association	dataset	threshold value	standardized value
GSE133516_0_v_1_kat7_human	RummaGEO Gene Perturbation Signatures	1.0	null
EBF3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.9425
NKX2-4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	16.3139
ZBTB6	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.7364
TFAP2C	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	131.359
GSE150895,GSE150896_0_v_1_kif15_human	RummaGEO Gene Perturbation Signatures	-1.0	null
RRP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32243
DLC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.86544
HOXB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5948
GSE238018_1_v_4_mxra8_human	RummaGEO Gene Perturbation Signatures	1.0	null
UXT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.36213
NRXN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56113
KLHL18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.70287
GRINA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37062
CREB3L2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.97542
GSE239844_8_v_9_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
SOX8	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.4284
MT-ND6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93334
EXOSC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25352
GSE195568_2_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CYP26A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09472
ZFP28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.79605
YY2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	28.3466
Perturb_7896_KO_NEURL4_SRP336645	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-4.1527
Perturb_14901_KO_H15_ERP118037	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	1.0	4.89587
GSE168602,GSE168604_2_v_6_selumetinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE128730_3_v_6_neratinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
TP63	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.1077
DHX9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89795
POLDIP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.10398
GSE195568_3_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE171352_2_v_3_glucagon_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ETV3L	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61466
ZIC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73269
SOX4	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.53
GSE234514,GSE234516_2_v_0_mitf_human	RummaGEO Gene Perturbation Signatures	1.0	null
LDLR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.43612
UST	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8632
HR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80724
GSE234514,GSE234516_2_v_0_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE135030_8_v_10_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF808	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05247
DHX36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.56982
GSE184892_6_v_3_trehalose_human	RummaGEO Drug Perturbation Signatures	-1.0	null
TFAP2E	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	66.6043
NKX6-2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76716
RXRB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	66.1668
GSE236228_0_v_1_penfluridol_human	RummaGEO Drug Perturbation Signatures	1.0	null
TP53	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37498
POLB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.59349
GSE114685_1_v_0_grin2b_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE234514,GSE234516_2_v_3_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ARGFX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73089
GSE229344_2_v_0_cyb5r3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TRMO	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94743
GSE210101,GSE210114_5_v_10_urod_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE120756_2_v_9_tet2_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE230263,GSE230265_5_v_1_runx1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE202434,GSE202438_4_v_14_talazoparib_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZNF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54858
MIA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84117
GSE153871_1_v_3_cytarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PLAGL2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	55.0781
ZC3H12A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26965
RELA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	21.0556
PLAGL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45673
ZNF669	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	50.57
TSNAX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.8543
ZNF605	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.18337
ZBTB7A	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.9881
CD320	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.99887
MLLT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.94874
VGF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67957
PAX8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.54122
ZNF384	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	195.255
PRDM7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.17615
GSE128730_0_v_2_neratinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
TP63	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75945
DNAJC5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.89372
RXRG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	58.7853
SRY	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	20.8571
RTN4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48882
GSE239844_1_v_9_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
REL	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.4118
RMI2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28648
GSE239844_8_v_10_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
PRMT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.12756
METTL17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.3989
ETV1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.3499
TP53	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	40.5808
GSE150895,GSE150896_0_v_1_enzalutamide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ABHD8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90799
SCYL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.03484
PLD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16858
NFKB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.63827
GSE238018_3_v_4_mxra8_human	RummaGEO Gene Perturbation Signatures	1.0	null
PARP11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03587
PROX2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6782
SMPDL3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8931
FOXJ2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.45178
YWHAZ	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4804
GSE223908,GSE223909_4_v_8_serpinb3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE137325_2_v_0_copanlisib_human	RummaGEO Drug Perturbation Signatures	1.0	null
TTLL8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47942
ZFP14	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	64.5701
GSE48812_9_v_6_sulforaphane_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZKSCAN7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55312
GSE153871_1_v_2_cytarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
IER5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.0834
MAP3K4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.49255
GSE239844_1_v_2_crizotinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
CMAS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9379
NME1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.54041
ADAMTS13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61723
GSE238018_3_v_0_mxra8_human	RummaGEO Gene Perturbation Signatures	1.0	null
DNMT3B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80589
FOXE1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	81.7925
RSBN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68709
ZNF214	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.6792
FLT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.74121
FAM78A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.6839
GSE198794_0_v_3_usp18_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE245778_1_v_0_runx1_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BACH2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.4216
FOXC2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	38.5842
Perturb_7898_KD_NCL_SRP337780	PerturbAtlas Signatures of Differentially Expressed Genes for Gene Perturbations	-1.0	-3.91271
GSE135030_8_v_9_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
KYAT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.30474
EDEM3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94088
ARNT2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	17.1563
ELF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.76532
TATDN2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.1014
SLU7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10788
GSE135352_6_v_4_napabucasin_human	RummaGEO Drug Perturbation Signatures	1.0	null
RNF139	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.55035
GSE245270_2_v_5_isoproterenol_human	RummaGEO Drug Perturbation Signatures	1.0	null
FOXD3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	138.95
GSE148262,GSE150691_1_v_2_hdlbp_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF175	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	31.0752
ZBTB9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.26647
GLIS1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	37.0762
MRPL49	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16078
NR4A2::RXRA	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	15.5381
ESRRG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38277
KRBOX5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.61593
DYNC2I2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05314
CAND2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5071
NKAIN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47414
DDX60	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.98238
FBXO17	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.28256
GSE178907_4_v_3_fkrp_human	RummaGEO Gene Perturbation Signatures	1.0	null
PIAS4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.00057
RNASE7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.59858
MAMSTR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90632
PSIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.90579
ELF2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.2282
GSE238018_1_v_0_mxra8_human	RummaGEO Gene Perturbation Signatures	1.0	null
LBR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56337
GSE114013,GSE114014_1_v_4_itraconazole_human	RummaGEO Drug Perturbation Signatures	1.0	null
HIC2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	18.6938
FOXD2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	60.7615
ZKSCAN1	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	19.136
TERT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.31731
GSE196343_1_v_0_metformin_human	RummaGEO Drug Perturbation Signatures	-1.0	null
NDUFAF3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7873
STX7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52375
TBX19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91282
OSR2	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	34.1954
ZNF85	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	22.1507
ZNF444	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.16484
PHACTR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.47187
ONECUT3	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	67.3902
ZNF326	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33991
MRPS28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.39965
IRF9	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	37.3712
VARS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70785
SUPT6H	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68747
ZNF680	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	23.0515
THAP10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.66462
GSE48812_9_v_5_sulforaphane_human	RummaGEO Drug Perturbation Signatures	-1.0	null
HESX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3511
CIART	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7545
HES7	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	25.7636
TP73	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	26.5042
RNASEL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.75488
MZF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.37816
ZNF280B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.68408
GSE224004,GSE224005_0_v_8_chd4_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE152734,GSE152735_2_v_0_pbrm1_human	RummaGEO Gene Perturbation Signatures	1.0	null
RARB	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	39.787
KDM5A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88617
RARG	JASPAR Predicted Human Transcription Factor Targets 2025	1.0	47.0076