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Table 3 Clinical characteristics and risk factors of the TCGA cluster members for the different loss functions

From: Novel deep learning-based solution for identification of prognostic subgroups in liver cancer (Hepatocellular carcinoma)

 

BCE

MSE

LRS

LRC

LRSC

C1 (158)

C2 (194)

C1 (181)

C2 (171)

C1 (302)

C2 (50)

C1 (169)

C2 (183)

C1 (271)

C2 (81)

Risk factors

Alcohol consumption

59

55

69

45

103

11

64

50

89

25

Hepatitis B

45

58

46

57

88

15

54

49

86

17

Hepatitis C

24

29

30

23

44

9

29

24

40

13

Non-alcoholic fatty liver disease

5

14

9

10

18

1

11

8

18

1

Hemochromatosis

2

3

3

2

4

1

2

3

3

2

Alpha-1 Antitrypsin Deficiency

0

1

0

1

0

1

1

0

0

1

No history of risk factors

36

47

39

44

68

15

36

47

59

24

Other

11

10

14

7

16

5

9

12

11

10

Grade

Grade I

14

38

29

23

49

3

27

25

44

8

Grade II

70

95

85

80

142

23

85

80

129

36

Grade III

65

55

62

58

100

20

50

70

87

33

Grade IV

8

3

4

7

7

4

5

6

7

4

Not available

1

3

1

3

4

0

2

2

4

0

  1. Clinical characteristics and risk factors of the TCGA cluster members for the BCE, MSE, LRC, LRS and LRSC loss functions. Results are taken from the best run out of ten for each loss (as determined by log-rank P-value)