9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64621
PPP2R5D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32861
GSE131649_6_v_5_hemin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
HILPDA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39002
PMC12827430-41467_2025_67591_MOESM6_ESM.xlsx-Figure_4f-FOSL2_ChIP_WT-exclusive_genes_FOSL2	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF853	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.47111
IKBKG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70684
SHCBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66041
GSE199092_2_v_0_ddx5_human	RummaGEO Gene Perturbation Signatures	1.0	null
Disease of anatomical entity	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.624
DNAJC19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31681
IER3IP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24723
DUSP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07388
C11orf96	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17346
ESYT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51625
CTSH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58315
POLR1F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3381
GSE164874_5_v_13_prednisolone_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF618	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.264
RCOR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.73592
GSE224131_5_v_1_mafb_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SPG21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05892
GSE115542_5_v_1_digoxin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
MTMR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30072
ZNF311	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98915
GPC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80735
GEMIN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67732
PXMP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.14397
NPIPB4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60409
TMEM60	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89422
TIGAR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94669
ACIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91029
PEBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64743
PMEL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78691
PINK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46246
DPF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68674
CNBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.10236
RNF31	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.09561
NUDT18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65701
HNRNPUL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.88645
ZNF707	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64174
AFF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34457
HCFC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81204
PBX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30541
FLT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.12507
MMP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56132
ZNF683	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13062
MFSD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06264
GSE107956,GSE107957_0_v_1_ythdf2_human	RummaGEO Gene Perturbation Signatures	1.0	null
CXXC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33635
NIT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01513
SQSTM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.21527
NUDT11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27309
CTNNA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30397
FIGNL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36137
MFAP3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82568
LRPPRC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98526
ACTR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27473
INTS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15183
TCEAL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23092
REXO2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60818
chr17_41931691_C_G_b38	GTEx eQTL 2025	1.0	1.24195
ATXN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15631
BLOC1S2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3038
AKAP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11739
GLRX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24258
ARTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01491
SLC7A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33131
ZFAND2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88926
GTF3C4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.92895
LPIN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.71251
GNG14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14554
DAPK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43076
H3C15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49622
PGM2L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47571
KRAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40218
CARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06067
AAAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9856
STEAP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3331
CDK5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96296
Primary immunodeficiency disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.438
IFT20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53266
SCN4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21655
MAPK14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51023
PMC8858874-NIHMS1764275-supplement-Supplemental_Table_2.xlsx-R1_SOX2_bound_genes_5000bp_6-9--Nearest_Ensembl_SOX2	Rummagene Transcription Factor Associations 2026	1.0	null
GOLT1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49794
UBE2K	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49035
ATP1A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25545
APPL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92487
GSE158834_12_v_3_palmitic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CNKSR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13456
WRNIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02755
UBFD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79006
TCEAL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11564
RAB11B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37348
TMEM126A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94286
SMC6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08495
SLC5A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10898
TRIM27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6881
PMC9882185-media-4.xlsx-Neuron_KD-gene_name_AR	Rummagene Transcription Factor Associations 2026	1.0	null
POLR2H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22664
DPAGT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16035
PGRMC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44549
CAMKMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75574
DUSP14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.09111
SLC25A51	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92592
H2AC15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02691
ADM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78994
RDH10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35328
Autoimmune disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.438
RAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17238
ABCF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58469
ANKRD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45092
JMJD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15725
GCA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88654
MKRN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15339
ZBTB42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.23663
PDIA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52974
VAMP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41042
GSE195568_3_v_10_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
MYBL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79506
FBLN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62591
DHX9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89795
DDX39B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2289
NDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47326
INMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34581
WAC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10158
APLN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76981
SNRPB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13258
NEUROG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35424
ZNF441	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54866
SSBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71114
IGF2BP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66289
CCNJ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33356
PABPC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25717
BOP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84631
RRAGC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.89341
CSNK1E	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50465
BSDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99994
TBC1D3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43436
ZNF554	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80189
GSE119978,GSE180930_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ARRDC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7842
ZNF337	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98863
TMEM198	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99468
TRIAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53637
VHL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70521
ELF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92723
NALF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69212
FAM156B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02947
DDAH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17365
Musculoskeletal system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
ZNF723	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47333
PTPRS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14639
PDLIM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11498
RGS12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71152
ZNF616	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3066
FAM20C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7491
MRPL50	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64013
LBX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36953
TCF7L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58384
RECQL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64004
TMEM218	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15671
GSE169152_3_v_4_ibrutinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CCDC92B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50248
C2orf68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9282
SEPHS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.78893
PMC9564215-pnas.2203480119.sd02.xlsx-OVCAR-5_SCD_KD_cultured_in_low-hgnc_symbol_AR	Rummagene Transcription Factor Associations 2026	1.0	null
SRCAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54436
GPR137	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9252
CDK2AP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.48942
ANKRD23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27075
GSE146982_4_v_2_gpd1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
HSF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.27201
SPRR2F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57296
FTSJ3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14468
GFI1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92993
MRPS11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73279
PPP1R13L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44994
BDH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46586
PHF11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97366
MRPL16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6804
Endocrine system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.624
ARGLU1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.17048
CCDC69	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99977
WDR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12395
RFX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63176
STAT5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13802
ABCA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95994
PMC12542114-12964_2025_2459_MOESM4_ESM.xlsx-DMOG_-_HIF1A-gene_HIF1A	Rummagene Transcription Factor Associations 2026	1.0	null
LYPLA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60981
SNX30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.29629
DENND6A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52152
ARHGAP11B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50784
WASF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39964
GZF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.07103
MT-ND5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80248
CCDC127	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0715
GSE201309_5_v_3_matrine_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF76	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99499
STOML1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93069
RAB1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.60581
ECSIT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89838
RAB12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38822
PTF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55654
DPP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12565
LSM14A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63862
PMC12209767-bcd-25-0099_supplementary_table_s2_suppst2.xlsx-C_DEGs_RNA-seq-Supplementary_table_S2C_List_of_differentially_expressed_genes_in_IGHUND_vs_IGH_GCB_MB2_DE_DLBCL_HGBCL-DH-BCL2_-BCL6_BCL6	Rummagene Transcription Factor Associations 2026	1.0	null
NFKBIE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50366
STK40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9586
MCCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72661
PPWD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29381
TAPBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45523
HOXD13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.82436
Perturb_2815_KD_LSD1_SRP310243	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
STX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.38742
ZNF280D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.13373
GSE202434,GSE202438_3_v_11_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
WWP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51455
MCM6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17309
STARD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24209
ACAA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29844
GSE184892_0_v_5_trehalose_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PFDN5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	6.27682
COL1A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97412
MPPE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59246
PTGFRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24381
HYAL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.83573
CCNE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04909
RPLP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24216
THAP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89102
SERPINB9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19324
GSE146982_4_v_2_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ACSF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2344
Connective tissue disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.203
GLS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15585
RBM47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.21769
GSE213588_10_v_11_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
FAM76A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44695
FBXO5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98298
SSU72	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8657
CMTM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.39448
SRY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.31332
PCDHAC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06615
CERS5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20788
IKZF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31082
ID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68426
PPTC7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65303
PERP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23623
GSE201309_4_v_2_matrine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
INTS10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6004
OPA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.37821
SLC1A6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02413
ZRANB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39771
KLF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.02344
PAX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66882
DVL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13396
WDR20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11898
GSE174498,GSE174500_3_v_4_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SAMD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69978
NEIL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02442
GDPD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.66328
DNAJC11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13568
PYCR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.01503
ZNF728	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07347
TEAD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.17686
THAP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54927