Skip to main content

Table 1 Baseline characteristics of adult participants of the Tehran Lipid and Glucose Study in phase 3

From: Diabetes mellitus risk prediction in the presence of class imbalance using flexible machine learning methods

Categorical variables

Diabetic individuals

Non-diabetic individuals

Total population

Number (%)

Number (%)

Number (%)

Sex

Women

522 (56.3)

2690 (57,4)

3212 (57.2)

Men

405 (43.7)

1996 (42.6)

2401 (42.8)

Marital status

Single

47 (5.1)

788 (16.8)

835 (14.9)

Married

819 (88.3)

3707 (79.1)

4526 (80.7)

Divorced

8 (0.9)

60 (1.3)

68 (1.2)

Widowed

53 (5.7)

129 (2.8)

182 (3.2)

Education

High (> 12 years)

135 (14.8)

1034 (22.4)

1169 (21.1)

Moderate (6–12 years)

478 (52.35)

2756 (59.7)

3234 (58.4)

Low (< 6 years)

300 (32.85)

830 (18)

1130 (20.4)

Smoking status

Never or in the past

809 (88.8)

4137 (89.6)

4946 (89.5)

Current

102 (11.2)

480 (10.4)

582 (10.5)

Exposed to second-hand smoke at home or work

No

688 (84.7)

3357 (81.1)

4045 (81.7)

Yes

124 (15.3)

783 (18.9)

907 (18.3)

Physical activity

Low

331 (36.7)

1647 (36.1)

1978 (36.2)

High

570 (63.7)

2918 (63.9)

3488 (63.8)

Family history of diabetes

No

351 (45.3)

2001 (57.4)

2352 (55.2)

Yes

424 (54.7)

1484 (42.6)

1908 (44.8)

Use of lipid-lowering drug

No

884 (95.4)

4584 (97.8)

5648 (97.4)

Yes

43 (4.6)

102 (2.2)

145 (2.6)

Use of antihypertensive drug

No

878 (94.7)

4595 (98.1)

5473 (97.5)

Yes

49 (5.3)

91 (1.9)

140 (2.5)

Family history of CVD

No

457 (66.6)

2371 (72.4)

2828 (71.4)

Yes

229 (33.4)

902 (27.6)

1131 (28.6)

Continuous variables

Mean ± SD

Mean ± SD

Mean ± SD

Age (years)

49.56 ± 13.58

40.60 ± 12.89

42.09 ± 13.42

Height (cm)

161.35 ± 9.46

163.34 ± 9.53

163.01 ± 9.54

Weight (kg)

78.13 ± 13.75

71.55 ± 13.19

72.64 ± 13.51

Waist (cm)

97.71 ± 11.36

88.79 ± 12.22

90.27 ± 12.53

BMI (kg/m2)

30.04 ± 4.95

26.80 ± 4.37

27.33 ± 4.63

Waist-hip ratio

0.94 ± 0.083

0.88 ± 0.094

0.89 ± 0.094

Systolic blood pressure (mm HG)

120.90 ± 18.24

110.61 ± 15.26

112.31 ± 16.25

Diastolic blood pressure (mm HG)

77.10 ± 10.42

72.23 ± 9.94

73.04 ± 10.18

Fasting plasma glucose (mg/dL)

97.80 ± 10.61

87.10 ± 7.47

88.87 ± 8.99

Two-hour postprandial plasma glucose (mg/dL)

127.64 ± 33.18

96.42 ± 23.18

101.58 ± 27.65

High-density lipoprotein (mg/dL)

39.69 ± 8.97

42.43 ± 10.43

41.98 ± 10.25

Triglyceride (mg/dL)

185.19 ± 101.01

140.42 ± 82.24

147.82 ± 87.22

Low-density lipoprotein (mg/dL)

126.33 ± 31.87

114.91 ± 30.88

116.80 ± 31.33

Creatinine (mg/dL)

1.06 ± 0.17

1.03 ± 0.16

1.04 ± 0.164

Cholesterol (mg/dL)

200.64 ± 39.51

185.72 ± 37.90

188.18 ± 38.56

  1. CVD cardiovascular disease, BMI body mass index