association	dataset	threshold value	standardized value
NENF	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2799
MAFK	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28757
GSE80098,GSE80366_0_v_6_progesterone_human	RummaGEO Drug Perturbation Signatures	1.0	null
HNRNPUL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.07415
UBE2T	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.20142
ATP5PB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82158
GSE219195_0_v_5_rbm12_human	RummaGEO Gene Perturbation Signatures	1.0	null
PCBP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.22258
KLHL36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08502
TPBG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.59531
TXN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80079
IFITM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06411
GSE210662_2_v_1_znf165_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ATOH8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.57522
IFI30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.1964
VDAC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.9268
GSE195568_2_v_4_palbociclib_human	RummaGEO Drug Perturbation Signatures	1.0	null
DHRS11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84324
DCANP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.17223
GSE186471_1_v_2_carnosol_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ALDH4A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.57167
LBR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42154
GSE200839,GSE233826_2_v_6_tnrc18_human	RummaGEO Gene Perturbation Signatures	-1.0	null
BBS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13045
DCHS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.45654
WSCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28199
MARVELD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23216
GSE240468_3_v_2_nfyc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PRDM8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32539
TAF1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.24694
STMN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.90191
ACTRT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.4735
CREB3L4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.86677
GSE111247_0_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
EEF1G	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	9.0061
LENG9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37492
ECD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.5192
GSE135514_8_v_7_dasatinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE153354_0_v_1_tcf19_human	RummaGEO Gene Perturbation Signatures	-1.0	null
SEPTIN11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.326
ZNF732	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.52177
DHX8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.5117
B3GAT3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.4054
GSE142210_4_v_5_panobinostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE228106_3_v_4_paclitaxel_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DNAJB4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16232
GSE148200_4_v_2_gemcitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
SMC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.94176
THNSL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32999
GSE139016_0_v_2_disulfiram_human	RummaGEO Drug Perturbation Signatures	-1.0	null
PEDS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50461
RAD21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.9756
PIK3IP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.67045
ILVBL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23984
CNOT6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.43729
FHIP1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83906
GGCX	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22098
OGDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3092
HNRNPC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15407
TGFB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21726
BPNT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27341
SERHL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45497
KCNQ4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.18732
HOOK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7479
GSE111247_2_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
KDM4D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04613
ZNF85	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.09495
CHP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.32481
WDR20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04808
TTC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.72059
GET4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.6671
RMDN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.00142
BTN2A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13126
CLN6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42978
BLM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.23343
WDR24	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5331
MRPS11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.73279
MYL12A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.0832
FAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25902
GSE118939_1_v_0_nras_human	RummaGEO Gene Perturbation Signatures	1.0	null
SIX1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.48475
ZNF722	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.77897
STBD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.78429
GSE148200_3_v_2_gemcitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
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
SPAG5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04649
GSE94849_3_v_2_pinometostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
H2AB3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39108
VIRMA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2249
TET3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22501
TMEM243	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69898
TRIM8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47515
SLC30A7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18163
SMURF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13749
PIGV	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10003
TFR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64463
PLEKHA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.55012
IL17RD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.49799
TIMM23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.35715
TUSC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.53095
SEC13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.22397
GSE157894_2_v_3_cystine_human	RummaGEO Drug Perturbation Signatures	1.0	null
BYSL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08968
STRIP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60049
SF3B4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36286
TUBA1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.96659
ETFDH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18966
GTF3C1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.41298
GSE228106_0_v_1_paclitaxel_human	RummaGEO Drug Perturbation Signatures	1.0	null
EXOSC9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25352
VOPP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.23298
LRRC57	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.73521
PARN	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.60891
PCNX4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.41109
CHAD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.22004
RPS4X	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60627
GSE200839,GSE233826_5_v_4_tnrc18_human	RummaGEO Gene Perturbation Signatures	1.0	null
CMTM6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.67707
HSPH1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.15465
Lymph_Node-naive b cell	Tabula Sapiens Gene-Cell Associations	1.0	1.82829
TSC22D1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.5122
CRLF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.8717
GSE261177_0_v_1_tnfrsf12a_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135030_11_v_10_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
MAMDC4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.25584
GSE149000_2_v_0_cyp3a5_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GNE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.67782
MLKL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.62992
TEAD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.65157
DDX3X	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1119
PMC8789288-elife-73137-supp3.xlsx-Gene_List_Comparisons-Supplementary_file_3_Comparison_of_genes_induced_by_IRF1_or_IFNg_with_genes_in_the_type_II_ISG_screen_library_IRF1	Rummagene Transcription Factor Associations 2026	1.0	null
RILPL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.25533
SHISAL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68016
BLOC1S2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.30056
HOXC11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20011
ITGAV	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.86926
CEP164	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.93729
Regucalcin in proximal tubule epithelial kidney cells	WikiPathways Pathways 2024	1.0	null
GSE196505,GSE196507_3_v_2_kdm2b_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZBTB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67902
PRPF4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.29125
USP36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04383
SLC35A5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-4.06045
ACOT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.27078
PA2G4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54934
GSE130396_8_v_6_neratinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE190316,GSE190324_1_v_11_rbm4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZNF789	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91925
TFAP2D	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.35669
JARID2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.00556
SRSF7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.93879
GSE111247_11_v_1_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
TNKS1BP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15758
CDHR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.02044
RRP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.39063
CA12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.03247
TMEM191C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48226
TRIM23	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.22121
OPA1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.37821
GSE217776,GSE217829_4_v_6_sgf29_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE146840,GSE146842_1_v_2_qrich1_human	RummaGEO Gene Perturbation Signatures	1.0	null
RIPOR2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10447
INTS13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.7287
SHD	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.22173
C10orf95	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34634
GSE175787_13_v_9_rhoc_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ZMYM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.67789
BUB1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.95555
EIF4B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.80291
CTCFL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.74749
THOC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.11415
ADAT2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.69398
ZRANB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20716
TRMT9B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.78002
GSE201309_1_v_6_matrine_human	RummaGEO Drug Perturbation Signatures	1.0	null
PNMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.9563
SLFN13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.36244
MFSD14A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08553
POLR1C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.88454
SNRPG	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.3201
GSE152734,GSE152735_2_v_0_pbrm1_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE221633_3_v_1_trim24_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE193351_4_v_3_ruxolitinib_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GNG14	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37304
WDHD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.91661
ACTR6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.16943
KRI1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07568
MET	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.03392
RPS20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.58088
SIPA1L3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.73039
MAP1LC3C	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.39328
GOLGA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.92419
SF3B6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.32694
GARRE1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.81802
TNFRSF21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3014
GSE120612_6_v_1_etoposide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
DNAJA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.37701
NFE4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.33912
PACSIN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.60138
GSE109140_0_v_3_valproic acid_human	RummaGEO Drug Perturbation Signatures	-1.0	null
UBE4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08623
PSMD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.19273
CCNG2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.56196
COL5A2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06592
NUP88	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16939
GSE175787_4_v_6_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE182179_0_v_4_kdsr_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CEP120	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.65086
TMEM234	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94809
DDX6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.04722
HNRNPM	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.44762
EIF4E2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.99512
HSPA4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.69573
ZNF451	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.57265
CCDC106	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.81927
GSE185744,GSE185747_2_v_3_sox9_human	RummaGEO Gene Perturbation Signatures	-1.0	null
TMEM30A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.57858
TAF11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.15488
FEM1B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.0165
GSE120612_4_v_5_etoposide_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE200839,GSE233826_2_v_0_tnrc18_human	RummaGEO Gene Perturbation Signatures	-1.0	null
CEP97	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.94155
PPTC7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08107
GSE200839,GSE233826_3_v_4_tnrc18_human	RummaGEO Gene Perturbation Signatures	1.0	null
PMC8143797-elife-62857-fig3-data2.xlsx-DEgenes_SW872_CAMTA1_vs_subEV-Gene_CAMTA1	Rummagene Transcription Factor Associations 2026	1.0	null
CORO6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.68862
EIF2S3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.35991
PCBD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21345
SPACA6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66914
SEPTIN3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45101
SNRPB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.56577
TNRC18	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.84361
PRMT7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.66408
RNMT	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68672
GSE211128_2_v_6_angptl4_human	RummaGEO Gene Perturbation Signatures	-1.0	null
LIG4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.82264
ARL4A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.33912
WDR55	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.04046
CCNT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.7535
ERG28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.66298
ZNF544	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.98491
CTDSP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55391
PSMC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.10003
PARP8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1497
KATNBL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.37009
GSE169617_1_v_2_azacitidine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
INTS11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.92783
SPHK1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.99853
PPIA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.11997
SH3BP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78443
KHSRP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71808
S100PBP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.54884
GSE135400_2_v_0_kdm1b_human	RummaGEO Gene Perturbation Signatures	-1.0	null
GSE135030_8_v_10_fludarabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE178714_5_v_7_smad2_human	RummaGEO Gene Perturbation Signatures	1.0	null
SLC30A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02314
GSE228106_3_v_5_paclitaxel_human	RummaGEO Drug Perturbation Signatures	-1.0	null
ZNF207	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25239
STX10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.01859
FKBP15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28345
CENPL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.20034
RPL28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.68985
ZNF704	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18827
PEX13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.12123
AARS1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.50495
CHAF1A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.03086
ETV3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.42014
CENPC	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.15437
PRR36	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.11682
ACSM2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70343
LIFR	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.15994
GSE116492,GSE116495_3_v_2_stag2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PFDN6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.11286
GSE210662_3_v_0_znf165_human	RummaGEO Gene Perturbation Signatures	1.0	null
PXMP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.05473
MBD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.90333
MMP19	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.36193
GDAP2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06903
INTS6	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13417
RANBP9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.07114
TNKS2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.17056
HES1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.72211
AHCTF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.72601
MED21	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.80863
TRIP13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.60481
FBXL12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.50798
GSE140997_10_v_1_nsun6_human	RummaGEO Gene Perturbation Signatures	-1.0	null
MED28	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.66742
ATP5MGL	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33349
GPC2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.45414
KIAA1586	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.23992
POLR2F	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.98278
PABPC1L2A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.38261
PRDX3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.88385
MDN1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.06107
HTRA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.24164
GSE102870_3_v_9_nr1h4_human	RummaGEO Gene Perturbation Signatures	1.0	null
VIPR1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28167
TPRKB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.83407
GSE168602,GSE168604_2_v_6_selumetinib_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE94849_3_v_4_pinometostat_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE151083_0_v_1_enzalutamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
BRWD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.47331
CCT8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16193
CDC20	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.15163
MCM7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.05066
GSE175787_4_v_2_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
ZNF526	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.2549
EEF1AKMT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.87374
ZDHHC7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.46274
GSE116492,GSE116495_3_v_1_stag2_human	RummaGEO Gene Perturbation Signatures	-1.0	null
ATAD3A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.06489
MT-ND4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.13738
SAT1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.64532
ZSCAN30	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.46038
NHERF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.08512
MBLAC1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.78352
SH3BGRL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.4337
SGCB	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.38853
GSE142210_11_v_7_panobinostat_human	RummaGEO Drug Perturbation Signatures	1.0	null
GSE164874_5_v_3_prednisolone_human	RummaGEO Drug Perturbation Signatures	1.0	null
AAMP	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.84187
PIK3C2B	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.20728
ZNF518A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.02842
TCF15	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.74304
RHOA	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.14024
ABHD13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10184
GSE175787_4_v_7_rhoc_human	RummaGEO Gene Perturbation Signatures	1.0	null
GSE148200_1_v_2_gemcitabine_human	RummaGEO Drug Perturbation Signatures	1.0	null
ZDHHC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.48274
GRK2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.33728
CHST12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.60992
CS	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.70732
ZWILCH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.61297
LRP5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.85918
GSE156923_2_v_1_rbmx_human	RummaGEO Gene Perturbation Signatures	-1.0	null
VANGL1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.298
PCSK4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.28391
MCEE	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.41933
PLCD4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18119
CHD3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.06247
ZNF644	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.01135
E2F1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.71752
RPRD2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.69443
TAF10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.80409
KIF26A	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.1466
NOL10	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.2754
PDCD1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82919
COCH	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.67817
PCBP3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.82878
C1QL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.21239
CUL2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.68495
PDZD11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	4.28332
MRPL11	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.23063
MRPL12	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.08904
XAB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.62171
GMEB2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.41299
GSE214931_2_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
SMG9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.55098
SLC19A1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.02491
GSE157894_1_v_0_cystine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
FBXO48	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.08427
SCAMP4	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.1795
KANK3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.18472
ASCC3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.09664
PSMF1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-3.27159
GSE111247_2_v_6_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
DPPA3	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.04899
GSTZ1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.34337
SNF8	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.09243
ZNF233	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.08525
LSM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.14104
URM1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.3015
ZNF724	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.67497
SLF2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	2.16584
IPO7	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.25153
GSE214931_4_v_0_temozolomide_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE233679_6_v_4_nicotinamide_human	RummaGEO Drug Perturbation Signatures	1.0	null
PMC10246722-pwac062_suppl_supplementary_table_s5.xlsx-sg-HIF1A_vs_sg-GAL4-Unnamed_1_HIF1A	Rummagene Transcription Factor Associations 2026	1.0	null
GSE135030_11_v_9_fludarabine_human	RummaGEO Drug Perturbation Signatures	-1.0	null
GSE111247_11_v_6_temozolomide_human	RummaGEO Drug Perturbation Signatures	1.0	null
MRPL13	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26721
GSE158182_5_v_0_pnpla3_human	RummaGEO Gene Perturbation Signatures	-1.0	null
PGPEP1	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.26428
GSE200839,GSE233826_2_v_4_tnrc18_human	RummaGEO Gene Perturbation Signatures	1.0	null
SEPTIN9	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.10137
PMC12774775-mmc2.xlsx-PAR_RARG_merge_q5_Narrow_subKO-Gene_Symbol_RARG	Rummagene Transcription Factor Associations 2026	1.0	null
CELF5	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	1.0	3.51352
CAMTA2	CM4AI KOLF21J CRISPRi Gene Perturbation Atlas	-1.0	-2.07581