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Table 3 The AUCs values of different methods over 16 diseases for threshold = 10

From: A novel candidate disease gene prioritization method using deep graph convolutional networks and semi-supervised learning

Disease

Methods

GCNGP

C-PUGP

DADA

HSSVM

GPEC

Arete

WCRSTAR

TLGP

GPrior

Pancreatitis

93.65

87.58

85.19

79.24

66.86

72.39

81.10

90.01

86.25

Parkinson’s disease

88.82

76.84

69.98

68.84

60.92

66.48

77.66

83.65

75.19

Celiac disease

87.39

79.75

74.25

70.15

59.28

69.36

80.85

79.17

71.92

Atherosclerosis

96.55

91.66

90.08

81.95

72.67

79.14

89.28

92.40

90.38

Esophageal cancer

87.44

86.78

81.63

78.11

71.09

76.38

78.34

85.82

82.59

Crohn’s disease

82.73

80.25

77.29

76.85

69.16

76.50

79.09

80.07

78.44

Breast cancer

87.66

85.62

80.76

75.70

70.05

73.81

81.54

86.38

82.11

Alzheimer’s disease

90.45

82.19

83.64

82.96

76.27

80.25

84.17

85.87

81.95

Ulcerative colitis

79.36

78.46

77.96

71.27

69.91

72.74

75.52

77.98

75.16

Endometriosis

96.05

90.44

88.32

85.50

70.85

81.65

87.76

91.16

89.18

Cirrhosis

74.48

70.91

71.80

66.67

59.09

68.04

71.45

71.43

70.62

Myocardial infarction

91.69

87.35

87.95

82.41

68.66

75.90

85.69

89.05

86.57

Tuberculosis

95.35

91.80

89.15

80.29

71.18

79.82

90.13

92.34

90.48

Lymphoma

92.81

88.39

85.78

82.33

73.06

82.66

89.92

89.15

86.39

Rheumatoid arthritis

84.97

80.16

80.72

72.54

70.33

71.68

79.35

80.93

78.69

Asthma

86.19

83.92

81.18

79.46

64.47

77.49

80.97

83.11

81.27

Average

88.47

83.88

81.61

77.14

68.37

75.27

82.05

84.91

81.70