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Table 1 The list of 150 pro-metastatic genes with clinical relevance and key references

From: For robust big data analyses: a collection of 150 important pro-metastatic genes

Number

Gene name

Clinical relevance validation (P value of overall survival analysis)

Reference

ccRCC cohort

HCC cohort

1

ADAM9

NS

0.001

[10]

2

ADORA2B

0.006

NS

[11]

3

AGR2

<0.001

NS

[12]

4

AKT1

NS

NS

[13]

5

ANXA1

NS

NS

[14]

6

APOBEC3G

0.045

NS

[15]

7

ATF4

0.001

0.031

[16]

8

AXL

0.005

NS

[17]

9

BACH1

NS

NS

[18]

10

BCL2L1

NS

NS

[19]

11

BCL3

<0.001

NS

[20]

12

BIRC5

<0.001

<0.001

[21]

13

BSG

NS

0.004

[22]

14

C5AR1

NS

NS

[23]

15

CAV1

NS

NS

[24]

16

CCL2

NS

NS

[25]

17

CCR7

NS

0.002

[26]

18

CD24

NS

NS

[27]

19

CD44

0.016

NS

[28]

20

CDCP1

NS

NS

[29]

21

CEACAM6

0.004

NS

[30]

22

CEBPD

0.022

NS

[31]

23

CENPF

<0.001

0.008

[32]

24

CHD1L

<0.001

0.007

[33]

25

CHI3L1

NS

NS

[34]

26

CLDN9

0.039

NS

[35]

27

COL6A1

<0.001

NS

[36]

28

COMP

0.040

NS

[37]

29

CSNK2A2

NS

NS

[38]

30

CTSB

NS

NS

[38]

31

CTSZ

<0.001

NS

[39]

32

CXCL1

<0.001

0.001

[40]

33

CXCL10

NS

NS

[41]

34

CXCL8

0.002

<0.001

[42]

35

CXCR4

NS

NS

[43]

36

E2F1

0.001

0.005

[44]

37

EIF5A

<0.001

NS

[45]

38

ELF5

NS

NS

[46]

39

ENAH

NS

0.012

[47]

40

ENPP2

NS

NS

[48]

41

ETV4

0.003

0.001

[49]

42

EZH2

<0.001

<0.001

[50]

43

FGFR1

NS

NS

[51]

44

FLOT2

NS

NS

[52]

45

FOSL1

<0.001

NS

[53]

46

FOXC1

NS

NS

[54]

47

FOXM1

<0.001

0.009

[55]

48

FOXQ1

NS

NS

[56]

49

FZD2

<0.001

NS

[57]

50

GABRA3

NS

0.004

[58]

51

GDF15

NS

NS

[59]

52

GHRL

<0.001

NS

[60]

53

GLI2

<0.001

NS

[61]

54

GOLM1

NS

0.049

[62]

55

GRK3

NS

NS

[63]

56

HMGB1

NS

NS

[64]

57

HMMR

0.003

<0.001

[65]

58

HOXB13

<0.001

NS

[66]

59

HOXB7

NS

NS

[67]

60

HOXB9

<0.001

NS

[68]

61

ID1

NS

NS

[69]

62

IDO1

NS

NS

[70]

63

IGFBP2

NS

NS

[71]

64

IL32

NS

NS

[72]

65

IL5

NS

NS

[73]

66

IL6

<0.001

NS

[74]

67

IP6K2

0.001

NS

[75]

68

ITGA3

NS

NS

[76]

69

ITGA5

0.018

0.011

[77]

70

ITGBL1

NS

NS

[78]

71

KISS1R

NS

NS

[79]

72

KLF8

NS

NS

[80]

73

L1CAM

0.007

NS

[81]

74

LAMB3

0.001

NS

[67]

75

LEF1

0.007

NS

[82]

76

LGALS1

<0.001

0.048

[83]

77

LGALS3

NS

NS

[84]

78

LOX

NS

0.047

[85]

79

LOXL2

0.033

NS

[86]

80

MBD4

NS

NS

[87]

81

MCAM

NS

NS

[88]

82

MET

NS

NS

[89]

83

MMP1

0.030

0.002

[90]

84

MMP16

NS

NS

[91]

85

MMP9

0.001

0.009

[92]

86

MTA1

0.015

NS

[93]

87

MTA2

0.001

NS

[94]

88

MYB

0.031

0.021

[95]

89

NFATC2

NS

NS

[96]

90

NRP2

NS

NS

[97]

91

NTRK3

NS

0.044

[98]

92

PARP1

NS

NS

[99]

93

PCDH7

NS

NS

[100]

94

PDGFRB

NS

NS

[101]

95

PDPN

0.034

NS

[102]

96

PELP1

0.011

NS

[103]

97

PHGDH

NS

NS

[104]

98

PHIP

NS

NS

[105]

99

PLAUR

<0.001

NS

[35]

100

PLOD2

0.004

0.008

[106]

101

POSTN

NS

NS

[107]

102

PPIA

0.015

0.038

[108]

103

PRRX1

0.045

NS

[109]

104

PRSS50

<0.001

NS

[89]

105

PTGS2

0.040

NS

[110]

106

PTTG1

<0.001

0.004

[111]

107

PXN

0.001

NS

[112]

108

RAB22A

0.024

NS

[113]

109

RAC1

NS

NS

[97]

110

RAF1

0.025

NS

[23]

111

RHOC

0.030

NS

[114]

112

ROR2

0.001

NS

[115]

113

RRAS

<0.001

NS

[116]

114

RUNX3

NS

0.032

[117]

115

S100A4

NS

NS

[118]

116

S100P

NS

NS

[119]

117

SEMA3E

<0.001

NS

[120]

118

SFRP2

0.020

NS

[121]

119

SIX2

0.001

0.036

[122]

120

SNAI1

0.045

NS

[123]

121

SNAI2

NS

NS

[124]

122

SOX12

<0.001

0.045

[125]

123

SOX4

NS

0.018

[126]

124

SPINK1

<0.001

NS

[127]

125

SPON2

<0.001

NS

[128]

126

SPP1

NS

0.000

[129]

127

SRC

<0.001

0.037

[130]

128

SRGN

NS

NS

[131]

129

SRPK1

NS

NS

[132]

130

TACSTD2

NS

NS

[133]

131

TDO2

0.020

NS

[134]

132

TF

<0.001

NS

[135]

133

TGFB1

0.008

NS

[73]

134

TGM2

0.003

NS

[136]

135

TNC

NS

NS

[137]

136

TNFSF10

NS

NS

[138]

137

TNK2

0.016

NS

[139]

138

TP73

0.016

NS

[140]

139

TPO

0.043

NS

[141]

140

TRIM28

NS

0.00

[142]

141

TWIST1

0.002

NS

[143]

142

UBE2 N

NS

NS

[144]

143

VAV1

0.038

NS

[145]

144

VEGFB

NS

NS

[146]

145

VIM

0.014

NS

[147]

146

WASF3

NS

NS

[148]

147

WNT5A

0.008

NS

[149]

148

WSB1

<0.001

NS

[150]

149

YBX1

0.038

<0.001

[151]

150

ZEB2

NS

NS

[152]

  1. NS not significant