Table 10 List of genes reported by studies included in this review

A1BG

CHPF2

FSCN1

LRRC16B

PKD1

SOBP

A2M

CHRDL1

FXYD6

LRRC17

PKHD1

SORBS3

AADAC

CHRNE

FZD4

LRRC59

PLA2G7

SOS1

AAK1

CHST6

FZD5

LRSAM1

PLAA

SOX12

ABCA13

CHTOP

G0S2

LSAMP

PLAU

SOX21

ABCA4

CIAPIN1

G3BP1

LSM14A

PLAUR

SPANXD

ABCB1

CIB1

GABRP

LSM3

PLCB3

SPATA13

ABCB10

CIB2

GAD1

LSM7

PLEC

SPATA18

ABCB11

CIITA

GALNT10

LSM8

PLEK

SPATA4

ABCB7

CILP

GAP43

LTA4H

PLIN2

SPC25

ABCC3

CITED2

GART

LTB

PLS1

SPDEF

ABCC5

CKLF

GATAD2A

LTK

PMM1

SPEN

ABCD2

CLCA1

GCH1

LUC7L2

PMP22

SPHK2

ABCG2

CLCNKB

GCHFR

LY6K

PMVK

SPOCK2

ABLIM1

CLDN10

GCM1

LY96

PNLDC1

SPTBN2

ACADVL

CLIP1

GDF6

LZTFL1

PNLIPRP2

SRC

ACAT2

CNDP1

GFRA1

MAB21L2

PNMA5

SREBF2

ACKR2

CNKSR3

GGCT

MAD2L2

POFUT2

SRF

ACKR3

CNN2

GGT1

MAGEE2

POLH

SRRM1

ACO2

CNOT8

GJB1

MAGEF1

POLR3K

SRSF3

ACOT13

CNTFR

GLRX

MAK

POMP

SSR1

ACP1

cofilin1

GMFB

MAMLD1

POU2AF1

SSR2

ACRV1

COL10A1

GMPR

MANF

POU5F1

SSUH2

ACSM1

COL21A1

GNA11

MAP6D1

PPAP2B

SSX2IP

ACSS3

COL3A1

GNAO1

MAPK1

PPAT

ST6GALNAC1

ACTA2

COL4A4

GNAZ

MAPK1IP1L

PPCDC

STC2

ACTB

COL4A6

GNG4

MAPK3

PPCS

STK38

ACTBL3

COL6A1

GNG7

MAPK8IP3

PPFIA3

STX12

ACTG2

COL7A1

GNL2

MAPK9

PPIC

STX1B

ACTR3B

COX8A

GNMT

MAPKAP1

PPIE

STX7

ACTR6

CPD

GNPDA1

MAPKAPK2

PPP1R1A

STXBP2

ADAMDEC1

CPE

GOLPH3

MARCKS

PPP1R1B

STXBP6

ADAMTS5

CPEB1

GPIHBP1

MARK4

PPP1R2

SUB1

ADIPOR2

CRCT1

GPM6B

MATK

PPP1R26

SULT1C2

ADK

CREB5

GPR137

MB

PPP2R3C

SULT2B1

AEBP1

CRYAB

GPT2

MBOAT7

PPP2R5C

SUPT5H

AF050199

CRYBB1

GPX2

MCF2L

PPP2R5D

SUSD4

AF052172

CRYL1

GPX3

MCL1

PPP4R4

SUV420H1

AFM

CRYM

GPX8

MCM3

PPP6R1

SV2C

AFTPH

CSE1L

GRAMD1B

MDC1

PRAP1

SYNM

AGFG1

CSPP1

GRB2

MDFI

PRELP

SYT1

AGR2

CSRP1

GRK6

MDK

PRKAB1

SYT11

AGT

CSRP3

GRM2

MDR-1

PRKCH

SYT13

AIPL1

CST6

GRPEL1

MEA1

PRKCI

TAC3

AKAP12

CST9L

GRSF1

MEAF6

PRKD3

TAP1

AKR1A1

CT45A6

GSPT1

MECOM

PROC

TASP1

AKR1C1

CTA-246H3.1

GSTM2

MEF2B

PROK1

TBCC

AKT1

CTNNBL1

GSTT1

MEGF11

PRPF31

TBP

AKT2

CTSD

GTF2E1

MEST

PRRX1

TCF15

ALCAM

CUTA

GTF2F2

METRN

PRSS16

TCF7L2

ALDH5A1

CX3CL1

GTF2H5

METTL13

PRSS22

TENM3

ALDH9A1

CXCL1

GTPBP4

METTL4

PRSS3

TEX30

ALG5

CXCL10

GUCY1B3

MFAP2

PRSS36

TFF1

ALMS1

CXCL12

GYG1

MFSD7

PSAT1

TFF3

AMPD1

CXCL13

GYPC

MGMT

PSMB5

TFPI2

ANKHD1

CXCR4

GZMB

MINOS1

PSMB9

TGFB1

ANKRD27

CYB5B

GZMK

MKRN1

PSMC4

THBS4

ANXA3

CYBRD1

H2AFX

MLF2

PSMD1

TIAM1

ANXA4

CYP27A1

H3F3A

MLH1

PSMD12

TIMM10B

AOC1

CYP2E1

HAP1

MLX

PSMD14

TIMM17B

AP2A2

CYP3A7

HBG2

MMP1

PSME4

TIMP1

APC

CYP4X1

HDAC1

MMP10

PTBP1

TIMP2

API5

CYP4Z1

HDAC2

MMP12

PTCH2

TIMP3

APOE

CYP51A1

HECTD4

MMP13

PTEN

TKTL1

AQP10

CYSTM1

HES1

MMP16

PTGDS

TLE2

AQP5

CYTH3

HEY1

MMP17

PTGS2

TM9SF2

AQP6

D4S234E

HHIPL2

MMP3

PTP4A1

TM9SF3

AQP9

DAP

HIF1A

MMP7

PTP4A2

TMCC1

ARAF

DAPL1

HIP1R

MMP9

PTPRN2

TMED5

ARAP1

DBI

HIPK1

MPZL1

PTPRS

TMEM139

AREG

DCBLD2

HIST1H1C

MRPL2

PWP2

TMEM14B

ARFGEF2

DCHS1

HK2

MRPL35

QPRT

TMEM150A

ARHGAP29

DCK

HLAA

MRPL49

R3HDM2

TMEM161A

ARHGDIA

DCTN5

HLADMB

MRPS12

RAB26

TMEM259

ARL14

DCTPP1

HLADOB

MRPS17

RAB27B

TMEM260

ARL6IP4

DCUN1D4

HMBOX1

MRPS24

RAB40B

TMEM45A

ARMC1

DCUN1D5

HMGCS1

MRPS9

RAB5B

TMEM50A

ARNT2

DDB1

HMGCS2

MRS2

RAB5C

TMPRSS3

ARPC4

DDB2

HMGN1

MSH2

RABIF

TMSB15B

ASAP1

DDR1

HMOX2

MSL1

RAC1

TMTC1

ASAP3

DDX23

HNRNPA1

MSMO1

RAC3

TMX2

ASF1A

DDX49

HNRNPUL2

MST1

RAD23A

TNFRSF17

ASIP

DEFB132

HOPX

MT1G

RAD51

TNS1

ASPA

DERL1

HOXA5

MTCP1

RAD51AP1

TOMM40

ASPHD1

DFNB31

HOXB6

MTMR11

RANBP1

TONSL

ASS1

DHCR7

HPN

MTMR2

RANGAP1

TOP1

ASUN

DHRS11

HRASLS

MTPAP

RARRES2

TOP2A

ATM

DHRS9

Hs.120332

MTUS1

RB1

TOX3

ATP1B3

DHX15

HS3ST1

MTX1

RBBP7

TP53

ATP5D

DHX29

HS3ST5

MUS81

RBFA

TP53TG5

ATP5F1

DIAPH3

HSD11B2

MUTYH

RBM11

TP73

ATP5L

DICER1

HSD17B11

MXD1

RBM39

TPD52

ATP6V0E1

DIRC1

HSPA1L

MXI1

RCHY1

TPM2

ATP7B

DKK1

HSPA4

MYBPC1

RER1

TPP2

ATP8A2

DLAT

HSPA8

MYC

RFC3

TPPP

AUP1

DLEU2

HSPB7

MYCBP

RGL2

TPRKB

AURKA

DLG1

HSPD1

MYL9

RGP1

TRA

AURKC

DLG3

HTATIP2

MYO1D

RGS19

TRAF3IP2

AVIL

DLGAP4

HTN1

MYOM1

RHOT1

TRAM1

B3GALNT1

DLGAP5

HTR3A

NANOS1

RHPN2

TRAPPC4

B3GNT2

DMRT3

ICAM1

NASP

RIIAD1

TRAPPC9

B4GALT5

DNAH2

ICAM5

NBEA

RIN1

TREML1

BAG3

DNAH7

ID1

NBL1

RIT1

TREML2

BAIAP2L1

DNAJB12

ID4

NBN

RNF10

TRIAP1

BAK1

DNAJB5

IDI1

NCAM1

RNF13

TRIM27

BASP1

DNAJC16

IFIT1

NCAPD2

RNF14

TRIM49

BAX

DNASE1L3

IGF1R

NCAPG

RNF148

TRIM58

BCHE

DOCK3

IGFBP2

NCAPH

RNF34

TRIML2

BCL2A1

DPH2

IGFBP5

NCKAP5

RNF6

TRIT1

BCL2L11

DPM1

IGHM

NCOA1

RNF7

TRMT1L

BCL2L12

DPP7

IGKC

NCOR2

RNF8

TRO

BCR-ABL

DPYSL2

IGKV1-5

NCR2

RNGTT

TRPV4

BEAN

DRD4

IHH

NCSTN

RNPEPL1

TRPV6

BEST4

DTYMK

IKZF4

NDRG2

ROBO1

TSPAN3

BFSP1

DUSP2

IL11RA

NDST1

ROR1

TSPAN4

BFSP2

DUSP4

IL15

NDUFA12

ROR2

TSPAN6

BGN

DUX3

IL17RB

NDUFA9

RP13-347D8.3

TSPAN7

BHLHE40

DYNLT1

IL1B

NDUFAB1

RP13-36C9.6

TSR1

BIN1

DYRK3

IL23A

NDUFAF4

RPA3

TTC31

BIRC5

E2F2

IL27

NDUFB4

RPL23

TTLL6

BIRC6

ECH1

IL6

NDUFS5

RPL29P17

TTPAL

BLCAP

EDF1

IL8

NEBL

RPL31

TTYH1

BLMH

EDN1

IMPA2

NETO2

RPL36

TUBB3

BMP8B

EDNRA

ING3

NEUROD2

RPP30

TUBB4A

BMPR1A

EDNRB

INHBA

NFE2

RPS15

TUBB4Q

BNIP3

EEF1A2

INPP5A

NFE2L3

RPS16

TUSC3

BOLA3

EFCAB14

INPP5B

NFIB

RPS19BP1

UBD

BPTF

EFEMP2

INSR

NFKBIB

RPS24

UBE2I

BRCA1

EFNB2

INTS12

NFS1

RPS28

UBE2K

BRCA2

EGF

INTS9

NID1

RPS4Y1

UBE2L3

BRSK1

EGFR

IRF2BP1

NIT1

RPS6KA2

UBE4B

BTN3A3

EHD1

ISCA1

NKIRAS2

RPSA

UBR5

BTNL9

EHF

ISG20

NKX31

RRAGC

UGT2B17

C11orf16

EI24

ITGAE

NKX62

RRBP1

UGT8

C11orf74

EIF1

ITGB2

NLGN1

RRN3

UHRF1BP1

C12orf5

EIF2AK2

ITGB6

NOP5/58

RSL24D1

UMOD

C16orf89

EIF3K

ITGB7

NOS3

RSU1

UPK1A

C17orf45

EIF4E2

ITLN1

NOTCH4

RTN4R

UPK1B

C17orf53

EIF5

ITM2A

NOV

RXRB

UQCRC2

C17orf70

ELF3

ITM2C

NOX1

RYBP

URI1

C1orf109

ELF5

ITPR2

NPAS3

RYR3

USP14

C1orf115

EML4

ITPRIP

NPR1

S100A10

USP18

C1orf159

ENC1

JAG2

NPR3

S100A4

USP21

C1orf198

ENOPH1

JAK2

NPTX2

S100P

UST

C1orf27

ENSA

JAKMIP2

NPTXR

SAMD4B

UTP11L

C1orf68

ENTPD4

KCNB1

NPY

SASH1

UTP20

C1QTNF3

EPB41L4A

KCNE3

NRBP2

SCAMP3

UVRAG

C20orf199

EPCAM

KCNH2

NRG4

SCARF1

VDR

C2orf72

EPHB2

KCNJ16

NRP1

SCG2

VEGFA

C4A

EPHB3

KCNN1

NSFL1C

SCGB1C1

VEGFB

C4BPA

EPHB4

KCNN3

NSL1

SCGB3A1

VEZF1

C6orf120

EPOR

KCTD1

NSMCE4A

SCNM1

VPS39

C6orf124

ERBB3

KCTD5

NT5C3A

SCO2

VPS52

C9orf3

ERCC8

KDELC1

NTAN1

SCUBE2

VPS72

C9orf47

ERMP1

KDELR1

NTF4

SDF2L1

VTCN1

CA13

ESF1

KDELR2

NUDT21

SEC14L2

VTI1B

CACNA1B

ESM1

KDM4A

NUDT9

SELT

WBP2

CACNG6

ESR1

Ki67

NUS1

SEMA3A

WBP4

CADM1

ESRP2

KIAA0125

OAS3

SENP3

WDR12

CALML3

ESYT1

KIAA0141

OASL

SENP6

WDR45B

CAMK2B

ETS1

KIAA0226

ODF4

SEPN1

WDR7

CAMK2N1

ETV1

KIAA0368

OGFOD3

SERPINB6

WDR77

CANX

EVA1A

KIAA1009

OGN

SERPIND1

WIT1

CAP1

EXOC6B

KIAA1033

OPA3

SERPINF1

WIZ

CAP2

EXTL1

KIAA1324

OR10A3

SERTAD4

WNK4

CAPN13

EYA2

KIAA1551

OR2AG1

SETBP1

WNT16

CAPN5

F2R

KIAA2022

OR4C15

SF3A3

WT1

CASC3

FAAH

KIAA4146

OR51B5

SF3B4

WTAP

CASP9

FABP1

KIF3A

OR51I1

SGCB

WWOX

CASS4

FABP7

KIFC3

OR6F1

SGCG

XBP1

CATSPERD

FADS1

KIT

OR9G9

SGPP1

XPA

CC2D1A

FADS2

KLF12

OSGEPL1

SH3PXD2A

XPO4

CCBL1

FAM133A

KLF5

OSGIN2

SHFM1

XYLT1

CCDC130

FAM135A

KLHDC3

OSM

SHOX

Y09846

CCDC135

FAM155B

KLHL7

OXTR

SIDT1

YBX1

CCDC147

FAM174B

KLK10

P2RX4

SIGLEC8

YIPF3

CCDC167

FAM19A4

KLK6

PABPC4

SIRT5

YIPF6

CCDC19

FAM211B

KPNA3

PAGR1

SIRT6

YLPM1

CCDC53

FAM217B

KPNA6

PAH

SIVA1

YWHAE

CCDC9

FAM49B

KRT10

PAK4

SIX2

YWHAZ

CCL13

FAM8A1

KRT12

PALB2

SKA3

ZBTB11

CCL2

FANCB

KYNU

PARD6B

SLAMF7

ZBTB16

CCL28

FANCE

L1TD1

PAX6

SLC12A2

ZBTB8A

CCM2L

FANCF

LAMB1

PBK

SLC12A4

ZC3H13

CCNA2

FANCG

LAMTOR5

PBX2

SLC14A1

ZCCHC8

CCNG2

FANCI

LARP4

PBXIP1

SLC15A2

ZEB2

CCT6A

FARP1

LAX1

PCF11

SLC1A1

ZFHX4

CCZ1

FAS

LAYN

PCGF3

SLC1A3

ZFP91

CD34

FASLG

LBR

PCK1

SLC22A5

ZFR2

CD38

FBXL18

LCMT2

PCNA

SLC25A37

ZKSCAN7

CD44

FCGBP

LCTL

PCNXL2

SLC25A41

ZMYND11

CD46

FCGR3B

LDB1

PCOLCE

SLC25A5

ZNF106

CD70

FEN1

LDHB

PCSK6

SLC26A9

ZNF12

CD97

FEZ1

LGALS4

PDCD2

SLC27A6

ZNF124

CDC42EP4

FGF2

LGR5

PDE3A

SLC29A1

ZNF148

CDCA2

FGFBP1

LHB

PDGFA

SLC2A1

ZNF155

CDH12

FGFR1OP

LHX1

PDGFRA

SLC2A5

ZNF180

CDH19

FGFR1OP2

LIN28A

PDGFRB

SLC37A4

ZNF200

CDH3

FGFR2

LINGO1

PDP1

SLC39A2

ZNF292

CDH4

FHL2

LIPA

PDSS1

SLC4A11

ZNF337

CDH5

FILIP1

LIPC

PDZK1

SLC5A1

ZNF432

CDK17

FJX1

LIPG

PEBP1

SLC5A3

ZNF467

CDK20

FKBP11

LMO3

PEX11A

SLC5A5

ZNF48

CDK5R1

FKBP1B

LMO4

PEX6

SLC6A3

ZNF503

CDK8

FKBP7

LOC100129250

PFAS

SLC7A2

ZNF521

CDKN1A

FLII

LOC149018

PGAM1

SMAD2

ZNF569

CDY1

FLJ41501

LOC1720

PHF3

SMC4

ZNF644

CDYL2

FLNC

LOC389677

PHGDH

SMG1

ZNF71

CEACAM5

FLOT2

LOC642236

PHKA1

SMPD2

ZNF711

CEACAM6

FLT1

LOC646808

PHKA2

SNIP1

ZNF74

CEACAM7

FMN2

LOC90925

PI3

SNRPA1

ZNF76

CEP55

FMO1

LPAR6

PIC3CD

SNRPC

ZNF780B

CES1

FN1

LPCAT2

PIGC

SNRPD3

ZYG11A

CES2

FOXA2

LPCAT4

PIGR

SNX13

CFI

FOXD4L2

LPHN2

PIK3CG

SNX19

CH25H

FOXJ1

LRIG1

PIP5K1B

SNX7

CHIT1

FOXO3

LRIT1

PITRM1

SOAT2