association	dataset	threshold value	standardized value
Perturb_8446_OE_PCK1_SRP155565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.81811
Perturb_11736_OE_KLF5_SRP091857	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_11530_KD_THOR_SRP121007	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
AP1M1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18684
PEX10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75753
ZNF732	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.10379
Perturb_2356_KD_IRX6_SRP072302	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-6.04571
RAB5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48927
ASNS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11926
TCF23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6617
RAD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58959
MARVELD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50759
Perturb_9399_KD_MYCN_SRP104120	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.87944
DNAJC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89372
GPBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7969
Perturb_7234_KD_UPF1LL_SRP295982	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.8633
CELSR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58066
ZNF433	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44264
EMC6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2273
ARPC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60528
SPACA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04052
Perturb_16445_KO_MITF_SRP298756	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.52469
GSE119978,GSE180930_6_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PARPBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.46968
Perturb_14882_KO_H11_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.39483
Perturb_10096_KD_AGO3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.63247
Perturb_9935_KD_ATP5F1C_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.64036
Perturb_493_KO_RN7SK_SRP367813	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_12934_KD_DHODH_SRP340404	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.6129
ZNF497	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92643
Perturb_7321_KD_METTL14_SRP064870	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.48847
GNG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02421
XPNPEP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79944
Perturb_9968_KD_UPF1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.85552
H2AC25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83727
FBXO42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52156
POU5F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52164
PTF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55654
ZNF184	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21935
KIF3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4704
Perturb_15185_KD_CPSF1_SRP186931	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.67214
GGA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10859
HAGH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81742
Perturb_11538_KD_YEATS2_SRP094447	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.91781
Perturb_7291_KI_KMT2C_SRP108473	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.10696
Perturb_9130_KD_PHGDH_ERP020769	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.7293
UROD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66679
PRSS27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07224
ETV1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.3976
Perturb_17642_OE_YAP_SRP298391	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.14838
Perturb_2076_OE_PUM1_SRP072710	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.78343
Perturb_13866_KD_KDM6B_SRP258989	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.38846
Perturb_6463_OE_NFAT1_SRP173011	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_14589_KI_LAMC2_ERP136718	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.46921
ZNF81	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19508
Perturb_2073_KD_BMAL1_SRP041298	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.16995
Perturb_3639_KO_BRD3_ERP115567	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.94812
GSE209898,GSE209899_0_v_1_trametinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RAB3IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03779
ZNF876P	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93129
GSE215086_8_v_0_batf_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Perturb_9918_KD_MAGOH_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.5213
GSE202434,GSE202438_7_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_7347_KD_ALKBH5_SRP070463	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.3682
Msgn1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.5517
Perturb_9899_KD_EIF3G_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.69959
Perturb_7537_KD_RREB1_SRP265233	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.31829
Perturb_2324_KD_SF3A1_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.57225
GSE180147_0_v_1_itga5_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MTHFD1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69258
Perturb_6412_KO_TP53_SRP274402	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.04342
BSPRY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82643
ZNF574	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.5973
Perturb_3693_KO_GPX8_SRP353993	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.94242
RCOR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78645
Perturb_2720_KD_YAP1/WWTR1_SRP115100	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.55277
RNASEH2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1513
Perturb_7182_KD_MED26_SRP164752	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.1897
ETV5::HOXA2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.3612
CHML	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37986
Perturb_6711_KD_STAU1_SRP266909	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.57439
Perturb_2300_KD_BRCA1_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.54362
Perturb_8913_KO_KDM1A_SRP348808	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.66006
THOC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11415
MAGEE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26807
PIM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75782
FAM181B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24489
Perturb_11348_KD_NFAT1_SRP173011	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.22971
Perturb_8951_Mut_RB1_SRP220467	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-13.0661
ARNT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66439
Perturb_11350_KD_NFAT1_SRP173011	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	15.2747
Perturb_6141_OE_PPP1CA/PPP1R8_SRP118980	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.52471
Perturb_15403_KD_AR_SRP377764	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
CYB561D2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99363
Perturb_7157_KD_NEAT1_SRP366384	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_3665_KO_METTL18_SRP251548	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.96335
GYPC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32851
Perturb_3627_KO_HDAC2_SRP355605	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.8342
Perturb_7713_KD_TLP_SRP163126	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.78516
GFM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94978
PRORP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84699
Perturb_8195_KD_SMN1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.49851
Perturb_9095_KD_SMARCA4_SRP293297	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.20805
NFE2L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44222
ZNF350	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01598
Perturb_8916_KO_KDM1A2a_SRP348808	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	15.4361
Perturb_7853_KD_CCNF_SRP212181	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.80715
USP16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27691
Perturb_7160_KD_ACTG1_SRP385887	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.82335
Perturb_9170_KD_CFTR_ERP118933	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.4924
ASCL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49338
Perturb_7466_KD_ARIEL_SRP136083	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.73707
Perturb_8093_KD_PUM1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.15093
ZNF883	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8094
JADE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27103
DEGS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16841
NR2C1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.7177
Perturb_14375_KD_IGF2BP1_SRP291710	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.41491
Perturb_11691_OE_MYC_SRP253943	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
P4HB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09887
FAM86C2P	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2546
TFIP11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81218
PIP4K2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.555
ZNF821	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.92802
TRAFD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57853
GSE149096_4_v_3_ascl1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PAX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1181
Perturb_2877_Mut_KRAS_SRP404927	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.53413
VASP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92707
HOXB13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94011
NCOA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4769
Perturb_12270_KD_EIF4G2_SRP149421	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.19016
Perturb_12676_KO_PTPN2_SRP108032	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.75377
Perturb_13919_KD_TARDBP_SRP295809	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.59202
YBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67625
LHFPL4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12934
FRAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48679
Perturb_2373_KO_ASXL1_SRP305063	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.53499
ZNF239	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.73922
Perturb_13754_KD_KLF3_SRP233218	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.72333
Perturb_482_KD_IFI16_SRP298943	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.05427
RTL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91968
CHD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80528
GSE209898,GSE209899_0_v_1_flcn_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PMC12356745-12015_2025_10896_MOESM2_ESM.pdf-456-ENSG00000020633_RUNX3	Rummagene Transcription Factor Associations 2026	1.0	null
SMYD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30658
KCNIP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07312
RAN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50784
Perturb_10061_KD_CCAR1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.63305
Perturb_14373_KD_IGF2BP1_SRP150935	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.41491
MTMR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79309
TSPAN12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02196
P3H3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40424
RAB4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60698
HACL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30561
Perturb_10112_KD_FXR1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	17.163
USP12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.06386
GATAD2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84167
Perturb_13653_KD_CELSR2_SRP149837	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.74189
YY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78275
MEIS3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.8425
GSE119978,GSE180930_3_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_14628_KO_MSLN_SRP199242	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.59442
Perturb_12232_KD_SNRPA1_SRP291357	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.03697
GSE238005_0_v_3_c9orf72_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TBX5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.9358
MARCKSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21782
KCNE3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07069
GSE119978,GSE180930_0_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_3514_KD_RNPS1_ERP130704	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.32237
NEUROD1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.8431
H3C2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98491
Perturb_6788_KD_NUDT21_ERP122260	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.49762
KLHL34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94119
Perturb_16503_KD_NEUROD1_SRP325888	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.48168
MDK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86016
Perturb_7596_KO_PRPF39_SRP389969	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.69593
RNF225	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48202
Perturb_6680_KO_SREBF1_SRP255872	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.53145
RAD23A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63294
ZEB1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	24.3954
IKZF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.23779
WHAMM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77615
FOXO1::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.1109
MKS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51677
Perturb_15382_KD_FGF13_SRP319157	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.10249
EFNB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96275
Perturb_9401_KD_MYCN_SRP104120	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.20639
ATP2A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5378
UBL7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5852
Perturb_7496_KD_EFTUD2_SRP192094	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-9.02006
HTR1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68669
TCF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.0639
INSM1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	44.875
Perturb_3720_KD_CHD4/DNMT1_SRP049370	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.58648
PAXIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18825
Perturb_6435_KD_HOXA10AS_ERP131886	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.69257
Perturb_7168_KD_ACTG1_SRP385887	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.4861
OGDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35072
Perturb_3711_KO_PIWIL1_SRP188921	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.40662
Gfi1b	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	21.2998
Perturb_409_KO_IRE1_SRP353826	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.69547
Perturb_5547_KD_ASC_SRP310464	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.90035
ZDHHC13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00998
ZNF664	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47219
MAST2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.174
Perturb_8257_KD_RBM27_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.56419
Perturb_9961_KD_YTHDC2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.47141
Perturb_7388_KO|KD_UPF3B|UPF3A_ERP130413	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-15.9935
CILK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.82461
UBE2W	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9113
PUM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01743
PCMTD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66235
PTAR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5048
FOXF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47277
TNP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.48036
PHF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69601
Perturb_7488_OE_RAMP2_SRP169097	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.3356
Perturb_9973_KD_CSTF2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.12906
Perturb_10099_KD_HNRNPU_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.9542
Perturb_17241_KD_IRF1_SRP337933	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.90947
Perturb_4763_KO_DLG2_SRP315088	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
MTERF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33149
STEAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10875
Perturb_1324_KD_RBM39_SRP301121	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-11.4021
Perturb_445_KD_SORD_SRP121474	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-6.26636
VAC14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53464
Perturb_9919_KD_MATR3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.5085
Perturb_741_KD_KDM4A_SRP181840	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.5436
E2F2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55058
PSORS1C2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99858
ZUP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56553
SPO11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12058
Perturb_3594_KO_DELE1_SRP218218	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.43082
Perturb_6834_OE_GAS5_SRP191965	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.83233
HEY2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26964
TASOR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39955
C11orf86	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45681
ADCY7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33661
GSE129241_4_v_0_valproic acid_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_2334_KD_SON_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.61167
Perturb_10097_KD_CNOT8_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	13.3473
Perturb_8670_KO_SETD2_SRP291759	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.38808
Perturb_9630_KD_CHD8_SRP047233	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.39003
CRIP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51607
Perturb_9969_KD_WDR3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.74192
TCAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45263
INTS6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.0479
Perturb_13864_KD_KDM6B_SRP258989	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_4895_KD_EIF4A3_SRP160510	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.39002
ANAPC13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03596
Perturb_9983_KD_TAF15_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.27208
Perturb_8200_KD_FUBP3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.37398
LRRFIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61744
Perturb_2321_KD_RBM15_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.87469
GSE119978,GSE180930_3_v_8_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
MORC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65572
HOXA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24202
Perturb_1354_OE_U11_SRP314103	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-13.9069
Perturb_599_OE_HOTAIR_SRP342161	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.25384
AGFG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5213
VASN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60564
COQ6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9681
Hand1	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	24.532
ZNF730	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0564
FAAP24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90451
Perturb_15799_OE_EMP2_SRP265560	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-13.5401
Perturb_5630_KD_EWSFLI1_SRP340258	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.39541
ATP5F1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46715
CHRNA10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12798
Perturb_14735_KD_ADAR1_SRP250165	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.65701
Perturb_14763_KD_LATS1/LATS2_SRP345234	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.60684
TRNP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1317
ZNF14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33804
GSE229309,GSE229314_4_v_1_elavl1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Perturb_535_KD_KDM1a_SRP106818	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
SOX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21902
TBX3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.3928
SYDE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02221
NCAPG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99011
TM6SF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22415
TUT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.15192
Perturb_9146_KD_LRRC8A_SRP306897	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.18679
NAA35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52684
Perturb_10011_KD_AARS1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.14321
LRFN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.24042
TDP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66024
Perturb_14898_KO_H14_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.8308
Perturb_14021_OE_MIR722_SRP185837	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_14166_KO_ZMYND8_SRP281200	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.36244
Perturb_9093_KD_SMARCA4_SRP293297	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.34896
DUS4L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59294
Perturb_8347_KD_YY1_SRP286033	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.52794
SP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.107
NAT10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36425
Perturb_10106_KD_DDX6_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.83564
LAMA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25895
LRRCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89738
ZNF582	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.4164
Perturb_10352_KO_AATF_SRP257744	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.2032
NKX2-6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09811
SAP130	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74503
GRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95262
MLXIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41687
Perturb_13009_KO_ALOX5_SRP367905	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.74178
Perturb_8050_KD_METTl14_SRP167173	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.92689
ELK1::HOXA1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.8752
CDKN2D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18954
Perturb_7949_Mut_BAZ1A_SRP100570	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.55074
Perturb_2054_KD_CHERP_SRP354316	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.346
CALM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28035
Perturb_6445_KO_YAP_SRP134183	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.27752
GSE154936_3_v_2_remdesivir_human	RummaGEO Drug Perturbation Signatures	-1.0	null
HAND2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.7438
Perturb_7597_KO_TENT3A/TENT3B_SRP400572	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	13.2568
CISD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92349
Perturb_7150_KD_SKIC2_SRP070129	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.54871
CCNG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84334
Perturb_9890_KD_HNRNPM_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.47998
RRP1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58443
ZBTB4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35796
COG7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53438
Perturb_15392_KD_CHD6_SRP399677	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.50609
INTS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15183
LRRC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67598
ABHD13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44663
RIPK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.07254
BCL11A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.3815
PRDM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05036
Perturb_93_KD_ANXA4_SRP127547	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.02299
CTCFL	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.6201
MYPOP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69663
Perturb_317_KD_TP63_SRP353945	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.2914
ZNF354C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35692
Perturb_6426_KD_TRIM52_SRP126511	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.73695
MINDY2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99218
TNFAIP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40982
ZNF556	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08784
HOXB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4231
PHF6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03024
Perturb_14746_OE_MEOX2_SRP330486	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.79229
REV1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68429
Perturb_3660_KO_ZCCHC4_SRP189763	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.7212
FAM156B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02947
Perturb_17616_OE_FOXP2_SRP225889	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
LIG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8098
GSE154936_3_v_4_remdesivir_human	RummaGEO Drug Perturbation Signatures	-1.0	null
H2BK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08659
FLNC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.71467
Perturb_14606_OE_NUSAP1_SRP407652	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	12.6496
Perturb_2516_KD_YAP1_SRP181909	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-6.82098
ESRRA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38978
ST8SIA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43885
ZBTB49	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58739
MAPRE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46468
Perturb_3748_KD_NORAD_SRP149071	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.54027
Perturb_2518_KD_ZNF414_SRP269946	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.43421
NR1I2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.61598
Perturb_2313_KD_LUC7L2_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.09784
MTF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.8497
ZNF618	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.264
Perturb_13804_KD_RYK_SRP131789	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.88285
Perturb_2882_KD_MAGOHB_SRP144009	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	17.5654
GNL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51225
TCL1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26253
MSX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8096
RDX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56506
Zfp335	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	22.3452
MED12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1988
Perturb_810_KD_LINCADL_SRP100501	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.13009
NDUFS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27036
Perturb_17538_KO_MAPK7_SRP265870	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.47413
GMNN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.60919
Perturb_2105_KD_DHX8_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.07258
Perturb_6872_KD_YAP1/WWTR1_SRP323378	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.61512
GSE112365_0_v_1_sirt1_human	RummaGEO Gene Perturbation Signatures	1.0	null
Perturb_15379_KD_NSD2_SRP269000	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.6953
Perturb_11531_KD_THOR_SRP121007	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_2764_KD_FOXA1_SRP077334	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
PAX8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.9878
PTPN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64978
Perturb_2986_KO_BAP1_SRP108473	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
TEAD1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.1017
TRUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89187
Perturb_14154_KD_RCOR1_SRP279638	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.8437
Perturb_14745_OE_MEOX2_SRP330486	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.13248
Perturb_8212_KD_SMNDC1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.98843
Perturb_9010_KD_RELA_SRP061289	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.12596
ZDHHC21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1614
HIC2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.6789
Perturb_8681_KD_ZNF827_SRP318474	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.9272
SPEG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.74728
Perturb_7367_KD_H2BC21_SRP308810	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.93389
Perturb_12148_OE_CENPA_ERP125655	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
HES5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.4924
ZNF496	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.77624
Perturb_8334_KD_HCF1_SRP178073	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.95132
MED25	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19443
Perturb_14314_KO_PDE10A_SRP300922	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.13044
Perturb_622_KD_GATA3_SRP372594	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.94895
MIER1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35569
HHIPL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85888
Perturb_8156_KD_FTO_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.1129
SLC6A15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44948
Perturb_15386_KD_FGFRL1_SRP319157	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.84876
Perturb_7487_KD_SUPT4H1_SRP166802	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.36963
TOP3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6302
Perturb_14579_KO_LINC00901_SRP312185	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.14196
ERF::FIGLA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.1189
RNF34	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28943
H4C14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28202
PAX9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.0164
MEF2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21937
SCAMP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01865
ARHGAP33	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54712
PMM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32597
Perturb_1163_KD_SOX11_SRP173608	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.02953
ZSCAN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72208
Perturb_17617_KO_TIP60_SRP386872	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.56575
TBX15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91655
NADK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21889
GSE127916_1_v_0_nras_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Perturb_14117_KD_RPS6KB1_SRP187713	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.23692
SERINC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92682
FAM162A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3132
Perturb_14151_KD_RCOR1_SRP279638	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-17.1993
ZKSCAN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84941
GSE202434,GSE202438_12_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_2762_KD_BRG1_SRP077334	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.41921
ZBTB18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07276
Perturb_12935_KD_CDK9_SRP340404	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.23072
Perturb_14894_KO_H12_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.68554
TTLL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82989
TBX18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68199
RPL39L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75658
Perturb_3914_KD_CTNNB1_DRP003300	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.57475
PIP4K2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54834
ADH5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.20343
HLA-B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5514
Perturb_2319_KD_PRPF8_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.14469
Perturb_7392_KO|KD_UPF3A_ERP130415	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-13.3005
STXBP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43956
SLC25A51	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92592
Perturb_7936_KO_VTRNA1_SRP252980	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	16.4297
TNFRSF11A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87197
SLC4A7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05895
ZNF721	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89135
Perturb_8336_KD_CTNNB1_SRP213717	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-9.33572
HOXB2::ELK1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.1716
Perturb_7873_KD_FSCN1_SRP258738	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.14914
IL17RB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62731
PDHX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02395
Perturb_11716_KD_GATAD2A_SRP194625	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.1469
PLPP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12236
FOXD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1166
CSF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11119
JUP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68334
Perturb_12351_KD_DDX3X_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.31856
HSPA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66477
Perturb_9127_OE_YAP_SRP090747	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.07225
ZNF782	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18185
Perturb_9966_KD_SF3A3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.11182
SFXN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97555
Perturb_610_KO_SLFN11_SRP233181	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.50298
Perturb_8339_OE_MSI1_SRP219036	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-11.0494
LATS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05902
LDOC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32933
ADCK5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8061
Perturb_2515_KD_TEAD4_SRP181909	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-15.7506
Perturb_7424_KD_CPSF2_SRP045481	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-14.0231
PAX6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.2326
FOSB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.99949
MMP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10742
CDX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37921
ZFP14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	82.2341
HMGN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05843
Perturb_2732_KD_TBX1_SRP264754	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.06461
GSE168602,GSE168604_2_v_1_selumetinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZBTB7A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.7456
GJC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98627
FBLN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62591
C21orf58	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30445
Perturb_12931_KO_KAT7_SRP212620	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.92812
Perturb_8295_KD_UCHL5_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.63767
ZSCAN20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47573
HIF1AN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14777
NPTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43121
Perturb_15692_KD_SLFN5_SRP051401	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.77269
TBX15	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.0885
CHAMP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44451
PPP1R7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16213
PALM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15885
TBX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.0422
NAV2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76978
PSD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00797
Perturb_8105_KD_EIF2S2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.67173
GSE111881_0_v_1_znf768_human	RummaGEO Gene Perturbation Signatures	1.0	null
CRLF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8717
ERGIC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75805
ZNF98	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76782
Perturb_14173_KO_HOXBLINC_SRP149346	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.09933
IL17RE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69124
Perturb_9976_KD_G3BP2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.61468
GBGT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.07855
Perturb_2304_KD_CDC73_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.09548
Perturb_14191_KD_MALT1_SRP127318	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.33347
Perturb_7383_KO_SMG7_ERP122822	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-9.22299
CLDN10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25381
GSE165334_2_v_0_dabrafenib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
AGPAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.39445
AGAP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57787
THAP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33347
Perturb_2291_OE_TBX3_SRP184219	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.28092
EBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75615
Perturb_11692_KD|OE_SF3A3|MYC_SRP253943	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	14.7872
Perturb_12370_OE_SNRPA1_SRP291347	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.4979
OBSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40225
Perturb_10181_KD_CTCF_SRP225887	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.26093
Perturb_4886_KD_WTAP_ERP019668	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.8281
Perturb_6905_OE_EVI1_SRP344381	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.54232
ZSCAN31	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.1342
GSE119978,GSE180930_6_v_8_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_15560_KO_SLFN11_SRP327912	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-11.0608
DHX32	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31872
Perturb_7963_OE_DKC1_SRP103222	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.86542
Perturb_7248_KO_LEF1_ERP109990	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
ZC3H12D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61274
C17orf97	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33212
ZNF79	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96694
PITX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.2796
BATF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24479
NKX3-2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25469
ATIC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56334
Perturb_342_KD_GDF6_SRP076553	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.5437
KDM4E	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51274
LMTK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.55859
A1BG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85948
Perturb_17640_OE_WWTR1_SRP298391	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.12953
Perturb_14261_KD_LINC00941_SRP156276	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.5172
GCAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20759
TCF12	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.3999
STX7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52375
SNX22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31512
Perturb_2327_KD_SF3B3_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.58162
Perturb_9668_Mut_NR1H4_SRP115904	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.50827
Perturb_17679_KO_l2LsL_SRP228817	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	20.0
UNG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75456
Perturb_8278_KD_UTP3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
MARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66308
SUDS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31329
IER5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0834
Perturb_7622_KD_UPF1LL_SRP295982	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.10706
GSE119978,GSE180930_0_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE102505_5_v_3_tunicamycin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_8100_KD_ABCF1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.861
MAEL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87154
Perturb_12905_KD_MDC1_SRP313175	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.3145
Perturb_7647_KD_METTL3_SRP154311	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.48873
MIOS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54914
FAM170A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97593
Perturb_11349_KD_NFAT1_SRP173011	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.1194
PABPC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93199
PPP4R1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90622
Perturb_8941_Mut_RB1_SRP220467	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-9.83901
NEUROD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32131
PEAK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0507
Perturb_1430_KO_Adm2_SRP399375	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	4.38445
DPF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40446
Perturb_4383_KO_PRMT5_SRP149386	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.69968
RNASE11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26347
TBL1XR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46647
VDR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73972
Perturb_5563_KO_KDM4C_SRP375293	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.32682
PRR35	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4966
SIAH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56138
MRPL47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5837
TBX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.6391
ASAH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74936
RBPJ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.85455
CHMP2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5238
Perturb_17639_OE_WWTR1_SRP298391	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.14525
HYLS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30153
MUC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33433
MOAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39451
PMC12356745-12015_2025_10896_MOESM2_ESM.pdf-7-RUNX3_RUNX3	Rummagene Transcription Factor Associations 2026	1.0	null
B3GNT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7156
Perturb_2715_KO_TET1_SRP110516	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.46376
Perturb_7390_KO|KD_UPF3A_ERP130415	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.325
Perturb_8160_KD_NSUN2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.93827
NPAS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45693
CYB5RL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39249
ARGLU1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17048
DMC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40773
BARHL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.90828
RTL8B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40874
CEMP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6056
Perturb_2290_OE_TBX3_SRP184219	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.17586
Perturb_7600_KO_LEF1_ERP109990	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.04781
STBD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78429
LRRN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28007
Perturb_14380_KD_MECOM_SRP276625	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.83972
APOBEC3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30235
PRAME	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09836
CFAP157	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48509
Perturb_7590_KD_GEMIN5_SRP368027	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-16.5331
GSE216043_7_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_15701_KO_BNC2_SRP327109	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.17791
GSE135350_3_v_1_dexamethasone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_2826_OE_BAD_SRP064353	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.03321
SDF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81457
NUTM2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9786
HES7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	49.257
MXD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45704
Perturb_6840_KD_lncLUCRC_SRP218870	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.36941
MCM8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40915
FAM76B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57997
TCIRG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.60988
SPATA24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52464
Perturb_2391_KD_PRKDC_SRP308699	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.295
TFAP4::FLI1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	43.7619
Perturb_2763_KD_CBX3_SRP077334	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.9306
Perturb_16813_OE_HNF1A/FOXA3/PROX1/SIRT1/PGC1A/AMPK_SRP167105	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.1922
IL17RA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.39338
FXYD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68972
Perturb_10039_KD_UBE2L3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.73683
GSE216043_10_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TFAP2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.477
HMG20A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64166
NPPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30604
NUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7888
Perturb_7247_KO_CTNNB1_ERP109990	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.59634
Perturb_2546_KD_EZH2_SRP067706	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.31917
Perturb_2068_KD_BMAL1_SRP041298	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.61231
Perturb_10051_KD_PRPF8_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.05681
ZNF225	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39023
Perturb_15471_KD_KLF5_SRP256723	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.46937
C11orf68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.943
Perturb_9084_KO_NSUN2_SRP400807	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.1963
Perturb_2078_OE_PUM2_SRP072710	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.8461
TRIO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88726
GOLGA6C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41229
HOXA10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.70854
Perturb_15699_KD_PARP1_SRP280274	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
CAMKMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7891
MYNN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14695
Perturb_7858_KD_FLNB_SRP216203	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.48661
GSE116492,GSE116495_3_v_2_stag2_human	RummaGEO Gene Perturbation Signatures	1.0	null
FABP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78243
Perturb_7181_OE_MAGEA11_SRP216417	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.97932
ZNF365	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67613
Perturb_2565_OE_JUN_SRP188712	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.52685
Perturb_7821_Mut_BAZ1A_SRP100570	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-17.9788
NFE2L3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44945
Perturb_9893_KD_SSRP1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.05248
Perturb_7357_OE_RBFOX1_SRP307800	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.71948
Perturb_3640_KO_BRD4_ERP115567	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.04294
Perturb_3658_KO_SENP1_SRP133685	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.17532
Perturb_8940_Mut_RB1_SRP220467	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.96868
Perturb_12330_KO_ANLN_SRP198272	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.41802
Perturb_7241_KD_UPF1LL_SRP295982	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.93326
Perturb_8150_KD_SSRP1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.32812
Perturb_9841_KD_KDM6A_SRP254623	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.5922
NRBF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20808
STK40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9586
Perturb_4745_KD_ADAR1/ADAR2_SRP050149	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.2729
SUMO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46197
MTMR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56611
Perturb_13015_KO_ALOX5_SRP367905	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.0753
Perturb_14186_KD_GFI1_SRP289469	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.15375
SMAD9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34207
Perturb_3634_KO_NEAT1_DRP008265	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.63396
WASHC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38145
DENND11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91305
Perturb_13927_OE_ESRRG_SRP363188	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.1342
VASH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.81614
CRTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62024
Perturb_7764_KD_RRP40_SRP062389	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.25742
KIAA1143	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43794
TRAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49006
Perturb_12949_KD_HOXBLINC_SRP149346	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.09933
LYPLA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60981
GSE222758_0_v_1_clofazimine_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF284	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96833
RPA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.97466
Perturb_15021_KD_RelA_SRP078053	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
CSRNP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99177
C2CD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10494
Perturb_7708_KD_Spt6_SRP132004	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.74233
HENMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39744
Perturb_9894_KD_STAU1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.17157
EIF1AD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13206
TINAGL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92033
Perturb_7745_KD_RRP6/DIS3_SRP062389	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.92774
NFIL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57125
HES6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.4626
Perturb_8142_KD_MATR3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	11.7625
Perturb_14202_KD_KLF5_ERP117894	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.31686
DCANP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13289
Perturb_4860_KD_BAF47_SRP188516	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.38078
MRPL51	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93358
ASCL1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	72.8614
ZMYM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80734
RFX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05043
Perturb_11424_KD_KIF4A_SRP324259	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_15402_KD_MELK_SRP098926	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.76925
TXNDC12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97352
Perturb_14253_KD_QKI_SRP272585	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.70033
PMC9376070-41419_2022_5157_MOESM15_ESM.xlsx-Sheet1-Table_S1_Differentially_expressed_genes_of_CYTOR-KD_and_NC_cells_identified_in_the_RNA-seq_analysis_AR	Rummagene Transcription Factor Associations 2026	1.0	null
C6orf62	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61602
GMEB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49397
Perturb_14885_KO_H12_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.43669
Perturb_7751_KD_RPP20_SRP155278	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.13368
RIOX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49196
C17orf49	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23116
Perturb_10127_Mut_MYB_SRP080924	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.73325
SP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41998
WARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03859
Perturb_8839_KD_WDR5_SRP258987	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.19731
Perturb_10067_KD_EIF3A_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.38777
TBCEL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85879
SKA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10409
ENPP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26821
Perturb_17626_KO_CREBBP_SRP153109	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.01022
Perturb_4923_KD_WTAP_ERP019668	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_2071_KD_BMAL1_SRP041298	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.22489
Perturb_505_KD_WTAP_SRP039397	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.70638
TMEM88	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76724
DNASE2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29043
Perturb_8226_KD_EWSR1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.47425
PRR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.44314
Perturb_15796_KD_EMP2_SRP265560	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-15.1362
HOXB5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90726
ST6GAL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79533
Perturb_3534_KD_KIF2C_SRP339333	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.1899
DDHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67607
Perturb_13604_KD_YAP1/WWTR1_SRP221804	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.83991
Perturb_8185_KD_DNAJC2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.49334
C1QTNF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76628
Perturb_17612_OE_MYC_SRP301619	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.35475
PROX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.9034
PPP6R2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17179
EHD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14153
PRM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66904
MAN1A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7068
CTXN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51411
NDUFS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5249
Perturb_3947_KD_RNF6_SRP126561	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.08176
Perturb_12362_KD_SNRPB_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.34019
CPHXL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63257
RAG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2346
ZNF598	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40169
Perturb_9916_KD_IGF2BP3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.54609
PTPN21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05964
Perturb_13411_KO_Sphk1/Sphk2_SRP403207	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	10.081
Perturb_9648_KD_TCF7L2_SRP327946	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.17343
LY6E	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92796
Perturb_6291_KO_ZNF165_SRP390251	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.30273
Perturb_2317_KD_PRPF31_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.67043
Perturb_9884_KD_DDX47_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
RTCA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01286
Perturb_2347_KD_ELP3_ERP122258	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	8.20471
ATP11B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56851
Perturb_17545_KD_EFB1_SRP357509	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_14201_KD_HNF4A/GATA6_ERP108557	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
GSE216043_10_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_2311_KD_HNRNPC_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.54095
INSYN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55511
PIK3C2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1175
RAB2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38721
TBX18	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	29.8971
Perturb_11417_OE_proL1_SRP277436	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.70765
RRP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32243
GSE102505_6_v_3_tunicamycin_human	RummaGEO Drug Perturbation Signatures	1.0	null
WSB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42476
Perturb_8950_Mut_RB1_SRP220467	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.58099
YAE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.5319
RPS27L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84338
TOMM22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13284
Perturb_7245_KD_CNOT1_SRP285534	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.22065
PMC11462941-CAS-115-2947-s001.pdf-87-KLF8_KLF8	Rummagene Transcription Factor Associations 2026	1.0	null
Perturb_9288_OE_KRAS_SRP172671	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.45815
Perturb_15022_KD_RelA_SRP078053	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
ESR2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.9208
RCBTB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58834
Perturb_8108_KD_HNRNPM_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.87326
Perturb_452_OE_MYC_SRP171977	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.8834
Perturb_7705_KD_YTHDF1/YTHDF2/YTHDF3_SRP214946	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.12463
SRC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33034
Perturb_8056_KD_IGF2BP1_SRP094100	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-11.1217
VN1R1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73595
FZD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77944
PAX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64186
Perturb_14164_KD_TP53_SRP200529	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.71986
FERD3L	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	33.0328
Perturb_10027_KD_APOBEC3C_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.48945
Perturb_2354_KD_FOXQ1_SRP072302	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.43857
Perturb_15026_KD_KLF11_SRP267336	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.77892
Perturb_7621_KD_UPF1LL_SRP295982	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-6.6116
Perturb_11927_KD_SMARCB1_SRP127642	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.89439
Perturb_8262_KD_RPS5_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.07454
Perturb_17786_KO_LDBI_SRP071739	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.58229
Perturb_6887_KO_PFDN5_SRP273783	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.53339
HDAC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74847
Perturb_2337_KD_WBP11_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_12213_KD_EP300_SRP198455	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.30506
ETV6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.2407
ZNF175	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.1416
TRUB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.44171
NEMP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98339
HES1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12083
RAB18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84957
CEP41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.75812
Perturb_9926_KD_SRSF1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.44332
BLOC1S6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91553
POLK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67247
WFDC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54207
Perturb_8883_KD_CSL_SRP142324	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.27644
KAT2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1603
NDUFAF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52454
Perturb_7389_KO_UPF3A_ERP130415	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.19807
IFNGR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74611
Perturb_9009_KD_RELA_SRP061289	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.2615
Perturb_11423_KD_AR_SRP324259	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_7243_KD_CNOT1_SRP285534	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.74879
Perturb_4242_KO_Sphk1/Sphk2_SRP403207	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	9.37348
ZFP57	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.2209
ACOT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06413
Perturb_13692_KD_NSD2_SRP064418	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-10.4779
GSE224131_3_v_1_mafb_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF417	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94846
YRDC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33436
INSR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39571
Perturb_13680_KD_KDM3B_SRP221048	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.43304
NYAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.54851
ZNF513	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59128
GOLGA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56514
Perturb_7416_KD_METTL14_SRP040278	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.48847
Perturb_17615_KI_FOXP2_SRP225889	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
NHLH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53444
TBX21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55736
Mecom	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	29.963
Perturb_11175_KD_ZNF529_SRP201912	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.28059
Perturb_2328_KD_SF3B5_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.45601
Perturb_7522_KD_MALAT1_SRP225193	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.56286
Perturb_6842_KD_RALY_SRP234429	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.13382
GSE119978,GSE180930_6_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
RND2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41517
Perturb_9929_KD_TARDBP_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	12.7067
H2AC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.43353
Perturb_10153_KO_ARID4B_SRP255645	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.02791
Perturb_14575_KD_H2AZ1_SRP314800	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
NSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01726
chr1_26163267_G_T_b38	GTEx eQTL 2025	1.0	1.02191
WDR89	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19429
TUBA1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92201
Perturb_6857_KD_CNOT7/CNOT8_SRP287793	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.78877
Perturb_7750_KD_POP1_SRP155278	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.9562
Perturb_14599_KD_IGF2BP1_SRP252427	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.5321
Perturb_289_KO_PHF8_SRP399627	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.88012
chr1_26200813_T_C_b38	GTEx eQTL 2025	1.0	1.54721
GSE119978,GSE180930_2_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
Perturb_14888_KO_H14_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.25572
DHRS3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.63573
RSPO4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61179
Perturb_5648_KO_PHF19_SRP142503	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.70449
CCNO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0188
OSBPL1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76485
Perturb_15634_KO_AHCY_SRP351305	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.40042
Perturb_11949_KD_NRF2_SRP092641	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
ZNF708	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.7102
Perturb_12359_KD_SF3A1_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.41843
Perturb_1368_KD_IGF2BP2_SRP252209	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.74634
GSE190384,GSE190386_6_v_8_fulvestrant_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_628_KO_HOXD3_ERP117895	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.94579
Perturb_7547_KO_CNOT1_SRP282906	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.36179
ZFP91	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64534
Perturb_11943_KD_METTL3_SRP315109	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.01278
Perturb_7391_KO_UPF3A_ERP130415	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.09481
RPSA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76554
Perturb_8264_KD_EEF2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.7952
ESR1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.115
HMGB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59602
TAL1::TCF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.2273
Perturb_8159_KD_MTPAP_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.68294
XRCC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12926
TRMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.9685
GSE238005_4_v_3_c9orf72_human	RummaGEO Gene Perturbation Signatures	-1.0	null
Perturb_12239_KO_ZMYND8_SRP130942	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.01401
NSUN5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.90969
Perturb_444_KD_AKR1B1_SRP121474	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-9.39975
Perturb_8097_KD_SUCLG1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.39162
Perturb_17619_KO_MLLT6_SRP245883	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_6736_KO_NORAD_SRP066895	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.96449
DDIT4L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59285
Perturb_8787_KO_HNF6_SRP217514	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.7577
Perturb_8445_OE_GSTZ1_SRP155565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.12912
LPAR4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05882
Perturb_8870_KD_PNN_SRP063860	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.55153
Perturb_11385_KD_NCOR2_SRP328962	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.32929
ITGB4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9817
NSUN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.64496
Perturb_8258_KD_RCC2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.60302
HMGN5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54632
MTRFR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53975
Perturb_10052_KD_RPS19_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	5.09672
Perturb_15572_KD_NUSAP1_SRP074246	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.71131
Perturb_15635_KO_MAT2A_SRP351305	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
ZNF471	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49761
Perturb_9007_KD_ETV6_SRP273428	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.39859
PRRX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.246
CRB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12061
Perturb_4922_KD_WTAP_ERP019668	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	18.8861
SIRT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.90128
FADS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72995
Perturb_14410_KO_Hdac3_SRP227813	PerturbAtlas Signatures of Differentially Expressed Genes for Mouse Gene Perturbations	1.0	20.0
Perturb_2466_KD_NDP52_SRP345458	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.44197
GSE172458_0_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ATF6B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.15416
ITPKC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62407
TRAM1L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14098
MPPE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59246
CGB7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.02565
Perturb_15573_KD_NUSAP1_SRP074246	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.81901
PIK3CD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24736
ATPAF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18833
CDKN2AIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40793
Perturb_8391_KD_MPV17_ERP116070	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-6.18518
HNF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.99249
Perturb_6856_KD_CNOT1_SRP287793	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
Perturb_8126_KD_AKAP1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.45695
GSE119978,GSE180930_2_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PLXNB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55735
PLEKHJ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03258
ERCC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.02729
Perturb_8815_KD_INTS12_SRP073445	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-7.43474
Perturb_9672_Mut_NR1H4_SRP115904	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.10918
Perturb_95_KI_KMT2C_SRP108473	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.10696
Perturb_7648_KD_METTL3_SRP154311	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.54075
TCF4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	45.6718
ERLIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42523
Perturb_8332_KD_SETD2_SRP167173	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.84155
MYL6B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53356
GSE190384,GSE190386_0_v_8_fulvestrant_human	RummaGEO Drug Perturbation Signatures	-1.0	null
Perturb_6502_KO_SOCS3_SRP168556	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.38769
PRAF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4892
Mafb	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	19.1112
MOV10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.80999
ACSM5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71391
IKZF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.707
GSE119978,GSE180930_3_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
CENPQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82082
ZNF541	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39605
CMTR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52999
NFIX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77601
Perturb_5640_KD_JQ1_SRP142503	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.68503
CTDSP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39836
Perturb_272_KO_ADIRFAS786_SRP366780	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.07379
ZNF705A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56583
CARNMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.70561
Perturb_12572_KD_MSI1_ERP124202	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.1915
Perturb_9858_KO_MYB_SRP192629	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.07357
Perturb_8678_KD_AKAP8_SRP226172	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.82324
PALB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3664
Perturb_9892_KD_PPIG_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.62383
ZNF724	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88536
STPG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37937
Perturb_7623_KD_UPF1LL_SRP295982	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.58463
Perturb_2148_OE_RKIP_SRP189735	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	6.80243
RAP2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96638
Perturb_9974_KD_DDX27_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.28684
GSE111247_2_v_6_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
C8orf76	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32861
Perturb_10080_KD_IGF2BP3_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.39497
ELF1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	39.2651
XPR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09316
ETV5::FIGLA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	48.5248
ZNF474	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23856
Perturb_17242_KD_IRF1_SRP337933	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.01842
LRIF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.77619
GSE193351_1_v_0_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ENPP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30859
PCDHB5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55891
MDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65925
DLX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24545
EDARADD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95107
CEP250	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80918
Perturb_2325_KD_SF3A1_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.92927
MRPL17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.6672
RNF214	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82647
PYGO2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71315
SOX9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72425
HNRNPUL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00588
TAL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22409
FAM241B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33715
Perturb_10120_KO_RNH1_ERP021688	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.2643
TRMT2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.93359
ZNF460	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81345
SPEGNB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08787
SLC26A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05019
Perturb_17769_KD_PPARGC1A_SRP248218	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.40895
GSE119978,GSE180930_3_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
HNF1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36517
FSCN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83757
CTRL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56373
Perturb_7306_KD_IER3_SRP348787	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	10.896
Perturb_2455_KD_ZNF213_SRP243455	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.61352
PLAGL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0719
Perturb_8331_KD_METTl14_SRP167173	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.12072
VPS37B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40876
Perturb_10219_KO_TNFAIP6_ERP126958	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.64013
GSE119978,GSE180930_6_v_1_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
TTLL13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.42308
Perturb_11707_KD_NUDT21_SRP127253	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	3.79728
DNAL4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17391
Perturb_8276_KD_UPF1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.22043
ECHS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13298
PCDHB13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76513
SMAD7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31057
ZNF695	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49996
MROH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79293
Perturb_13008_KO_ALOX5_SRP367905	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_2335_KD_SON_SRP268983	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.5057
Perturb_15387_KD_FGFRL1_SRP319157	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.53987
TRRAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.24293
SMG9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60408
Perturb_3915_KD_CTNNB1_DRP003300	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.39054
Perturb_2294_KD_DDX5_SRP139509	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.36766
CXXC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19571
H2AC13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18213
BCAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39934
Sox6	JASPAR Predicted Mouse Transcription Factor Targets 2025	1.0	31.4498
ZPR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38051
ITGB1BP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99918
ACTG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23436
TULP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00643
Perturb_8816_KD_INTS12_SRP073445	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-6.58741
Perturb_10095_KD_AGO2_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	7.71535
ERAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14922
PFN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72507
ZNF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7203
Perturb_7298_KD_PCIF1_SRP162223	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-11.1205
ARFIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23625
FBXO21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62149
KXD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37482
NUDT15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91859
Perturb_12542_KO_ADAR_SRP194087	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-5.9433
TP53BP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90072
PPM1K	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10884
Perturb_2392_KD_TRIM28_SRP308699	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	20.0
COX15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07343
GSE218060_1_v_0_decitabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SEPTIN7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22873
CFAP20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65209
STK17B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16897
Perturb_8031_KD_PURPL_SRP383476	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.34592
Perturb_7312_KO_CASC3_ERP118046	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.32993
Perturb_6891_KD_PIRIN_SRP375440	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_14886_KO_H13_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-1.58046
Perturb_8952_Mut_RB1_SRP220467	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-8.15239
Perturb_15383_KD_FGF13_SRP319157	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.34335
Perturb_9923_KD_PTBP1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	13.2338
PDHB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81637
Perturb_12149_KO|OE_TP53|CENPA_ERP125655	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
STX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84735
HNRNPU	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07198
SZRD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87366
GNB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93607
Perturb_9361_KO_CDKN2A_SRP158425	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	1.47343
FGD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96266
Perturb_8488_KO_GOLPH3_SRP401813	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-20.0
Perturb_1184_KD_SOX11_SRP173608	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-2.17524
NR2F6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.9434
Perturb_7363_OE_RBFOX1_SRP307800	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-17.9747
ARID3C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.989
TSFM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29092
ST6GALNAC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05547
NFE4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38542
DDX60	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98238
Perturb_9908_KD_GRSF1_SRP013565	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	9.59054
ETV7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.5944
MRS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62029
RGMB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27614
TSTD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59125
ARTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.01491
TBX19	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.4142
CKS1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4759
ZBTB32	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50521
GSE102505_4_v_3_tunicamycin_human	RummaGEO Drug Perturbation Signatures	1.0	null
UXT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36213
SPEN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96379
Perturb_13007_KO_ALOX5_SRP367905	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-12.5353
PAX1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.2158
Perturb_15998_KD_LUCAT1_SRP221619	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.2522
Perturb_6698_KD_ALAL1_SRP214241	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	2.73724
TMEM123	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73636
GGCT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32591
HACD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83425
ZC3H15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31022
CYB5R3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38376