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Table 3 Biochemical characteristics of study participants

From: Prediction of metabolic syndrome using machine learning approaches based on genetic and nutritional factors: a 14-year prospective-based cohort study

 

Total

Normal

New-onset of metabolic syndrome

p-value

n

5,440

3,320

2,120

 

Fasting plasma glucose (mg/dL)

(n = 5,376)

82.00 (77.00–87.00)

81.00 (76.00–86.00)

83.00 (78.00-89.75)

< 0.001

Plasma glucose concentration

at 1 h (mg/dL) (n = 5,303)

137.00 (111.00-169.00)

133.00 (107.00-161.00)

146.00 (117.00-178.00)

< 0.001

Plasma glucose concentration

at 2 h (mg/dL) (n = 5,308)

111.00 (92.00-133.00)

109.00 (91.00-129.00)

115.00 (96.00-141.00)

< 0.001

Albumin (g/dL) (n = 5,438)

4.20 (4.00-4.40)

4.20 (4.00-4.40)

4.10 (4.00-4.40)

0.045

BUN (mg/dL) (n = 5,439)

14.00 (11.80–16.50)

13.80 (11.70–16.20)

14.40 (12.10–16.90)

< 0.001

Creatinine (mg/dL) (n = 5,439)

0.80 (0.70-1.00)

0.80 (0.70-1.00)

0.80 (0.70-1.00)

0.573

AST (IU/L) (n = 5,439)

26.00 (23.00–31.00)

26.00 (22.00–31.00)

26.00 (23.00–32.00)

0.007

ALT (IU/L) (n = 5,438)

21.00 (17.00–29.00)

20.00 (16.00–28.00)

24.00 (18.00–32.00)

< 0.001

r-GTP (IU/L) (n = 5,439)

17.00 (12.00–32.00)

16.00 (11.00–28.00)

19.00 (12.00–38.00)

< 0.001

Total cholesterol (mg/dL)

(n = 5,439)

187.00 (165.00-211.00)

185.00 (163.00-209.00)

189.00 (167.00-215.00)

< 0.001

HDL-Cholesterol (mg/dL)

(n = 5,439)

45.00 (40.00–52.00)

47.00 (41.00–54.00)

44.00 (39.00–49.00)

< 0.001

Triglyceride (mg/dL) (n = 5,438)

119.00 (92.00-153.00)

111.00 (86.00-143.00)

133.00 (105.00-168.00)

< 0.001

Total protein (g/dL) (n = 5,439)

7.30 (7.00-7.60)

7.20 (7.00-7.60)

7.30 (7.00-7.60)

0.880

Total Bilirubin (mg/dL) (n = 5,439)

0.54 (0.40–0.74)

0.55 (0.41–0.75)

0.52 (0.39–0.72)

< 0.001

Calcium (mg/dL) (n = 5,439)

9.60 (9.30–9.90)

9.60 (9.30–9.90)

9.60 (9.30–9.90)

0.005

Sodium (mmol/L) (n = 5,439)

143.00 (141.00-144.00)

143.00 (141.00-144.00)

143.00 (141.00-144.00)

0.140

Potassium (mmol/L) (n = 5,439)

4.50 (4.20–4.70)

4.50 (4.20–4.70)

4.50 (4.20–4.70)

0.855

Chloride (mmol/L) (n = 5,439)

103.00 (102.00-105.00)

103.00 (102.00-105.00)

103.00 (102.00-105.00)

0.123

C-Reactive protein (mg/dL)

(n = 5,439)

0.13 (0.06–0.22)

0.11 (0.05–0.20)

0.15 (0.07–0.25)

< 0.001

White Blood Cell (103/µL)

(n = 5,439)

6.20 (5.20–7.40)

6.10 (5.10–7.30)

6.40 (5.30–7.60)

< 0.001

Red Blood Cell (106/µL)

(n = 5,439)

4.36 (4.06–4.72)

4.33 (4.04–4.69)

4.41 (4.11–4.76)

< 0.001

Hemoglobin (Hb) (g/dL)

(n = 5,439)

13.50 (12.50–14.70)

13.40 (12.40–14.60)

13.60 (12.60–14.80)

< 0.001

Hematocrit (Hct) (%) (n = 5,439)

40.90 (37.80–44.20)

40.60 (37.60–44.10)

41.20 (38.00-44.50)

< 0.001

HbA1C (%) (n = 5,439)

5.50 (5.30–5.80)

5.50 (5.30–5.70)

5.60 (5.40–5.90)

< 0.001

Platelet (103/µL) (n = 5,439)

258.00 (222.00-302.00)

255.00 (220.00-298.00)

263.00 (227.00-306.00)

< 0.001

Insulin

    

Fasting insulin (n = 5,376)

6.60 (5.00-8.90)

6.20 (4.80–8.20)

7.25 (5.40–9.70)

< 0.001

1 h postprandial serum insulin

(n = 5,304)

22.40 (10.40–40.20)

20.80 (9.50–37.20)

25.10 (12.10–45.30)

< 0.001

2 h postprandial serum insulin (n = 5,306)

19.40 (9.60–34.40)

18.10 (9.00-31.40)

21.95 (10.50–39.80)

< 0.001

Renin (ng/mL/hr) (n = 5,438)

1.94 (1.01–3.46)

2.06 (1.07–3.53)

1.77 (0.92–3.39)

< 0.001

  1. Categorical variables are represented as numbers (%), and continuous variables are presented as medians (interquartile ranges). The p-values were based on Fisher’s exact test for categorical variables and the Wilcoxon rank-sum test for continuous variables.