Table 5.
Results of hepatocellular carcinoma (HCC) recurrence prediction by integrating three types of support vector machine (SVM).
A | B | C | D | E | F | G | |||
---|---|---|---|---|---|---|---|---|---|
HCC Area ROIs | non-HCC area ROIs | ||||||||
Test case No. | Group | Group I Probability | Group II Probability | Group III Probability | Group I Probability | Group II Probability | Group III Probability | Nuclei percentage | Prediction Group |
1 | I | 0.92 | 0.08 | 0.00 | 0.99 | 0.00 | 0.00 | 34.80 | I |
6 | 1 | 0.65 | 0.06 | 0.29 | 0.78 | 0.00 | 0.22 | 31.50 | 1 |
9 | 1 | 0.49 | 0.02 | 0.49 | 0.33 | 0.00 | 0.67 | 28.20 | 1 |
13 | 1 | 0.57 | 0.42 | 0.02 | 0.12 | 0.77 | 0.11 | 28.00 | 1 |
17 | 1 | 0.55 | 0.10 | 0.35 | 0.20 | 0.76 | 0.04 | 71.90 | 1 |
18 | 1 | 0.50 | 0.25 | 0.25 | NI | NI | NI | 49.50 | 1 |
20 | 1 | 0.42 | 0.16 | 0.43 | 0.23 | 0.77 | 0.00 | 24.80 | 1 |
105 | I | 0.59 | 0.17 | 0.25 | 0.74 | 0.10 | 0.16 | 26.66 | I |
106 | I | 0.18 | 0.15 | 0.67 | 0.21 | 0.42 | 0.37 | 31.81 | I |
107 | I | 0.48 | 0.39 | 0.13 | 0.37 | 0.45 | 0.18 | 5.36 | I |
108 | I | 0.88 | 0.02 | 0.10 | 0.63 | 0.17 | 0.19 | 41.65 | I |
109 | I | 0.48 | 0.11 | 0.41 | 0.43 | 0.06 | 0.51 | 8.52 | I |
110 | I | 0.55 | 0.07 | 0.38 | 0.74 | 0.11 | 0.15 | 10.22 | I |
111 | I | 0.64 | 0.19 | 0.17 | 0.61 | 0.17 | 0.21 | 23.99 | I |
113 | I | 0.24 | 0.22 | 0.53 | 0.48 | 0.30 | 0.22 | 14.25 | I |
114 | I | 0.43 | 0.37 | 0.20 | 0.53 | 0.19 | 0.27 | 23.70 | I |
115 | I | 0.47 | 0.29 | 0.23 | NI | NI | NI | 42.02 | I |
116 | I | 0.47 | 0.44 | 0.09 | 0.41 | 0.25 | 0.34 | 61.27 | I |
118 | I | 0.94 | 0.04 | 0.02 | 0.64 | 0.11 | 0.25 | 10.07 | I |
119 | I | 0.41 | 0.26 | 0.33 | 0.73 | 0.18 | 0.09 | 25.78 | I |
120 | I | 0.33 | 0.21 | 0.43 | 0.22 | 0.37 | 0.41 | 21.69 | I |
123 | I | 0.57 | 0.21 | 0.22 | 0.63 | 0.15 | 0.22 | 12.14 | I |
124 | I | 0.45 | 0.41 | 0.14 | 0.41 | 0.48 | 0.11 | 13.86 | I |
25 | II | 0.01 | 0.70 | 0.29 | 0.42 | 0.15 | 0.43 | 35.20 | II |
32 | II | 0.00 | 0.71 | 0.29 | 0.14 | 0.18 | 0.68 | 20.90 | II |
34 | II | 0.00 | 0.20 | 0.80 | 0.00 | 0.71 | 0.29 | 22.90 | II |
35 | II | 0.11 | 0.82 | 0.08 | 0.00 | 0.98 | 0.02 | 17.80 | II |
38 | II | 0.01 | 0.28 | 0.71 | 0.01 | 0.63 | 0.36 | 10.60 | II |
41 | II | 0.02 | 0.75 | 0.23 | 0.03 | 0.44 | 0.53 | 4.00 | II |
42 | II | 0.01 | 0.89 | 0.10 | NI | NI | NI | 13.40 | II |
46 | II | 0.00 | 0.68 | 0.32 | 0.01 | 0.16 | 0.83 | 21.30 | II |
50 | II | 0.01 | 0.69 | 0.31 | 0.00 | 0.03 | 0.97 | 9.50 | II |
52 | II | 0.00 | 0.56 | 0.44 | 0.08 | 0.62 | 0.30 | 5.00 | II |
54 | II | 0.04 | 0.71 | 0.25 | 0.00 | 0.89 | 0.11 | 4.60 | II |
125 | II | 0.02 | 0.83 | 0.15 | 0.05 | 0.35 | 0.60 | 6.20 | II |
126 | II | 0.38 | 0.33 | 0.29 | 0.10 | 0.81 | 0.09 | 19.99 | I |
127 | II | 0.16 | 0.57 | 0.27 | 0.11 | 0.49 | 0.40 | 23.90 | II |
128 | II | 0.04 | 0.87 | 0.09 | 0.15 | 0.56 | 0.29 | 39.23 | II |
129 | II | 0.16 | 0.51 | 0.33 | 0.30 | 0.57 | 0.13 | 42.34 | II |
130 | II | 0.02 | 0.85 | 0.13 | 0.13 | 0.39 | 0.48 | 7.70 | II |
131 | II | 0.03 | 0.69 | 0.28 | 0.06 | 0.53 | 0.41 | 7.96 | II |
132 | II | 0.08 | 0.61 | 0.31 | 0.10 | 0.66 | 0.25 | 4.21 | II |
133 | II | 0.04 | 0.55 | 0.41 | 0.05 | 0.52 | 0.43 | 17.26 | II |
134 | II | 0.22 | 0.63 | 0.15 | 0.24 | 0.62 | 0.14 | 6.95 | II |
135 | II | 0.21 | 0.61 | 0.18 | 0.44 | 0.35 | 0.21 | 12.94 | II |
136 | II | 0.09 | 0.56 | 0.35 | 0.09 | 0.56 | 0.34 | 15.91 | II |
137 | II | 0.02 | 0.52 | 0.46 | 0.19 | 0.52 | 0.29 | 21.87 | II |
138 | II | 0.04 | 0.50 | 0.46 | 0.07 | 0.46 | 0.47 | 3.48 | II |
139 | II | 0.00 | 0.47 | 0.53 | 0.02 | 0.75 | 0.24 | 19.06 | II |
141 | II | 0.06 | 0.58 | 0.37 | 0.11 | 0.31 | 0.58 | 5.51 | II |
142 | II | 0.12 | 0.79 | 0.09 | 0.08 | 0.39 | 0.53 | 40.96 | II |
58 | III | 0.13 | 0.47 | 0.40 | 0.61 | 0.16 | 0.23 | 25.80 | II |
61 | III | 0.00 | 0.00 | 1.00 | 0.03 | 0.03 | 0.94 | 8.60 | III |
65 | III | 0.47 | 0.00 | 0.53 | 0.14 | 0.04 | 0.83 | 18.80 | III |
66 | III | 0.01 | 0.00 | 0.99 | 0.01 | 0.01 | 0.98 | 9.10 | III |
71 | III | 0.02 | 0.35 | 0.43 | 0.11 | 0.87 | 0.02 | 13.60 | II |
77 | III | 0.19 | 0.03 | 0.78 | 0.02 | 0.03 | 0.98 | 8.20 | III |
78 | III | 0.00 | 0.12 | 0.88 | 0.02 | 0.64 | 0.34 | 5.70 | III |
82 | III | 0.11 | 0.12 | 0.77 | 0.00 | 0.78 | 0.22 | 7.00 | III |
84 | III | 0.06 | 0.27 | 0.67 | 0.00 | 0.37 | 0.63 | 3.70 | III |
86 | III | 0.00 | 0.31 | 0.68 | 0.00 | 0.04 | 0.96 | 26.70 | II |
88 | III | 0.02 | 0.90 | 0.07 | 0.01 | 0.91 | 0.08 | 7.50 | II |
90 | III | 0.01 | 0.07 | 0.92 | 0.00 | 0.65 | 0.35 | 2.70 | III |
91 | III | 0.00 | 0.04 | 0.96 | 0.01 | 0.60 | 0.40 | 6.20 | III |
92 | III | 0.16 | 0.20 | 0.64 | 0.00 | 0.76 | 0.24 | 12.00 | II |
95 | III | 0.00 | 0.08 | 0.92 | 0.01 | 0.59 | 0.49 | 14.40 | III |
97 | III | 0.00 | 0.06 | 0.94 | 0.03 | 0.60 | 0.37 | 3.90 | III |
102 | III | 0.00 | 0.27 | 0.73 | 0.01 | 0.02 | 0.97 | 6.60 | III |
143 | III | 0.25 | 0.33 | 0.41 | 0.44 | 0.13 | 0.43 | 11.21 | II |
144 | III | 0.04 | 0.18 | 0.78 | 0.11 | 0.32 | 0.56 | 8.44 | III |
145 | III | 0.04 | 0.29 | 0.67 | 0.04 | 0.45 | 0.50 | 10.02 | III |
146 | III | 0.02 | 0.47 | 0.51 | 0.11 | 0.37 | 0.52 | 7.48 | III |
147 | III | 0.01 | 0.63 | 0.36 | 0.06 | 0.47 | 0.47 | 6.05 | II |
148 | III | 0.02 | 0.28 | 0.70 | 0.09 | 0.19 | 0.35 | 13.92 | III |
149 | III | 0.09 | 0.21 | 0.71 | 0.16 | 0.24 | 0.49 | 13.05 | III |
150 | III | 0.04 | 0.03 | 0.93 | 0.25 | 0.20 | 0.55 | 7.26 | III |
151 | III | 0.08 | 0.22 | 0.69 | 0.13 | 0.32 | 0.55 | 5.70 | III |
153 | III | 0.07 | 0.26 | 0.66 | 0.06 | 0.34 | 0.60 | 14.54 | III |
154 | III | 0.19 | 0.27 | 0.54 | 0.14 | 0.37 | 0.48 | 4.56 | III |
155 | III | 0.07 | 0.09 | 0.83 | 0.08 | 0.30 | 0.61 | 19.68 | III |
158 | III | 0.01 | 0.38 | 0.61 | 0.21 | 0.23 | 0.56 | 8.43 | III |
160 | III | 0.27 | 0.15 | 0.58 | 0.37 | 0.10 | 0.52 | 5.69 | III |
161 | III | 0.04 | 0.23 | 0.73 | 0.12 | 0.19 | 0.69 | 7.67 | III |
162 | III | 0.01 | 0.27 | 0.72 | 0.01 | 0.35 | 0.64 | 1.46 | III |
163 | III | 0.20 | 0.24 | 0.56 | 0.03 | 0.33 | 0.63 | 12.86 | III |
164 | III | 0.02 | 0.19 | 0.79 | 0.18 | 0.26 | 0.56 | 5.51 | III |
165 | III | 0.01 | 0.05 | 0.94 | 0.03 | 0.25 | 0.72 | 11.14 | III |
166 | III | 0.02 | 0.50 | 0.49 | 0.05 | 0.28 | 0.66 | 19.47 | II |
168 | III | 0.19 | 0.02 | 0.78 | 0.64 | 0.07 | 0.30 | 19.85 | III |
NI no information.