Leukemia can be Effectively Early Predicted in Routine Physical Examination with the Assistance of Machine Learning Models

Table 1

Statistical analysis of tested parameters in patients and healthy people.

	Parameter	Mean ± SD in healthy people	Mean ± SD in patients	of t-test	Unit	Reference value
1	WBC	6.36 ± 1.64	64.43 ± 104.56	1.75e − 65	10^9/L	3.5∼9.5
2	RBC	4.85 ± 0.51	2.83 ± 1.03	∼0	10^12/L	4.3∼5.8
3	HGB	148.40 ± 16.01	87.51 ± 29.43	∼0	g/L	130.0∼175.0
4	HCT	44.19 ± 4.18	26.70 ± 8.86	∼0	%	40.0∼50.0
5	MCV	91.34 ± 5.73	95.66 ± 9.22	2.98e − 43	fl	82.0∼100.0
6	MCH	30.66 ± 2.31	31.33 ± 3.31	2.59e − 9	pg	27.0∼34.0
7	MCHC	335.50 ± 10.80	327.56 ± 16.83	1.51e − 43	g/L	316.0∼354.0
8	PLT	215.94 ± 57.70	151.95 ± 299.73	4.98e − 12	10^9/L	85.0∼303.0
9	PDW	14.80 ± 3.03	13.56 ± 3.47	1.09e − 19	fl	10.0∼18.0
10	MPV	11.50 ± 1.20	10.88 ± 1.31	3.40e − 31	fl	7.6∼13.2
11	PCT	0.25 ± 0.05	0.20 ± 0.36	8.64e − 4	%	0.1∼0.5
12	NEUT%	57.10 ± 8.21	30.65 ± 25.04	5.09e − 157	%	40.0∼75.0
13	LYM%	33.24 ± 7.59	23.24 ± 23.90	1.42e − 34	%	20.0∼50.0
14	MONO%	6.61 ± 1.74	5.85 ± 9.92	1.98e − 2	%	3.0∼10.0
15	EO%	2.52 ± 2.15	1.02 ± 2.31	7.65e − 61	%	0.4∼8.0
16	BASO%	0.53 ± 0.30	1.10 ± 2.81	8.36e − 10	%	0∼1.0
17	NEUT#	3.67 ± 1.28	20.61 ± 43.18	2.12e − 30	10^9/L	1.8∼6.3
18	LYM#	2.07 ± 0.59	7.48 ± 25.86	3.78e − 10	10^9/L	1.1∼3.2
19	MONO#	0.42 ± 0.15	1.71 ± 4.42	1.06e − 17	10^9/L	0.1∼0.6
20	EO#	0.16 ± 0.15	0.84 ± 3.09	4.74e − 11	10^9/L	0.02∼0.52
21	BASO#	0.03 ± 0.02	1.25 ± 4.10	1.60e − 18	10^9/L	0∼0.06
22	RDW-CV	12.90 ± 1.02	16.53 ± 2.89	4.41e − 224	%	12.0∼16.0
23	P-LCR	37.00 ± 9.47	31.14 ± 10.37	1.40e − 44	%	10.0∼60.0
24	TP	75.47 ± 4.03	68.62 ± 8.77	4.75e − 105	g/L	63∼82
25	ALB	48.39 ± 2.95	38.97 ± 6.11	2.80e − 279	g/L	35.0∼50.0
26	TBIL	13.44 ± 5.19	12.96 ± 10.03	1.44e − 01	μmol/L	3.0∼22.0
27	ALT	24.55 ± 17.42	40.20 ± 64.34	3.14e − 14	U/L	21.0∼72.0
28	AST	23.35 ± 9.45	40.53 ± 63.63	2.11e − 17	U/L	17.0∼59.0
29	UA	340.79 ± 88.96	367.93 ± 162.09	1.87e − 7	μmol/L	208.0∼506.0
30	Cre	67.10 ± 15.83	77.96 ± 54.91	9.33e − 9	μmol/L	58.0∼110.0