, Jin-Hyung Jung1
, Sang-Suk Choi2
, Seung-Hyun Ko3
, Korean Society of Cardio-cerebrovascular Disease Prevention 1Department of Statistics and Actuarial Science, Soongsil University, Seoul, Korea
2Division of Cardiology, Department of Internal Medicine, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
3Division of Endocrinology and Metabolism, Department of Internal Medicine, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
© 2025 Korean Society of Cardiovascular Disease Prevention; Korean Society of Cardiovascular Pharmacotherapy.
This is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Author contributions
Conceptualization: KH, SSC, SHK; Data curation: KH, JHJ, SSC; Formal analysis: JHJ; Investigation: JHJ, SSC; Methodology: KH, JHJ; Validation: KH; Writing–original draft: SHK; Writing–review & editing: all authors. All authors read and approved the final manuscript.
Conflicts of interest
Seung-Hyun Ko is an associate editor of this journal, but was not involved in the peer reviewer selection, evaluation, or decision process of this article. The authors have no other conflicts of interest to declare.
Funding
This study was supported by the Korean Society of Cardio-cerebrovascular Disease Prevention.
| Characteristic | Value |
|---|---|
| Age (yr) | 47.9±13.8 |
| Male sex | 2,562,919 (54.1) |
| Height (cm) | 164.2±9.2 |
| Weight (kg) | 64.3±11.9 |
| Body mass index (kg/m2) | 23.8±3.3 |
| Waist circumference (cm) | 80.2±9.3 |
| Smoking status | |
| Never smoker | 2,839,273 (59.9) |
| Former smoker | 734,786 (15.5) |
| Current smoker | 1,163,557 (24.6) |
| High risk of alcohol consumption | 373,520 (7.9) |
| Regular physical activity | 918,944 (19.4) |
| Type 2 diabetes mellitus | 453,413 (9.6) |
| Hypertension | 1,258,215 (26.6) |
| Dyslipidemia | 933,643 (19.7) |
| Chronic kidney disease | 171,960 (3.6) |
| Metabolic syndrome | 1,226,448 (25.9) |
| Obesity | 1,566,997 (33.1) |
| Abdominal obesity | 936,785 (19.8) |
| Systolic blood pressure (mmHg) | 121.8±14.8 |
| Diastolic blood pressure (mmHg) | 76.0±9.95 |
| Lab finding | |
| Fasting glucose (mg/dL) | 97.6±22.8 |
| Total cholesterol (mg/dL) | 194.8±36.5 |
| High-density lipoprotein cholesterol (mg/dL) | 55.6±17.5 |
| Low-density lipoprotein cholesterol (mg/dL) | 114.0±33.9 |
| Triglyceride (mg/dL) | 109 (108.9–109) |
| Characteristic | Cardiovascular disease | Myocardial infarction | Stroke | Cardiovascular death | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No | Yes | P-value | No | Yes | P-value | No | Yes | P-value | No | Yes | P-value | |
| Age (yr) | 47.3±13.5 | 61.3±13.0 | <0.001 | 47.7±13.7 | 58.8±13.2 | <0.001 | 47.6±13.6 | 62.5±12.1 | <0.001 | 47.7±13.7 | 68.9±12.4 | <0.001 |
| Male sex | 54.0 | 57.1 | <0.001 | 54.0 | 58.2 | <0.001 | 54.1 | 56.1 | <0.001 | 54.1 | 56.8 | <0.001 |
| Height (cm) | 164.3±9.2 | 161.0±9.5 | <0.001 | 164.2±9.2 | 161.9±9.5 | <0.001 | 164.2±9.2 | 160.6±9.3 | <0.001 | 164.2±9.2 | 158.8±10.1 | <0.001 |
| Weight (kg) | 64.4±12.0 | 62.9±11.5 | <0.001 | 64.3±12.0 | 63.9±11.7 | <0.001 | 64.3±12.0 | 62.6±11.1 | <0.001 | 64.3±12.0 | 60.0±11.9 | <0.001 |
| Body mass index (kg/m2) | 23.7±3.3 | 24.2±3.3 | <0.001 | 23.7±3.3 | 24.3±3.3 | <0.001 | 23.7±3.3 | 24.2±3.2 | <0.001 | 23.8±3.3 | 23.7±3.5 | <0.001 |
| Waist circumference (cm) | 80.1±9.3 | 83.1±8.8 | <0.001 | 80.1±9.3 | 83.1±8.8 | <0.001 | 80.1±9.3 | 83.2±8.7 | <0.001 | 80.2±9.3 | 83.1±9.2 | <0.001 |
| SBP (mmHg) | 121.5±14.6 | 128.2±16.2 | <0.001 | 121.7±14.7 | 126.9±15.8 | <0.001 | 121.7±14.7 | 128.9±16.3 | <0.001 | 121.8±14.7 | 131.0±17.2 | <0.001 |
| DBP (mmHg) | 75.9±9.9 | 78.5±10.5 | <0.001 | 76.0±9.9 | 78.1±10.3 | <0.001 | 76.0±9.9 | 78.8±10.5 | <0.001 | 76.0±9.9 | 79.0±10.9 | <0.001 |
| Type 2 diabetes mellitus | 8.9 | 23.4 | <0.001 | 9.32 | 21.9 | <0.001 | 9.22 | 24.8 | <0.001 | 9.4 | 28.6 | <0.001 |
| Hypertension | 25.3 | 54.0 | <0.001 | 26.1 | 48.9 | <0.001 | 25.9 | 56.8 | <0.001 | 26.2 | 68.4 | <0.001 |
| Dyslipidemia | 19.2 | 31.6 | <0.001 | 19.5 | 32.0 | <0.001 | 19.4 | 31.7 | <0.001 | 19.6 | 32.1 | <0.001 |
| Chronic kidney disease | 3.3 | 11.0 | <0.001 | 3.5 | 9.5 | <0.001 | 3.5 | 11.2 | <0.001 | 3.5 | 19.1 | <0.001 |
| Metabolic syndrome | 24.9 | 46.2 | <0.001 | 25.5 | 44.9 | <0.001 | 25.4 | 47.4 | <0.001 | 25.7 | 51.4 | <0.001 |
| Smoking | <0.001 | <0.001 | <0.001 | <0.001 | ||||||||
| Never smoker | 60.0 | 58.0 | 60.0 | 55.9 | 59.9 | 59.6 | 59.9 | 60.3 | ||||
| Former smoker | 15.4 | 16.9 | 15.5 | 16.9 | 15.5 | 17.0 | 15.5 | 16.6 | ||||
| Current smoker | 24.5 | 25.1 | 24.5 | 27.2 | 24.6 | 23.5 | 24.6 | 23.1 | ||||
| High risk of alcohol consumption | 7.9 | 7.7 | <0.001 | 7.9 | 7.7 | 0.023 | 7.7 | 7.8 | 0.216 | 7.9 | 6.6 | <0.001 |
| Regular physical activity | 19.4 | 18.9 | <0.001 | 19.4 | 19.2 | 0.091 | 19.4 | 19.3 | 0.262 | 19.4 | 16.0 | <0.001 |
| Obesity | 32.8 | 38.1 | <0.001 | 33.0 | 39.5 | <0.001 | 33.0 | 38.1 | <0.001 | 33.1 | 32.8 | <0.001 |
| Lab finding | ||||||||||||
| Fasting blood glucose (mg/dL) | 97.2±22.1 | 106.0±33.5 | <0.001 | 97.4±22.5 | 105.4±33.0 | <0.001 | 97.3±22.4 | 106.9±34.3 | <0.001 | 97.5±22.7 | 108.0±35.8 | <0.001 |
| Total cholesterol (mg/dL) | 194.6±36.3 | 197.3±39.6 | <0.001 | 194.7±36.4 | 198.9±40.0 | <0.001 | 194.7±36.4 | 196.8±39.2 | <0.001 | 194.8±36.4 | 193.2±40.7 | <0.001 |
| HDL cholesterol (mg/dL) | 55.7±17.5 | 52.7±15.7 | <0.001 | 55.6±17.5 | 52.5±15.4 | <0.001 | 55.6±17.5 | 52.8±16.1 | <0.001 | 55.6±17.5 | 52.1±14.4 | <0.001 |
| LDL cholesterol (mg/dL) | 113.9±33.7 | 116.2±36.6 | <0.001 | 113.9±33.8 | 117.7±37.2 | <0.001 | 114.0±33.8 | 115.6±36.1 | <0.001 | 114.0±33.8 | 141.4±85.4 | <0.001 |
| Triglyceride (mg/dL) | 128.4±86.0 | 44.5±89.9 | <0.001 | 128.8±86.1 | 146.6±91.9 | <0.001 | 128.8±86.2 | 144.0±88.9 | <0.001 | 129.0±86.3 | 141.4±85.4 | <0.001 |
| Variable | Cardiovascular disease | Myocardial infarction | Stroke | Cardiovascular death | ||||
|---|---|---|---|---|---|---|---|---|
| aIR (95% CI) | P-value | aIR (95% CI) | P-value | aIR (95% CI) | P-value | aIR (95% CI) | P-value | |
| Total | 288.9 (288.1–290.7) | <0.001 | 154.2(152.9–155.5) | <0.001 | 134.2 (133.0–135.5) | <0.001 | 9.1 (8.8–9.4) | <0.001 |
| Sex | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| Male | 343.1 (340.7–345.5) | 182.8 (181.1–184.6) | 157.8 (156.2–159.4) | 11.9 (11.5–12.3) | ||||
| Female | 235.9 (234.0–237.9) | 126.2 (120.0–130.0) | 111.0 (109.7–112.3) | 6.6 (6.4–6.9) | ||||
| Age group (yr) | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| 20–39 | 84.4 (82.8–86.0) | 52.9 (51.7–54.2) | 30.3 (29.4–31.3) | 2.8 (2.6–3.1) | ||||
| 40–64 | 408.5 (406.0–410.9) | 205.6 (203.9–207.4) | 202.0 (200.2–203.7) | 18.6 (18.1–19.2) | ||||
| ≥65 | 1,735.4 (1,723.8–1,747.1) | 649.1 (642.2–656.2) | 1,006.4 (997.6–1,015.2) | 227.8 (223.7–231.9) | ||||
| Type 2 diabetes mellitus | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| No | 274.0 (272.3–275.8) | 146.4 (145.2–147.7) | 126.7 (125.5–127.9) | <0.001 | 8.4 (8.1–8.7) | |||
| Yes | 429.2 (424.5–434.0) | 228.9 (225.3–232.7) | 203.7 (200.6–206.8) | <0.001 | 13.9 (13.3–14.5) | |||
| Hypertension | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| No | 258.0 (256.2–259.8) | 140.7 (139.4–142.0) | 117.7 (116.5–119.0) | 7.3 (7.1–7.6) | ||||
| Yes | 377.4 (374.0–380.7) | 193.0 (190.6–195.5) | 180.9 (178.7–183.2) | 13.3 (12.8–13.8) | ||||
| Dyslipidemia | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| No | 275.5 (273.6–277.3) | 144.3 (143.0–145.6) | 128.9 (127.7–130.2) | 8.9 (8.6–9.2) | ||||
| Yes | 336.3 (333.1–339.5) | 191.2 (188.6–193.7) | 152.2 (150.2–154.3) | 9.6 (9.3–10.0) | ||||
| Chronic kidney disease | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| No | 286.1 (284.4–287.9) | 152.5 (151.2–153.8) | 133.3 (132.1–134.6) | 9.0 (8.8–9.3) | ||||
| Yes | 403.6 (397.4–409.9) | 215.2 (210.2–220.2) | 178.0 (174.3–181.9) | 17.9 (17.1–18.9) | ||||
| Metabolic syndrome | <0.001 | <0.001 | <0.001 | <0.001 | ||||
| No | 260.5 (258.7–262.3) | 137.8 (136.5–139.1) | 121.1 (119.9–122.3) | 8.1 (7.9–8.4) | ||||
| Yes | 364.9 (361.8–368.1) | 199.6 (197.2–202.1) | 168.5 (166.4–170.6) | 11.0 (10.6–11.4) | ||||
Values are presented as mean±standard deviation, number (%), or median (interquartile range).
Values are presented as mean±standard deviation or %. DBP, diastolic blood pressure; HDL, high-density lipoprotein; LDL, low-density lipoprotein; SBP, systolic blood pressure.
The aIRs were estimated using Poisson regression model adjusted for age and sex. aIR, adjusted incidence rate per 100,000 person-years; CI, confidence interval.