association	dataset	threshold value	standardized value
TMEM121B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0931
GSE163862_2_v_3_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
CDCA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39502
ZNF606	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29825
PTPMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02285
FAM78A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.6839
GSE205163,GSE205164_1_v_8_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
NAXD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39015
RSL1D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43208
Perturb_10297_Mut|KO_Pkd1_SRP385932	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	6.90896
AUNIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3116
RRP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32243
CHD7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.36837
PKD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04834
SNX17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41191
ZNF630	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59894
GSE120200,GSE127269_1_v_2_asxl1_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF559	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31544
NT5C2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31026
GCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26539
ZNF407	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92159
GSE216043_11_v_6_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PORCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02534
COL4A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11009
FEM1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.62015
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_1_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
ZC4H2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23493
CSTF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69405
NUP85	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23425
METRNL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70416
NUP205	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59674
GSE107505_3_v_2_nanog_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
R3HCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27833
DPP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.04685
GSE87862_0_v_1_mov10_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TMEM94	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04034
LMBRD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87378
GSE157594_6_v_4_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_4829_KD_Rrp40_SRP150410	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-1.78544
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-ICM_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
MED26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26409
GSE209911_0_v_1_ncstn_human	RummaGEO Gene Perturbation Signatures	-1.0	null
DBT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73106
Perturb_5228_KO_Dnmt1/Dnmt3a/Dnmt3b_SRP194961	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-14.4683
ATG12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76663
CCDC71	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54358
GSE130401_1_v_0_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-GV_RFX-Unnamed_3_RFX1	Rummagene Transcription Factor Associations 2026	1.0	null
PKN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22863
SACM1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15189
ABCF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4521
NFATC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55923
SAP30BP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00278
EIF4E2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66314
GSE216043_3_v_9_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SCYL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07263
PARP12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82278
MAPK8IP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51938
Perturb_12627_KO_Bag6_ERP110252	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	1.50535
GSE184356_3_v_0_tfam_human	RummaGEO Gene Perturbation Signatures	1.0	null
MASTL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1385
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-GV_RFX-Unnamed_2_RFX1	Rummagene Transcription Factor Associations 2026	1.0	null
Disease of anatomical entity	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
POTEF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60589
Perturb_10757_KO_Cnot1_ERP104439	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-10.5447
ERF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19617
CLDN34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.85901
NDUFA10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59336
WDR59	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.13998
GSE149264,GSE149267_2_v_5_trp53_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Perturb_15270_KO_Bap1_SRP162522	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	20.0
MMP19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43359
GSE137818_3_v_6_brca2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PUS7L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8546
CHPF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60074
HECA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90113
RAB3D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.00427
CNOT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18797
TCEAL8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21017
Disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
POLR3D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91454
COQ10A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06809
Perturb_8484_KO_TET1/TET2/TET3_SRP251780	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.69046
ZNF263	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23777
ZNF620	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07711
GSE114258_1_v_0_foxk1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
RPL34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.94626
MRPL19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11983
STK11IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36842
CNOT9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32855
GSE147366_3_v_0_med13_human	RummaGEO Gene Perturbation Signatures	1.0	null
ARAF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21914
GSE130401_4_v_3_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
SLC9A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49678
GSE216043_3_v_6_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ALDH1B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99777
POLR1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88402
PPP1R15B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39962
PSMA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44909
IQGAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88009
ATG9B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60037
TOX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.3803
TCAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71693
GSE127790_9_v_3_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE184902_4_v_0_adiponectin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
USP14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82797
NUMB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.80672
PTPRJ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6743
GSE129241_4_v_6_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SCGB3A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.72306
NPIPA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50428
PRKCSH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37831
ATAD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05457
SMPDL3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.269
TM9SF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46187
SLF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2663
NPR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.05483
GSE140092_0_v_1_socs3_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF706	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19527
RTN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37285
Perturb_937_KD_Smndc1_SRP337256	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-3.32682
MAU2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70755
GSE216043_11_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE229973_4_v_7_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE211983_1_v_3_nicotine_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ALG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58974
RGS5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.03144
CEP97	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94155
HCCS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1364
Perturb_11172_KO_Klf15_SRP186285	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-2.19526
RSL24D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55011
HSPA9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.71296
UBXN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41985
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_2_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
SLC25A33	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27917
TTYH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17424
NEUROD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14313
TACC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19082
CLK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36107
RUFY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.17783
GSE216043_11_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PSMB8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7255
DDX59	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35871
CELF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54543
UBE4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22593
ZNF785	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.222
DNASE2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70778
GSE247775_1_v_0_tmprss2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TSEN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22166
FAM50B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73755
NDUFAF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49704
MINDY2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.72028
Perturb_6946_KO_Ipr/Ldlr_SRP150735	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-3.83987
ISLR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78275
ASL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55131
PPM1J	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.74689
PARP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91937
RABEP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32581
GSE176008_8_v_1_azacitidine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
IZUMO4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.20174
GSE216043_7_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PDIA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18906
GSE126621,GSE126920_1_v_4_dppa4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE195663_7_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
MBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32565
POGLUT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66231
chr19_55464864_C_A_b38	GTEx eQTL 2025	1.0	3.89708
POLD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10851
Perturb_10243_KO_Klf6_SRP261836	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	1.47226
GSE184902_4_v_0_adipor1_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE140997_4_v_3_nsun6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GPR143	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07136
PSMA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73528
ZIM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.0904
C19orf53	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54658
NSDHL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02573
SKI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.56816
UBXN8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.06482
MVB12A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32438
TBKBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76196
RDM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23653
NCBP2AS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5464
Bone disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
Perturb_4539_KD_A2l_SRP126769	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	1.39193
GSE112860_5_v_1_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
LUC7L3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04112
DCTN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77771
DNM1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.12099
GSE216043_3_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Osteoarthritis	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
NAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22726
GSE222758_0_v_4_clofazimine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE205163,GSE205164_9_v_6_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE183271_2_v_3_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
DGCR8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56365
VRK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5933
FKBP1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11627
MICA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5117
TOR1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88213
SYNGR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14221
PFKL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.27299
Perturb_8912_KO_NUDT21_SRP323081	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.42997
GSE195663_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE169155_5_v_2_acetaminophen_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF84	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35999
DST	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17091
GSE216043_10_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
DRAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.05744
LYRM7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.95925
GSE122215,GSE122217_5_v_4_peg10_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SPIN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91915
NDUFV3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85668
Perturb_14964_KO_Zfp30_ERP109794	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-2.69944
AKNA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73928
ABHD17A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46847
MDH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.10535
HABP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44223
TMEM231	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37823
TASOR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00941
NMUR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88834
GSE205163,GSE205164_5_v_8_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
DBF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11854
MRPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40652
GSE190186,GSE190188_8_v_5_apoe_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE74490_0_v_1_triptolide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
SFSWAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43299
DNAJC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41909
PDGFA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.56142
GSE127790_5_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE142588_2_v_1_cinobufagin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_4574_KO_Haspin_SRP271373	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-3.06547
SOCS5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87839
MGAT5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.52408
Perturb_987_KO_Eed_SRP092111	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-10.2738
RRP12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.50355
GPRASP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44904
MED13L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13028
MT-CO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40038
LRRC4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19367
SDF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.42023
GNA12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.70579
RCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06661
PTDSS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9319
MMP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.10742
GSE241701_2_v_3_daxx_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MMADHC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66109
KIFC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22196
Arthritis	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
SLC43A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8058
TIMM23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35715
GSE162590_1_v_0_gsx2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-8cell_CTCF-Unnamed_3_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
BLVRB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24105
SLC25A27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.79276
Perturb_4753_KD_Rus_SRP359200	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-3.84439
TYRO3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60497
GSE176008_4_v_1_azacitidine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PLPP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16145
IL17RA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02884
GSE140997_4_v_6_nsun6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE109913_1_v_2_bleomycin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_17281_KO_Gja1_SRP247546	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	2.03027
RPS19BP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76854
FBXO10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1541
GSE163862_0_v_3_cisplatin_mouse	RummaGEO Drug Perturbation Signatures	-1.0	null
MAMLD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10898
Perturb_10336_KO_Smad3_SRP040560	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-2.78394
Perturb_10248_KO_Ipr/Ldlr_SRP150735	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	5.73583
GSE130383_1_v_3_gps2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE205163,GSE205164_1_v_0_znf808_human	RummaGEO Gene Perturbation Signatures	1.0	null
HMBOX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03688
SPRYD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5142
ZNF417	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94846
GSE216043_7_v_8_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GINS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31882
FHIP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32477
GSE222758_0_v_1_clofazimine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RIT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64541
GSE127790_11_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE217541,GSE217543_3_v_2_tet1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF768	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23766
NME4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.63485
PMM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80291
IFI27L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53452
DDX53	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27041
SEC31B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06354
NVL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27267
SLC5A6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26095
THAP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82272
GRHL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.2013
MDN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.06107
SNAPIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.38096
CCHCR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19446
CHRD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.31675
ALG5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15988
CD2BP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03226
GSE127790_9_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Bone inflammation disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
ATP6V0D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23053
ADPGK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.88734
FSTL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07278
Perturb_10272_KO_Fxr_SRP343112	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-2.02078
TCF15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57253
GSE228181_4_v_5_idh1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE171837_3_v_1_bortezomib_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
GSE183271_4_v_3_nicotinamide_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
HOXA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22091
SMIM12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11463
GSE127790_4_v_2_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
KIT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.97601
FADS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44838
FDPS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57522
Musculoskeletal system disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
SZRD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87366
GSE112860_5_v_8_prdm16_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
SAR1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33116
OBSCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24644
Perturb_10261_KO_Esrrg_SRP119935	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-7.86823
GSE216043_11_v_9_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE254848_4_v_13_ptges_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
SOX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21902
GSE104508_0_v_3_dnmt3a_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
AEN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49807
LRRC59	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5471
Perturb_16845_KO_Kcnj10_SRP241402	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	1.47327
TOLLIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08484
TGDS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07794
RPS28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17592
GSE179531_1_v_0_metformin_mouse	RummaGEO Drug Perturbation Signatures	1.0	null
ECHS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13298
NDUFB4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26215
DSN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.56553
ZNRF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50761
RFXANK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53331
TMEM186	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.29394
PAM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23902
RAB11B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12111
Perturb_4568_KO_Prmt1_SRP178236	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-2.00823
GSE228181_0_v_5_idh1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GSE216043_3_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
KCNQ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51993
DCAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56477
PNMA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44394
HAUS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26451
GSE252958_1_v_0_znf469_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GTF2H4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09949
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-ICM_CTCF-Unnamed_3_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
PCDHB16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42174
UBR5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44168
RAD51C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20577
SETD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.09823
ZKSCAN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15142
GSE213410_0_v_3_calcitriol_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF722	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58124
ELK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04225
PCNP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17653
CINP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18866
AAMP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84187
ANP32D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15098
GSE156923_2_v_1_rbmx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
NUFIP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.1305
RIC8B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76041
NCAPH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07776
NAA10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.07309
ZNF408	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87495
GRK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02993
ESRRB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92268
OCEL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.17237
GSE234340_9_v_2_muc2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
Connective tissue disease	DISEASES Experimental Gene-Disease Association Evidence Scores 2025	1.0	1.495
SSR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53914
SVBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72303
QDPR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.49538
H2AC19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30437
WEE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00859
NPRL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1109
GSE173810_4_v_6_igf2_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
RBM25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62707
Perturb_4514_KD_Tip60_SRP081300	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-1.91994
HSPE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37791
GSE126621,GSE126920_1_v_0_dppa4_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE224096_2_v_0_cocaine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE216043_10_v_8_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE228181_2_v_1_idh1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Perturb_10271_KO_Fxr_SRP343112	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-1.78168
SOCS6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00165
DHX15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.3872
VAMP7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54571
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-GV_RFX-Unnamed_1_RFX1	Rummagene Transcription Factor Associations 2026	1.0	null
ZNF232	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68667
DMC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51666
LNX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35128
CNN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07267
ISX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29921
AP2A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.00594
LIMS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1464
TTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35869
DMRT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0671
GSPT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22108
GBF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55051
MARCHF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.38745
ATAD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.69133
GSE205163,GSE205164_9_v_4_znf808_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RNF40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00259
ZCRB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15567
GSE226770_1_v_6_atrx_human	RummaGEO Gene Perturbation Signatures	1.0	null
FKBP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43473
TGS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24566
Perturb_4577_OE_Haspin_SRP271373	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-4.38845
GSE89032,GSE89033_0_v_1_sfpq_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PRKCA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29942
BRINP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.23236
GSE231648_1_v_3_lsm14b_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TECPR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14346
ID3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08336
PMC8185471-mmc4.xlsx-D4-DEGs_between_SOX15_KO_DPs_and_WT_DPs_cells_at_day_4_padj_0_05_Log2FoldChange_0_5_SOX15_KO_WT_or_Log2FoldChange_-0_5_SOX15_KO_WT_SOX15	Rummagene Transcription Factor Associations 2026	1.0	null
CALB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38775
SKIC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3783
GSE119564_2_v_0_zfp217_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
GOSR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05725
ZWINT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90878
TBCA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20449
HINFP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44602
MVD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40365
GSE240027,GSE240030_5_v_4_atrx_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
PRPF38A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.69121
GSE223008_7_v_1_calhm6_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TDGF1P3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39768
PFKFB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43971
POLR1H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31261
ARMCX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50817
NPIPB13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81265
Perturb_16926_KO_Hete_SRP220444	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	2.10405
Perturb_16939_OE_Prkag1_SRP162537	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	1.81148
GSE147366_1_v_2_med13_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE207914_2_v_7_nudt7_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
Perturb_9543_KO_Ucp1_SRP187003	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-2.70132
PMC7498599-41467_2020_18508_MOESM11_ESM.xlsx-ICM_CTCF-Unnamed_1_CTCF	Rummagene Transcription Factor Associations 2026	1.0	null
GSE127790_11_v_3_zcchc8_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
ZIC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.13596
GSE228181_0_v_1_idh1_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
CORO6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.73135
FANCM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8821
KCNF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59989
UBR4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09696
DDX39B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2289
HNMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39581
PRDM15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5303
GSE146070_1_v_0_edem3_human	RummaGEO Gene Perturbation Signatures	1.0	null
Perturb_7057_KO_Sod2_ERP107154	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	-1.0	-1.39137
GSE113817_0_v_1_bach1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ABCG4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51013
GSE190186,GSE190188_0_v_10_apoe_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
MAP4K2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.40374
CBY3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.80036
GSE130081,GSE130082_5_v_1_neil2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null
TTF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7752
GPC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.8437
GSE216043_3_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
OPA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37821
IQGAP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53631
RSRP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38291
COPS4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9512
ZNF431	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41224
GOLGA6L9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26668
MARCHF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01932
SEPTIN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.37088
SLC49A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20887
Perturb_10244_KO_Klf6_SRP261836	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	1.46342
SMCR8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13606
DPRX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.72516
CDKN2AIPNL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23715
GSE172458_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE145249_0_v_2_ppm1g_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE216043_11_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RAB43	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92933
GSE114992,GSE114993_9_v_6_irf5_mouse	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE159937_1_v_0_tfcp2_mouse	RummaGEO Gene Perturbation Signatures	1.0	null