association	dataset	threshold value	standardized value
CCDC134	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91011
C11orf24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54669
DENND4C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.07081
BCL6B	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.4039
GSE119345_2_v_3_bexarotene_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZFP42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.50094
ASPM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53386
RBMS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59716
GSE133087_5_v_0_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE185744,GSE185747_2_v_4_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
NECTIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57492
MAN1A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7068
SEC24D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30875
LGALS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47207
GSE193351_1_v_0_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
NFE2L3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.37474
SYPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.70853
ARHGEF9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59209
PHLDB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82281
MTRFR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53975
ABCC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74625
GSE229973_4_v_2_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
OLFM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05065
PSEN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88989
QPCTL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.46157
BSDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99994
R3HDM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68173
SULF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.89262
AGBL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30861
GSE119978,GSE180930_2_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
PPP1R3D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76875
MTARC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92453
GSE238005_5_v_3_c9orf72_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ABCA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2641
TMEM138	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.18894
GSE190316,GSE190324_0_v_11_rbm4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CSRP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.06716
YARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09631
FAAP20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4165
TATDN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30294
GSE174701_1_v_0_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
PRCP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25976
VPS16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04699
GSE146982_4_v_2_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE176008_7_v_3_azacitidine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE221327_1_v_11_clpp_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE210870_0_v_1_snai1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SLC25A36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25371
NIT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01513
JKAMP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30353
ZNF782	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18185
POLR2C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45794
GSE233679_14_v_3_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TLNRD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28686
PMEL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78691
GSE108084_3_v_2_epinephrine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PRAME	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09836
MBIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26584
SOX21	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.9839
CAMKK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62548
BST2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82319
GSE235066_4_v_0_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF24	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.1662
PAPSS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.0682
GSE233679_5_v_15_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE214931_2_v_5_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZSWIM7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32433
P3H4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79585
GSE174701_1_v_7_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
RASSF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04097
RAD18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.13446
PMC12616242-can-24-3452_supplementary_table_s2_suppst2.xlsx-Up_bins-Up_bins_gaining_H3K27me3_in_hpMSC-EWSR1_FLI1_FLI1	Rummagene Transcription Factor Associations 2026	1.0	null
SC5D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44441
RPS26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66306
SRRM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68092
NAAA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45583
CACNA1H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.34027
VEZT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39474
LRG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96008
SEC14L5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83054
DHX38	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31003
TFAP2D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.258
SRSF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4571
LBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.43885
INO80D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8635
C11orf87	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98306
PI4K2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09121
GSE89057_0_v_1_sox5_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PSMD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41353
CHCHD10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40937
DNAJA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.37701
GSE233647_4_v_5_docetaxel_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ESPN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00622
RTF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21441
GSE169205_3_v_6_sirt5_human	RummaGEO Gene Perturbation Signatures	1.0	null
LZIC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39921
PHETA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99854
LRRC14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23599
BOD1L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65882
GCSAM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.43574
A4GALT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55816
PITX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.4383
FOXL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87254
ZFAND1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51084
MYRFL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.0212
COPS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18368
USP47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.96072
ZRANB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3578
ZSCAN29	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55456
TMEM115	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61758
ACO2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.00725
GSE223893_11_v_10_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
MFHAS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.46759
TOE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45118
GANAB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22685
TPM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25222
GSE146982_7_v_1_gpd1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
EIF3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12489
KIF18B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11651
RIPOR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08263
GSE213588_10_v_11_trametinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
FAR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97908
chr1_120344306_C_T_b38	GTEx eQTL 2025	1.0	1.12928
GTF2F2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44551
CXCL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.76537
ZNF683	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34599
ERF::FIGLA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.0573
CTSA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.50148
ELMO3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.99015
MAGEH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.96672
PSME2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07722
ERAL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.47215
GSE174701_5_v_6_maml3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE119978,GSE180930_6_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
CACYBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00997
IPO7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99898
GSE242199_9_v_7_ntrk2_human	RummaGEO Gene Perturbation Signatures	1.0	null
TOX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02394
PLD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.17884
ARHGAP17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21689
SLC6A6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.81249
GRWD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41109
CDO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.48134
LIPE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54963
SIN3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59345
FUS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.56861
AKAP10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98222
RBM45	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.65375
PC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06863
TPCN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99667
WDR91	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.56371
FERMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45007
KIF13A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.57144
GSE202825_2_v_1_ano1_human	RummaGEO Gene Perturbation Signatures	1.0	null
PAFAH1B1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.71516
C10orf88	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23445
ZNF75D	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.5846
COIL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22744
TMEM184C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92719
KDELR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21423
YY2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.23207
GSE119978,GSE180930_0_v_8_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CLNS1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.08206
OSTM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21357
ASH2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58569
GSE154350_1_v_0_ascl2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE232786_1_v_0_otud1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
AK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27239
TNNC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.52374
MEIS2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.2547
ARL14EP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.81153
ENDOG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58893
MTO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72943
VCL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88274
DNAJB6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85699
NCOA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4947
ENTR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.85655
GGCT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32591
PIDD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25554
VPS29	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.47563
H4C12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.36844
NKX2-1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.27229
GSE113734_1_v_0_qprt_human	RummaGEO Gene Perturbation Signatures	-1.0	null
EDEM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55724
MICA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78811
CAD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.77648
RP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20129
GSE119978,GSE180930_0_v_7_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE85880,GSE85881_4_v_2_tretinoin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE232624_4_v_3_ethanol_human	RummaGEO Drug Perturbation Signatures	1.0	null
NAA20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.25399
C2orf74	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60171
SCAF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.53352
MYO1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48415
SQLE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02354
KCNK17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.58897
SMC1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.24677
NCOR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56773
ALDH9A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57535
HEMK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0104
ST6GALNAC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.01333
NR1H4::RXRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.6814
MBOAT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7105
ATRN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02826
COX18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2645
PRDM12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11937
GSE210682_2_v_1_methadone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SDR39U1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52272
MPHOSPH6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00714
ZFY	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.93823
OS9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.02551
CSRNP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13972
UBQLN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56257
CLDN6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18135
GNPNAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40489
UBA5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5184
UBL5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37903
CILK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.82461
EMP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.72098
SSR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78645
KDM4F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37813
GSE223893_4_v_10_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC11447041-41598_2024_74391_MOESM2_ESM.xlsx-F_ATF4-def_vs_HCT116_IGG8-Supplementary_Table_2F_Contrast_ATF4-def_IGG_8h_vs_HCT116_IGG_8h_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
RNF38	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.90731
GSE193993_5_v_6_sstr2_human	RummaGEO Gene Perturbation Signatures	1.0	null
chr1_120992945_AT_A_b38	GTEx eQTL 2025	1.0	2.28174
CD248	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90024
TOP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56106
UPK3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01591
NPIPB13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81265
ARHGEF17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30083
SDC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38446
GSE226408_1_v_0_inpp4b_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PLK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.1215
EIF2AK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.07272
GSE233679_12_v_2_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
HJURP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30918
GUF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57822
TMUB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76253
MED1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08695
GSE200839,GSE233826_3_v_4_tnrc18_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC11447041-41598_2024_74391_MOESM2_ESM.xlsx-F_ATF4-def_vs_HCT116_IGG8-Unnamed_2_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
PDCL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.27392
FAM53B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98029
FOXH1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.3023
DLAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04089
AP1M1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25248
INSIG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9587
ZCCHC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16834
IMMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52515
RABEPK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06907
RELB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.7736
EPHX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.38867
GCM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8651
YEATS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78897
YWHAZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.42259
ARL8A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53148
WAC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10158
GSE202434,GSE202438_12_v_0_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DMRTA2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	14.3812
TCF7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.6271
OGFR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80339
COX5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56579
CRKL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.07723
ZNF587B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46631
GSE226355,GSE226357_3_v_4_ybx1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE195568_3_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF652	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6609
LYL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.29617
ZDHHC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08648
FAM83H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58091
FBXO38	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57922
FXYD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39755
SKIC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31651
SALL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8711
ICAM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55857
FBXO41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.85808
MRPS14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52626
WDR54	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3319
RBMS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11634
JADE3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.95961
HOXC10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.99566
SNAI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35967
ISY1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.03147
GSE216043_10_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SPEF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80881
RPF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48794
RETREG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75341
DPP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5964
GSE130956_0_v_3_icaritin_human	RummaGEO Drug Perturbation Signatures	1.0	null
SLC25A27	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.79276
DARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19175
TMEM170A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4028
SPIB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	37.8522
RBM26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54489
MBLAC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02101
AIF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9415
MARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66308
YAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40189
GSE119978,GSE180930_3_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
G3BP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3964
ATN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35335
FCGRT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95623
PKD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.13968
LINGO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.18619
CNPY4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37121
DNAJC19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02242
ORC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38681
MOCS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.57108
GSE233679_5_v_8_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
JAK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59215
PDSS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45173
HOXC12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28406
GSE202434,GSE202438_9_v_11_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CCKBR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48358
GSE128054_1_v_0_myt1_human	RummaGEO Gene Perturbation Signatures	1.0	null
CAPRIN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19939
GSE149901_2_v_0_anlotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ALDH4A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.51346
SAE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08863
ARHGAP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.79696
ZNF768	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	50.3004
AGL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55267
ZNF234	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08788
USP45	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59588
SLC16A5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57756
DNM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18047
PRPF4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29125
EPN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99321
GSE151612_0_v_2_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
SLC7A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33131
ATP5F1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.88918
AP2S1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.4929
GJB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.0433
ART5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44639
GSE239844_11_v_10_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FAM124B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.29935
PTGR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30306
ITPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22684
MPND	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.1597
GUCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46847
SEC23IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47641
CD74	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36201
OXCT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52027
GSE233679_12_v_7_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
ARHGEF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45699
TLE5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65915
H2BC26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46619
PHLPP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8616
SLC35D3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39501
AKIRIN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23497
TTC9C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25972
TACC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.42344
MANF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44084
SUPT16H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76573
WDR18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90108
GSE202434,GSE202438_10_v_11_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE174498,GSE174500_2_v_1_asparaginase_human	RummaGEO Drug Perturbation Signatures	1.0	null
PAN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73861
chr1_120942996_T_A_b38	GTEx eQTL 2025	1.0	6.11988
SUZ12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30196
MYO18A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37842
LRCH3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51334
LARP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49738
SCARB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12299
ANXA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7626
SNRPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.91666
ATP6V1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.01301
ZKSCAN5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33004
RLIM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98686
BOLA2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07379
E2F4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.8326
WDR75	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66063
AHSP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22147
BRWD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26258
DESI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.95306
ANKRD46	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.52542
PPP1R3C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62631
MAPRE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46468
C3orf62	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79613
ALG9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64317
RPP25L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5441
KCNJ11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.24272
GSE195559_8_v_4_notch1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
KPTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.47831
STPG4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.29764
RUNX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55671
PNRC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19149
VAPA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32708
ZHX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77541
ZNF165	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80365
TMEM205	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.98597
MYH3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.16761
AHR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83898
CDK20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78344
CCDC28A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.1444
FTO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.53162
FAM229B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75984
FAM219B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42055
ACTR3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57518
SEPTIN11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31886
VCY1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40782
NPIPB4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60409
COMMD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57829
GFM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06448
MYO5C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91349
NUP155	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7521
OSBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43868
VPS9D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.75877
POU2F3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.8255
GSE242199_6_v_0_ntrk2_human	RummaGEO Gene Perturbation Signatures	1.0	null
VLDLR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29826
ARV1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17518
PXDNL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93826
PIAS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78495
ANKRD24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75204
MT-ND5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83094
RPS6KA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.254
RNF220	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57733
ESRRB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.9192
DDX42	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37235
ZNF846	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5185
PHPT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79858
MKKS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.32175
LMF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26779
TGIF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.0519
CRAT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23729
GSE160817_2_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE202434,GSE202438_4_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
MCTS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40917
GSE214931_3_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
ST13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.93631
ARMC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18335
GOPC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7943
UCN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92284
THEM6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65614
NPDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87887
GSE151612_0_v_7_pracinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
UBE2S	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00151
GSE202434,GSE202438_10_v_0_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PAX2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.8148
GSE111247_11_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE174701_4_v_0_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
YIPF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44068
ISCA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37153
GSE202434,GSE202438_9_v_0_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CPNE7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11471
RAB41	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15397
AFF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.51668
MEOX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15308
GSE239844_8_v_0_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
SLC39A10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42142
ERV3-1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34765
GSE202434,GSE202438_4_v_5_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
HBA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58887
WBP11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36262
GSE233679_6_v_2_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
MITD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36996
CINP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22656
SPATA2L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16994
TXNL4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34297
RELCH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.2816
SF3A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.00917
GTEx Heart 20-29 vs 30-39	GTEx Tissue-Specific Aging Signatures	1.0	3.08942
PTPRS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14639
MYT1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95898
GLDC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.74597
PDCD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36035
GPANK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.34049
DMRT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.76295
TFDP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77876
GSE185744,GSE185747_2_v_3_sox9_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE119978,GSE180930_2_v_5_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
GOLT1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49794
LGALS3BP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87177
GSE146982_7_v_6_gpd1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE77108_5_v_7_saha_human	RummaGEO Drug Perturbation Signatures	1.0	null
RUNDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61041
GSE233679_6_v_11_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
NAGA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99686
C16orf87	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92932
GSE174498,GSE174500_3_v_8_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
CXorf38	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52222
MTX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5489
ISL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.0818
TMSB4Y	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.44512
GSE146982_7_v_1_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TGS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07738
GSE130956_2_v_1_icaritin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
EFNB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26796
PITHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5925
MEAF6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.299
NACC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7458
MYL12B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17776
GSE119978,GSE180930_3_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
WDR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93115
GCC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49307
B3GNT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00777
TRMT5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22304
GSE174701_5_v_2_maml3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
IST1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02184
GTEx Brain 20-29 vs 30-39	GTEx Tissue-Specific Aging Signatures	1.0	4.30015
CKAP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.06772
chr1_120942758_T_C_b38	GTEx eQTL 2025	1.0	4.11738
CERS5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.20788
RPL22L1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77984
YLPM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.75253
PRDM14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7872
JUP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61831
chr1_121042815_A_G_b38	GTEx eQTL 2025	1.0	1.19336
C6orf47	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73737
GSE224294_4_v_2_ngly1_human	RummaGEO Gene Perturbation Signatures	1.0	null
chr1_121047603_A_G_b38	GTEx eQTL 2025	1.0	3.6163
MPP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72316
MACIR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.32669
NPC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30704
GSE160817_4_v_9_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE233679_6_v_4_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
C1orf116	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87272
FRAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44641
chr1_120934708_G_A_b38	GTEx eQTL 2025	1.0	3.07823
KDM4C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7052
GSE154936_3_v_2_remdesivir_human	RummaGEO Drug Perturbation Signatures	-1.0	null
HGS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71978
UQCR10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.57224
RPL17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46137
ZNF613	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60701
FANCM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4225
BORCS8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25803
TBX18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68199
SENP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65743
GAPVD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48427
UBAC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89016
GSE210682_0_v_3_methadone_human	RummaGEO Drug Perturbation Signatures	1.0	null
UBR7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78125
SH3GLB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.84577
MT-ND6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93334
AXIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.39929
GSE233647_2_v_3_docetaxel_human	RummaGEO Drug Perturbation Signatures	1.0	null
PELP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90393
TTC14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6364
GSE195568_2_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NIFK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.12525
SMIM26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26787
B3GALNT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.65592
FXYD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27703
GSE138863_3_v_0_disulfiram_human	RummaGEO Drug Perturbation Signatures	1.0	null
RPL8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.43754
SLC31A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49736
GTF3C1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45707
LYNX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.24591
TMX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61743
EVPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15378
ZNF26	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.56684
CABLES1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9927
DFFA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.7804
MRPL22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.38589
KHNYN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74421
AP3S1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.87622
PPP1R2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83196
BHLHE22	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.37979
KLRG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04204
RFX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.306
PAXX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.36064
METTL25B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38949
TRAPPC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20013
TUBA4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4928
LZTS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86197
PHLDA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.58789
SCPEP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.32212
GSE160817_5_v_1_slamf6_human	RummaGEO Gene Perturbation Signatures	1.0	null
RSRC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21647
IL17RC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.60218
NR2F6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	27.2116
GSE242199_6_v_7_ntrk2_human	RummaGEO Gene Perturbation Signatures	1.0	null
EIF3H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00877
GUK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65334
SWSAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87919
ZNRF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.115
ANP32B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.33643
GLG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81605
S100A14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95286
ARF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.43446
ZEB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.31882
RLN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55566
KLF16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.58572
MAU2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70755
COX7B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97754
chr1_120334012_CA_C_b38	GTEx eQTL 2025	1.0	5.0244
CLDN5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59126
GSE233647_4_v_0_docetaxel_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PCM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9041
C10orf95	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22217
USP14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.94783
ANKRD9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.38839
GSE233679_5_v_9_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE233679_6_v_10_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
PAQR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.41274
CSNK1A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46321
EHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.14315
C2orf68	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9282
GSE120216_3_v_0_cbfb_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE210682_2_v_3_methadone_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GRK6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3669
NUDT4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95203
PPME1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61229
VAMP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59693
CFAP119	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55415
INTS10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39909
EPPK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7226
ZNF213	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.96724
TSC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.27181
GSE174498,GSE174500_5_v_8_asparaginase_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF749	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50837
PLEKHA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12145
GBA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.92675
GSE117212,GSE117214_0_v_1_zbtb1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE223893_2_v_9_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE233679_6_v_0_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
FOXC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9445
GSE146982_3_v_2_metformin_human	RummaGEO Drug Perturbation Signatures	1.0	null
JPH4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50241
B2M	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.41528
ARF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83908
UTF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37856
IRF2BPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33729
BEX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00846
GSE233679_6_v_7_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
UNC5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83447
TUBB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21227
TOMM40	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69891
APMAP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.248
AXIN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.64663
RGMA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10718
HOXA6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	13.6144
ATP1A3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.05511
ARID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.8851
TSNAX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.70251
ABHD17C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25221
GSE226355,GSE226357_1_v_4_ybx1_human	RummaGEO Gene Perturbation Signatures	1.0	null
WIZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75718
PMC11447041-41598_2024_74391_MOESM2_ESM.xlsx-F_ATF4-def_vs_HCT116_IGG8-Unnamed_1_ATF4	Rummagene Transcription Factor Associations 2026	1.0	null
WDR90	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54736
ESRRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.0969
DISP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52616
UBE2O	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7961
PMC8814143-41419_2022_4530_MOESM12_ESM.xlsx-up_ZNF32_vs_Vector-Unnamed_1_ZNF32	Rummagene Transcription Factor Associations 2026	1.0	null
GSE233679_12_v_10_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
RPA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16936
GSE223893_2_v_10_setd2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GABARAPL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.2442
CMIP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16478
GSE146982_4_v_2_gpd1_human	RummaGEO Gene Perturbation Signatures	1.0	null
DBF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11854
chr1_120332473_A_G_b38	GTEx eQTL 2025	1.0	3.2965
POU1F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15014
CAVIN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13457
ZNF586	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13583
RAB39B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86868
OPLAH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65888
QSOX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.39351
MAP3K12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.51073
TEAD4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.2425
PYGO2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5436
SOD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26396
ZSCAN23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22471
LEPROTL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99473
AKAP8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93167
B3GNT8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56531
RBPMS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94237
COA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.55386
TRIO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88726
CABLES2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56035
RAP2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96638
CCDC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49954
C2CD5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54406
GSE233679_5_v_3_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DAB2IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.52695
GSE169205_0_v_6_sirt5_human	RummaGEO Gene Perturbation Signatures	1.0	null
LIPG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.47235
ZNF304	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29165
MSS51	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72621
BCL6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.0665
H2AC12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24935
GSE233679_5_v_1_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RICTOR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52878
HNF4G	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.0774
GSE202434,GSE202438_12_v_11_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TMX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70805
POLI	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35047
IGFBP6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05088
RUNX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.56995
NHERF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3016
CNNM2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.19852
SLC7A6OS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1276
GSE232624_4_v_5_ethanol_human	RummaGEO Drug Perturbation Signatures	1.0	null
MYOZ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.59066
MATR3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7278
ANG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04961
NYNRIN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31919
SUN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.00193
BRDT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87135
ZSCAN21	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.1426
NTF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69082
ATP5PD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08071
GSE238005_4_v_3_c9orf72_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF189	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.19874
GBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22331
PTX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62561
PPP1R1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.19082
CHUK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.88981
GSE202434,GSE202438_4_v_1_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE149366_1_v_0_sulconazole_human	RummaGEO Drug Perturbation Signatures	1.0	null
ALG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.58974
KPNA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.93341
FCHO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15277
IKZF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68904
CAPN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30982
FBXO46	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.40767
SHOC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94487
SYNJ2BP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40217
chr1_121011431_C_T_b38	GTEx eQTL 2025	1.0	1.365
SOD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.67865
DHRS4L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3019
MOB1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.79801
GSE233679_14_v_15_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
YIPF4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82207
SLC7A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30346
NOP16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.46622
KLF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.87268
CDH24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86187
GTPBP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46612
CCDC92B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.50248
TENT5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.13383
ELL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74334
TMEM161A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.81045
ERCC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.40952
AGA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20013
STC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49283
GSE214931_4_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
JUNB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22603
GSE239844_1_v_10_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
UTP14C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49516
HOXD12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68437
ILF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.76655
THEM4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.63103
FBXO48	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08427
SLC50A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70242
OSBPL8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53161
S100A6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74397
PPM1M	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53034
SCAMP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.40967
GPRC5B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82693
GNRH2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.92491
EEF1AKMT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.88869
PBX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32791
SEMA4F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.88463
ETV5::FIGLA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.4855
DOHH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.53176
C19orf44	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.13757
PHF21A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82669
KCNIP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.00526
UAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.62178
IRX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.07437
RABGAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.66804
PRKAG3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18095
CKLF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08418
KLF11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21444
TNPO1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.85735
FAM219A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17767
GSE120612_6_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PRRT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54151
PROCA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.022
CNTNAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24681
ANP32E	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.4171
SERF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5669
UBA7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.06217
GSE239844_8_v_5_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE128333_2_v_5_tcf4_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZKSCAN5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	32.2269
EMILIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36449
DUXA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	30.0269
ATP5MC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56087
DESI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.30613
BCL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50564
THAP11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46658
APBA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.64196
PCNX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74889
GSE187006_3_v_2_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE119978,GSE180930_6_v_4_cisplatin_human	RummaGEO Drug Perturbation Signatures	1.0	null
NRDC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15456
SMAD5	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.6286
CAMK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57927
RPL3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26927
DIP2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.0015
GLRX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.24258
IPO4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66778
MARK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.26855
GSE239844_4_v_10_crizotinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SDC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.2366
WASL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22293
ADNP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.97179
TRAPPC8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42318
COPS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.21431
SLC29A4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.49876
GSE214931_1_v_5_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE242199_9_v_0_ntrk2_human	RummaGEO Gene Perturbation Signatures	1.0	null
SEMA4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93971
VAC14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.53464
chr1_120933670_T_C_b38	GTEx eQTL 2025	1.0	1.45585
GSE233679_14_v_1_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NCKAP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98288
C8G	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.28151
ZNF93	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	148.175
HEYL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0443
TPRG1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.21875
METTL16	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72314
SLC12A7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.70302
MIF4GD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.29219
GSE146982_7_v_6_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE174701_4_v_7_maml3_human	RummaGEO Gene Perturbation Signatures	1.0	null
PSMC3IP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98622
MTMR9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.29463
ADPRS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2505
HBS1L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67484
PPP1R14B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55784
UQCRQ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.78244
RAB11FIP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32628
MATK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37421
PPP1R3F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84307
REV1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55218
ZNF540	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08158
SRSF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1475
chr1_120940417_G_T_b38	GTEx eQTL 2025	1.0	1.505
KDM2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.75425
ZNF474	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18217
VMAC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55722
ACBD6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.77326
GSE202434,GSE202438_7_v_0_talazoparib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
RNPEP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79315
IL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08707
CCDC18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.21027
ZNF528	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	39.0568
RBM39	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.82096
LENG9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37492
UBA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.96804
GSE145639_7_v_2_adar_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MRPL53	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50691
PRKAG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6498
CAPZA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	5.75392
RC3H2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33142
LSG1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25088
ACTB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.61168
SART1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60364
TFAM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32401
SPRTN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.15808
GSE172494_3_v_1_nicotinamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PYGL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48182
GSE210662_3_v_0_znf165_human	RummaGEO Gene Perturbation Signatures	1.0	null
HNF4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11656