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	𝑌1	𝑌2	𝑌3
	𝑋1	𝑋2	𝑋3	𝑋4	𝑋5	𝑋6	𝑋7
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

Note: ∗samples need diagnosis.