Research Article
Computational Classification and Diagnosis of Alcoholic Liver Diseases Using General Regression Neural Network
Table 1
The seven indicators of liver function tests and clinical diagnosis.
| Case number | Liver function tests | Diagnosis | GGT | ALT | AST | AST/ALT | TBA | ALP | TBIL | | | | | | | | | | |
| 1 | 1081.1 | 44.6 | 86.3 | 1.94 | 52.1 | 81.3 | 71.4 | 1 | 0 | 0 | 2 | 605.3 | 36.4 | 115.5 | 3.17 | 101.8 | 120.8 | 81.3 | 0 | 1 | 0 | 3 | 76 | 20.1 | 30.3 | 1.51 | 32.2 | 103.5 | 21.2 | 0 | 1 | 0 | 4 | 111.9 | 33.8 | 92 | 2.72 | 126.5 | 128.5 | 377 | 1 | 0 | 0 | 5 | 60.4 | 22.5 | 41.5 | 1.84 | 105 | 116.4 | 89.8 | 1 | 0 | 0 | 6 | 95.7 | 51.1 | 68.5 | 1.34 | 31.1 | 77.2 | 46.3 | 1 | 0 | 0 | 7 | 262.4 | 61.5 | 187.2 | 3.04 | 151.8 | 456 | 1234.2 | 1 | 0 | 0 | 8 | 1016 | 52.9 | 79.3 | 1.5 | 206.7 | 298.6 | 53.5 | 0 | 1 | 0 | 9 | 890 | 48.5 | 131.7 | 2.72 | 24.6 | 640 | 90 | 0 | 1 | 0 | 10 | 175.6 | 88.3 | 96.9 | 28.9 | 132.9 | 171.8 | 202.2 | 0 | 1 | 0 | 11 | 121.9 | 42.3 | 48 | 1.13 | 14.8 | 114.4 | 114.4 | 0 | 1 | 0 | 12 | 166.6 | 15.3 | 31.2 | 2.04 | 3.4 | 144.7 | 57.5 | 0 | 1 | 0 | 13 | 157.5 | 14.5 | 30 | 2.07 | 1.3 | 133.3 | 43 | 0 | 1 | 0 | 14 | 57.9 | 39.3 | 20.8 | 0.53 | 1 | 68.3 | 8.7 | 0 | 0 | 1 | 15 | 457.4 | 26.7 | 251 | 9.4 | 52.5 | 205.8 | 20.4 | 1 | 0 | 0 | 16 | 349.9 | 17.9 | 123.8 | 6.92 | 17.6 | 178.6 | 16.2 | 1 | 0 | 0 | 17 | 322.8 | 14.2 | 71.3 | 5.02 | 33.1 | 236.2 | 23.7 | 1 | 0 | 0 | 18 | 248.6 | 8.5 | 46.8 | 5.51 | 69.9 | 311.8 | 13.2 | 1 | 0 | 0 | 19 | 297.1 | 49.3 | 73.4 | 1.49 | 33.8 | 137.3 | 56 | 1 | 0 | 0 | 20 | 57.3 | 39.4 | 59.7 | 1.52 | 3 | 79.3 | 48.9 | 1 | 0 | 0 | 21 | 70 | 113.4 | 140 | 1.23 | 36.6 | 118.8 | 40 | 1 | 0 | 0 | 22 | 653.6 | 28.7 | 58 | 2.02 | 34.5 | 160.7 | 33.4 | 1 | 0 | 0 | 23 | 451.6 | 31.7 | 57.8 | 1.82 | 9 | 191.2 | 34.4 | 1 | 0 | 0 | 24 | 151.1 | 37.3 | 83.3 | 2.23 | 1498 | 75.6 | 103.8 | 0 | 0 | 1 | 25 | 140.4 | 47.7 | 52.5 | 1.1 | 1.6 | 74.2 | 40.1 | 0 | 1 | 0 | 26 | 79.4 | 43.7 | 28.4 | 0.65 | 0.8 | 110.7 | 12.4 | 0 | 1 | 0 | 27 | 28.4 | 28.2 | 27.8 | 0.99 | 1.2 | 45.6 | 9.2 | 0 | 1 | 0 | 28 | 104.2 | 25.7 | 44 | 1.71 | 33.4 | 110.3 | 9.7 | 1 | 0 | 0 | 29 | 314.9 | 226.3 | 858.1 | 3.79 | 77.9 | 64.6 | 445 | 1 | 0 | 0 | 30 | 268 | 3.8 | 46.3 | 12.18 | 113.1 | 206.1 | 743.5 | 1 | 0 | 0 | 31 | 72.8 | 69.8 | 0.96 | 5.1 | 3.8 | 187.8 | 176.4 | 0 | 0 | 1 | 32 | 39.6 | 50.5 | 1.28 | 28.1 | 45.1 | 273 | 101.8 | 1 | 0 | 0 | 33 | 90.9 | 24.5 | 49 | 2 | 77.2 | 199.5 | 55.5 | 1 | 0 | 0 | 34 | 78.9 | 23.1 | 47 | 2.03 | 89.7 | 111 | 76.2 | 1 | 0 | 0 | 35 | 69.2 | 20.6 | 42.1 | 2.04 | 104 | 159.5 | 57.4 | 1 | 0 | 0 | 36 | 20.6 | 28.9 | 48.6 | 1.68 | 5.8 | 78.5 | 70.4 | 1 | 0 | 0 | 37 | 26.7 | 36.5 | 60 | 1.64 | 38.7 | 86.9 | 57.4 | 1 | 0 | 0 | 38 | 214.3 | 33.9 | 102.9 | 3.04 | 106.3 | 261.6 | 728.1 | 1 | 0 | 0 | 39 | 200.5 | 21.1 | 64.3 | 3.05 | 121.9 | 217.9 | 273.7 | 1 | 0 | 0 | 40 | 127.4 | 20.7 | 66.6 | 3.22 | 164.3 | 232.6 | 128.7 | 1 | 0 | 0 | 41 | 335.6 | 188.6 | 206.8 | 1.1 | 242.1 | 166.1 | 527.9 | 0 | 0 | 1 | 42 | 323.6 | 29.8 | 61.9 | 2.08 | 166.8 | 341.2 | 108.9 | 0 | 0 | 1 | 43 | 257.1 | 1224.6 | 574.8 | 0.47 | 269.5 | 28.3 | 118.1 | 0 | 0 | 1 | 44 | 2406.6 | 145.3 | 303.2 | 2.09 | 15.1 | 157.3 | 25.9 | 0 | 0 | 1 | 45 | 2319 | 192.8 | 342.3 | 1.78 | 42.3 | 210.3 | 33.8 | 0 | 0 | 1 | 46 | 1831.2 | 192 | 215.7 | 1.12 | 76.9 | 181.8 | 20.9 | 0 | 0 | 1 | 47 | 1804.2 | 202.7 | 204 | 1.01 | 59.9 | 204.1 | 16.3 | 0 | 0 | 1 | 48 | 901.9 | 72.4 | 69.6 | 0.96 | 16.5 | 171.7 | 11 | 0 | 0 | 1 | 49 | 50.7 | 13.2 | 15.8 | 1.2 | 9.6 | 41.7 | 18 | 0 | 0 | 1 | 50 | 32.9 | 11.7 | 15.8 | 1.35 | 5.7 | 35.8 | 13.9 | 0 | 0 | 1 | 51 | 35 | 41.2 | 48.5 | 1.18 | 2.6 | 31.2 | 22.1 | 0 | 0 | 1 | 52 | 41.4 | 26.6 | 50 | 1.88 | 51.4 | 122.6 | 19.9 | 1 | 0 | 0 | 53 | 15.8 | 22 | 38.6 | 1.75 | 3.4 | 124 | 16.8 | 0 | 0 | 1 | 54 | 44.1 | 30 | 57.3 | 1.74 | 163.9 | 185.8 | 52.3 | 1 | 0 | 0 | 55 | 88.2 | 21.3 | 17.7 | 0.83 | 3.9 | 81.1 | 20.5 | 1 | 0 | 0 | 56 | 102.3 | 22.6 | 21.4 | 0.95 | 5.1 | 121.8 | 18.5 | 1 | 0 | 0 | 57 | 1419.2 | 22.3 | 56.9 | 2.53 | 59.6 | 232.4 | 45.4 | 0 | 0 | 1 | 58 | 731.7 | 23.7 | 53.5 | 2.26 | 54.6 | 123.9 | 26.6 | 0 | 0 | 1 | 59 | 1038.6 | 52.9 | 100.2 | 1.89 | 59.6 | 179.3 | 41 | 1 | 0 | 0 | 60 | 196 | 90 | 69.6 | 0.77 | 1 | 57.6 | 16.2 | 0 | 0 | 1 | 61 | 146.6 | 45 | 34.8 | 0.77 | 2.1 | 52.6 | 13.5 | 0 | 0 | 1 | 62 | 40.5 | 13.7 | 14.9 | 1.09 | 3.5 | 65.6 | 11.7 | 0 | 0 | 1 | 63 | 56.4 | 48.2 | 29.2 | 0.61 | 23 | 84.4 | 5.3 | 0 | 0 | 1 | 64 | 100.6 | 19.3 | 21.1 | 1.09 | 35.5 | 111.4 | 84.1 | 0 | 0 | 1 | 65 | 98.6 | 20 | 92.9 | 4.65 | 139.5 | 93.7 | 331 | 0 | 1 | 0 | 66 | 213.6 | 21 | 102 | 4.65 | 123 | 162 | 187 | 0 | 1 | 0 | 67 | 767.2 | 24.7 | 75.8 | 3.07 | 16.6 | 89.7 | 15.4 | 1 | 0 | 0 | 68 | 641.1 | 32.5 | 84.2 | 2.59 | 38.4 | 117.5 | 13.1 | 1 | 0 | 0 | 69 | 230.1 | 29.2 | 32.8 | 1.12 | 40.7 | 101 | 14.3 | 1 | 0 | 0 | 70 | 224.6 | 17.4 | 45.9 | 2.64 | 23.8 | 104.7 | 28.1 | 1 | 0 | 0 | 71 | 526.9 | 43.9 | 23.5 | 0.54 | 3.4 | 5.9 | 19.4 | 0 | 0 | 1 | 72 | 782.6 | 41.1 | 143.3 | 3.49 | 49.8 | 179.5 | 42.3 | 0 | 0 | 1 | 73 | 336 | 75 | 95 | 1.27 | 76.7 | 128 | 49.74 | 1 | 0 | 0 | 74 | 34 | 19 | 41 | 2.16 | 25.7 | 86 | 21.4 | 1 | 0 | 0 | 75 | 31 | 40 | 75 | 1.88 | 28.3 | 121 | 36.09 | 1 | 0 | 0 | 76 | 56 | 18 | 39 | 2.17 | 27.5 | 39 | 24.31 | 1 | 0 | 0 | 77 | 88 | 46 | 79 | 1.72 | 16.9 | 65 | 37.47 | 1 | 0 | 0 | 78 | 923 | 28 | 156 | 5.57 | 60.2 | 286 | 67.95 | 1 | 0 | 0 | 79 | 36 | 18 | 28 | 1.56 | 9.2 | 72 | 27.24 | 1 | 0 | 0 | 80 | 46 | 32 | 32 | 2.9 | 11.9 | 92 | 15.71 | 1 | 0 | 0 | 81 | 331 | 36 | 40 | 0.91 | 26.4 | 165 | 26.11 | 1 | 0 | 0 | 82 | 35 | 45 | 76 | 1.98 | 26.3 | 123 | 31.09 | 1 | 0 | 0 | 83 | 115 | 62 | 114 | 1.84 | 29.9 | 61 | 33.37 | 1 | 0 | 0 | 84 | 43 | 25 | 30 | 1.2 | 14.2 | 69 | 2.1 | 1 | 0 | 0 | 85 | 27 | 7 | 20 | 2.86 | 12.4 | 33 | 19.9 | 1 | 0 | 0 | 86 | 42 | 26 | 31 | 1.19 | 14.8 | 83 | 15.16 | 1 | 0 | 0 | 87 | 140 | 16 | 23 | 1.44 | 35.1 | 64 | 32.22 | 1 | 0 | 0 | 88 | 47 | 31 | 29 | 0.94 | 12.9 | 93 | 14.71 | 1 | 0 | 0 | 89 | 335 | 74 | 94 | 1.57 | 74.7 | 118 | 44.74 | 0 | 0 | 1 | 90 | 24 | 28 | 29 | 2.72 | 13.5 | 91 | 23.36 | 0 | 0 | 1 | 91 | 58 | 25 | 37 | 2.57 | 26.5 | 99 | 23.31 | 0 | 0 | 1 | 92 | 46 | 58 | 31 | 0.53 | 14.2 | 117 | 33.6 | 0 | 0 | 1 | 93 | 59 | 48 | 40 | 0.83 | 13.9 | 106 | 27.6 | 0 | 0 | 1 | 94 | 63 | 8 | 22 | 2.75 | 7.7 | 95 | 25.53 | 0 | 0 | 1 | 95 | 38 | 37 | 79 | 1.13 | 18.4 | 109 | 69.67 | 0 | 1 | 0 | 96 | 46 | 36 | 31 | 0.84 | 12.5 | 123 | 15.71 | 0 | 1 | 0 | 97 | 39 | 22 | 27 | 1.59 | 11.2 | 91 | 17.24 | 0 | 1 | 0 | 98 | 36 | 38 | 81 | 2.13 | 16.4 | 108 | 67.67 | 0 | 1 | 0 | 99 | 12 | 11 | 1 | 0.09 | 16.3 | 58 | 14.2 | 0 | 1 | 0 | 100 | 682 | 24 | 72 | 3 | 65.4 | 135 | 43.49 | 0 | 1 | 0 | 101 | 14 | 23 | 28 | 1.22 | 13 | 99 | 19.26 | 0 | 1 | 0 | 102 | 417 | 26 | 81 | 3.1 | 55.6 | 127 | 39.26 | 0 | 1 | 0 | 103 | 85 | 28 | 27 | 0.96 | 27.83 | 19.4 | 41.73 | 0 | 1 | 0 | 104 | 392 | 24 | 75 | 3.13 | 54.6 | 137 | 40.26 | 0 | 1 | 0 | 105 | 432 | 62 | 119 | 1.92 | 28.8 | 83 | 47.58 | 1 | 0 | 0 | 106 | 22 | 28 | 54 | 1.93 | 44.3 | 187 | 35.58 | 1 | 0 | 0 | 107 | 62 | 56 | 29 | 0.52 | 8.4 | 99 | 31.11 | 0 | 0 | 1 | 108 | 301 | 37 | 41 | 1.11 | 27.4 | 175 | 25.11 | 0 | 0 | 1 | 109 | 391 | 58 | 60 | 1.03 | 18.1 | 93 | 67.46 | 0 | 1 | 0 | 110 | 662 | 21 | 74 | 3.01 | 66.4 | 134 | 33.49 | 0 | 1 | 0 | 111 | 97.3 | 42.5 | 112.4 | 2.64 | 78.6 | 99 | 64.1 | 1 | 0 | 0 | 112 | 328.6 | 40.3 | 163.3 | 4.03 | 67.1 | 103.8 | 146.9 | 0 | 1 | 0 | 113 | 42.6 | 38.1 | 49.2 | 1.29 | 18.7 | 84.2 | 79.8 | 1 | 0 | 0 | 114 | 16.9 | 28 | 1.66 | 12.3 | 37.6 | 146.5 | 68 | 1 | 0 | 0 | 115 | 70.1 | 130.3 | 1.86 | 29.6 | 8.3 | 487.5 | 165 | 1 | 0 | 0 | 116 | 12.5 | 24.1 | 1.93 | 35.5 | 1.9 | 140.6 | 127.6 | 0 | 1 | 0 | 117 | 11.1 | 21.6 | 1.95 | 26.7 | 5.7 | 127.6 | 131.2 | 0 | 1 | 0 | 118 | 14.3 | 25.4 | 1.78 | 33.1 | 7.5 | 155.5 | 164.9 | 0 | 1 | 0 | 119 | 14.3 | 25.4 | 1.78 | 33.1 | 7.5 | 155.5 | 164.9 | 0 | 1 | 0 | 120 | 1972 | 81 | 173 | 2.14 | 34.3 | 226 | 40.4 | 0 | 0 | 1 | 121 | 514 | 342 | 550 | 1.61 | 37.5 | 368 | 57.46 | 0 | 0 | 1 |
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Note: samples need diagnosis.
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