Table 1 Baseline characteristics of the study and extra-validation datasets.

From: Prediction model for cardiovascular disease in patients with diabetes using machine learning derived and validated in two independent Korean cohorts

 

Study dataset

Extra-validation dataset

Total

Control

Casea

Total

Control

Casea

Number, N

12,809

11,571

1238

2019

1966

32

Age

62.5 (12.05)

62.1 (12.15)

66.0 (10.46)

56.3 (11.94)

56.2 (11.92)

60.5 (12.11)

Male sex, N (%)

6530 (50.98)

5859 (50.64)

671 (54.20)

1094 (54.19)

1058 (53.81)

36 (67.92)

Body mass index, kg/m2

24.9 (3.75)

24.9 (3.74)

25.4 (3.78)

25.2 (3.62)

25.2 (3.64)

24.5 (3.11)

Systolic BP, mmHg

124.1 (14.30)

124.2 (14.24)

123.4 (14.82)

128.0 (13.36)

128.0 (13.27)

126.1 (16.30)

Diastolic BP, mmHg

75.7 (8.96)

75.8 (8.91)

74.3 (9.34)

76.4 (8.54)

76.4 (8.53)

75.7 (9.13)

Pulse rate, beats/min

75.6 (10.62)

75.9 (10.54)

73.6 (11.13)

79.9 (10.63)

79.9 (10.59)

78.7 (12.01)

HbA1c, %

6.9 (1.01)

6.9 (1.00)

6.9 (1.03)

7.2 (1.09)

7.2 (1.08)

7.5 (1.09)

Fasting blood glucose, mg/dL

151.3 (46.35)

151.6 (45.87)

148.9 (50.49)

146.7 (46.10)

146.5 (46.21)

155.9 (41.31)

Total cholesterol, mg/dL

160.7 (32.86)

160.7 (32.42)

160.4 (36.70)

166.2 (32.09)

165.9 (31.84)

175.0 (39.65)

Triglyceride, mg/dL

143.8 (69.12)

143.3 (68.51)

148.7 (74.47)

147.2 (66.68)

146.6 (66.35)

169.5 (75.41)

HDL cholesterol, mg/dL

47.4 (12.37)

47.6 (12.30)

45.5 (12.83)

46.4 (10.82)

46.5 (10.83)

42.7 (9.85)

LDL cholesterol, mg/dL

93.0 (26.84)

92.9 (26.48)

93.8 (29.93)

94.6 (29.56)

94.5 (29.47)

99.5 (32.63)

Creatinine, mg/dL

0.9 (0.45)

0.9 (0.44)

0.9 (0.47)

1.0 (0.54)

1.0 (0.53)

1.2 (0.78)

AST, U/L

26.7 (13.42)

26.7 (13.55)

26.9 (12.11)

24.5 (8.36)

24.5 (8.36)

24.7 (8.38)

ALT, U/L

24.0 (13.62)

23.9 (13.38)

25.1 (15.66)

25.5 (12.83)

25.4 (12.77)

27.0 (15.14)

GGT, U/L

39.5 (37.36)

39.2 (37.41)

41.9 (36.79)

37.3 (30.38)

37.2 (30.39)

42.1 (29.68)

ALP, U/L

79.8 (25.50)

80.1 (25.52)

77.0 (25.20)

165.8 (79.31)

166.2 (79.17)

152.2 (84.11)

Co-morbid conditions

 Hypertension

6995 (54.61)

6188 (53.48)

807 (65.19)

894 (44.28)

867 (44.10)

27 (50.94)

 Dyslipidemia

5435 (42.43)

4748 (41.03)

687 (55.49)

790 (39.13)

767 (39.01)

23 (43.40)

Macrovascular complications

 Cerebrovascular diseases

1317 (10.28)

1212 (10.47)

105 (8.48)

135 (6.69)

130 (6.61)

5 (9.43)

 Dementia

207 (1.62)

190 (1.64)

17 (1.37)

18 (0.89)

18 (0.92)

0 (0.00)

 Parkinson's disease

96 (0.75)

81 (0.70)

15 (1.21)

5 (0.25)

4 (0.20)

1 (1.89)

 Peripheral vascular disease

150 (1.17)

136 (1.18)

14 (1.13)

133 (6.59)

125 (6.36)

8 (15.09)

 Lower limb amputation

3 (0.02)

3 (0.03)

N/A

N/A

N/A

N/A

Microvascular complications

 Retinopathy

191 (1.49)

179 (1.55)

12 (0.97)

220 (10.90)

215 (10.94)

5 (9.43)

 Proliferative diabetic retinopathy

247 (1.93)

231 (2.00)

16 (1.29)

53 (2.63)

53 (2.70)

N/A

 Chronic kidney disease

356 (2.78)

319 (2.76)

37 (2.99)

263 (13.03)

252 (12.82)

11 (20.75)

 Neuropathy

706 (5.51)

661 (5.71)

45 (3.63)

283 (14.02)

270 (13.73)

N/A

Cancer

685 (5.35)

649 (5.61)

36 (2.91)

103 (5.10)

100 (5.09)

3 (5.66)

Medication use

Diabetes mellitus

 Metformin

4709 (36.76)

4263 (36.84)

446 (36.03)

734 (36.35)

719 (36.57)

15 (28.30)

 Sulfonylurea

2017 (15.75)

1848 (15.97)

169 (13.65)

172 (8.52)

168 (8.55)

4 (7.55)

 DPP-4 inhibitor

1713 (13.37)

1540 (13.31)

173 (13.97)

64 (3.17)

63 (3.20)

1 (1.89)

 Meglitinide

90 (0.70)

86 (0.74)

4 (0.32)

34 (1.68)

32 (1.63)

2 (3.77)

Thiazolidinedione

190 (1.48)

179 (1.55)

11 (0.89)

2 (0.10)

2 (0.10)

N/A

 α-Glucosidase inhibitor

105 (0.82)

103 (0.89)

2 (0.16)

28 (1.39)

28 (1.42)

N/A

 Insulin

2017 (15.75)

1848 (15.97)

169 (13.65)

N/A

N/A

N/A

 GLP-1 receptor agonist

3 (0.02)

3 (0.03)

N/A

N/A

N/A

N/A

 SGLT2 inhibitor

104 (0.81)

86 (0.74)

18 (1.45)

N/A

N/A

N/A

Hypertension

 Angiotensin II receptor blocker

3391 (26.47)

3036 (26.24)

355 (28.68)

92 (4.56)

88 (4.48)

4 (7.55)

 ACE inhibitor

137 (1.07)

118 (1.02)

19 (1.53)

19 (0.94)

18 (0.92)

1 (1.89)

 Calcium channel blocker

3299 (25.76)

2982 (25.77)

317 (25.61)

228 (11.29)

224 (11.39)

4 (7.55)

 Diuretics

1486 (11.60)

1348 (11.65)

138 (11.15)

41 (2.03)

39 (1.98)

2 (3.77)

 Beta blocker

1120 (8.74)

881 (7.61)

239 (19.31)

1 (0.05)

1 (0.05)

N/A

Dyslipidemia

 Statin

4504 (35.16)

3897 (33.68)

607 (49.03)

478 (23.68)

463 (23.55)

15 (28.30)

 Fibrate

111 (0.87)

105 (0.91)

6 (0.48)

52 (2.58)

50 (2.54)

2 (3.77)

 Ezetimibe

231 (1.80)

174 (1.50)

57 (4.60)

35 (1.73)

34 (1.73)

1 (1.89)

 Omega-3

173 (1.35)

153 (1.32)

20 (1.62)

18 (0.89)

18 (0.92)

N/A

 ETC dyslipidemiab

6 (0.05)

5 (0.04)

1 (0.08)

13 (0.64)

13 (0.66)

N/A

Antiplatelet

 Aspirin

1756 (13.71)

1564 (13.52)

192 (15.51)

288 (14.26)

279 (14.19)

9 (16.98)

 Clopidogrel

1382 (10.79)

1107 (9.57)

275 (22.21)

70 (3.47)

67 (3.41)

3 (5.66)

 Cilostazol

796 (6.21)

730 (6.31)

66 (5.33)

60 (2.97)

58 (2.95)

2 (3.77)

 Glycoprotein IIb/IIIa antagonist

19 (0.15)

19 (0.16)

N/A

N/A

N/A

N/A

 ETC antiplateletb

796 (6.21)

687 (5.94)

109 (8.80)

N/A

N/A

N/A

  1. Data are presented as mean (standard deviation) or N (%) unless indicated otherwise.
  2. BP blood pressure, HbA1c glycated hemoglobin, HDL high-density lipoprotein, LDL low-density lipoprotein, AST aspartate transaminase, ALT Alanine transaminase, GGT gamma-glutamyl transferase, ALP alkaline phosphatase, DPP-4 dipeptidyl peptidase-4, GLP-1 glucagon-like peptide-1, SGLT2 sodium glucose cotransporter 2, ACE angiotensin-converting-enzyme.
  3. aGroup of patients with newly developed cardiovascular disease within 3 years.
  4. bETC stands for "et cetera" and is used here to mean "other types of".