Predicting Metabolic Syndrome Using the Random Forest Method
Table 1
Comparison of clinical and biochemical parameters between MS and non-MS groups.
MS
Non-MS
value
Case number
1,338 (23.70)
4,308 (76.30)
—
Male
696 (34.32)
1,332 (65.68)
—
Female
642 (17.74)
2,976 (82.26)
—
Age (year)
46.99 ± 9.54
40.35 ± 10.41
<0.001
WC (cm)
92.08 ± 9.06
78.52 ± 9.23
<0.001
BMI (kg/m2)
27.56 ± 4.21
22.66 ± 3.49
<0.001
SBP (mmHg)
133.28 ± 12.50
119.81 ± 12.62
<0.001
DBP (mmHg)
85.15 ± 9.30
77.47 ± 9.06
<0.001
FPG (mg/dL)
108.35 ± 33.83
90.42 ± 12.73
<0.001
CHOL (mg/dL)
216.63 ± 39.32
205.01 ± 36.00
<0.001
TG (mg/dL)
196.62 ± 90.71
100.36 ± 48.24
<0.001
LDL-C (mg/dL)
131.21 ± 46.98
121.23 ± 32.68
<0.001
HDL-C (mg/dL)
48.07 ± 11.19
63.78 ± 14.48
<0.001
WBC (×109/L)
7.26 ± 1.77
6.46 ± 1.56
<0.001
Hb (g/dL)
14.28 ± 1.55
13.60 ± 1.47
<0.001
Hct (%)
41.97 ± 4.19
39.92 ± 3.98
<0.001
PLT (×109/L)
274.38 ± 66.21
261.71 ± 60.70
<0.001
Smoking
0.105 ± 0.307
0.057 ± 0.232
<0.001
Alcohol
0.372 ± 0.484
0.296 ± 0.457
<0.001
Data were expressed as the mean ± SD or as percentages. MS: metabolic syndrome, non-MS: nonmetabolic syndrome, WC: waist circumference, BMI: body mass index, SBP: systolic blood pressure, DBP: diastolic blood pressure, FPG: fasting plasma glucose, CHOL: total cholesterol, TG: triglyceride, LDL-C: low-density lipoprotein cholesterol, HDL-C: high-density lipoprotein cholesterol, WBC: white blood cells, Hb: hemoglobin, Hct: hematocrit, and PLT: platelet. Smoking and alcohol refer to individuals who smoke cigarettes and consume alcohol.
