, Kyungdo Han3
, Jihye Park4, Jinhyung Jung5, Seonghye Kim6, Hyeonjin Cho7, In Young Cho8
, Dong Wook Shin8,9
1Department of Family Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
2Department of Family Medicine, Seoul National University College of Medicine, Seoul, Korea
3Department of Statistics and Actuarial Science, Soongsil University, Seoul, Korea
4Department of Dermatology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
5Samsung Biomedical Research Institute, Sungkyunkwan University School of Medicine, Suwon, Korea
6International Healthcare Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
7Department of Digital Health, Samsung Advanced Institute for Health Science & Technology (SAIHST), Sungkyunkwan University, Seoul, Korea
8Department of Family Medicine and Supportive Care Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
9Department of Clinical Research Design and Evaluation, Samsung Advanced Institute for Health Science & Technology (SAIHST), Sungkyunkwan University, Seoul, Korea
Copyright © 2026 by the Korean Cancer Association
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.
Ethical Statement
This study was approved by the Institutional Review Boards of Soongsil University (IRB number: SSU-202007-HR-236-02) and Samsung Medical Center (IRB number: SMC 2024-08-019). The requirement for written informed consent was waived as a de-identified database was used.
Author Contributions
Conceived and designed the analysis: Koo HY, Han K, Cho IY, Shin DW.
Collected the data: Han K.
Contributed data or analysis tools: Han K.
Performed the analysis: Han K, Jung J.
Wrote the paper: Koo HY, Han K, Park J, Kim S, Cho H, Cho IY, Shin DW.
Conflict of Interest
Conflict of interest relevant to this article was not reported.
Funding
This study was supported by a grant from the Korean Foundation for Cancer Research (KFCR) (grant number: CB-2022-A-1).
| Total (n=4,441,403) |
Weight status |
p-value | ||
|---|---|---|---|---|
| Without obesitya) (n=2,962,158) | With obesity (n=1,479,245) | |||
| Age (yr) | 47.98±13.73 | 47.30±13.96 | 49.35±13.15 | < 0.001 |
| Sex | ||||
| Male | 2,410,087 (54.3) | 1,474,396 (49.8) | 935,691 (63.3) | < 0.001 |
| Premenopausal women (age < 50 yr) | 1,002,977 (22.6) | 820,136 (27.7) | 182,841 (12.4) | |
| Postmenopausal women (age ≥ 50 yr) | 1,028,339 (23.2) | 667,626 (22.5) | 360,713 (24.4) | |
| Income | ||||
| Q1, Medical Aid | 827,380 (18.6) | 563,290 (19.0) | 264,090 (17.9) | < 0.001 |
| Q2 | 953,374 (21.5) | 660,056 (22.3) | 293,318 (19.8) | |
| Q3 | 1,203,737 (27.1) | 798,437 (27.0) | 405,300 (27.4) | |
| Q4 | 1,456,912 (32.8) | 940,375 (31.8) | 516,537 (34.9) | |
| Smoking | ||||
| No | 2,647,612 (59.6) | 1,856,577 (62.7) | 791,035 (53.5) | < 0.001 |
| Ex, < 20 PY | 487,713 (11.0) | 296,532 (10.0) | 191,181 (12.9) | |
| Ex, ≥ 20 PY | 199,978 (4.5) | 108,055 (3.7) | 91,923 (6.2) | |
| Current, < 20 PY | 731,656 (16.5) | 463,969 (15.7) | 267,687 (18.1) | |
| Current, ≥ 20 PY | 374,444 (8.4) | 237,025 (8.0) | 137,419 (9.3) | |
| Drinking | ||||
| No | 2,243,718 (50.5) | 1,539,719 (52.0) | 703,999 (47.6) | < 0.001 |
| Mild | 1,867,697 (42.1) | 1,235,124 (41.7) | 632,573 (42.8) | |
| Heavy | 329,988 (7.4) | 187,315 (6.3) | 142,673 (9.6) | |
| Regular physical activity | 844,959 (19.0) | 550,104 (18.6) | 294,855 (19.9) | < 0.001 |
| Comorbidity | < 0.001 | |||
| Diabetes mellitus | 438,089 (9.9) | 224,394 (7.6) | 213,695 (14.5) | < 0.001 |
| Hypertension | 1,204,521 (27.1) | 614,893 (20.8) | 589,628 (39.9) | < 0.001 |
| Dyslipidemia | 900,046 (20.3) | 484,399 (16.4) | 415,647 (28.1) | < 0.001 |
| Height (cm) | 164.13±9.25 | 163.75±8.98 | 164.91±9.72 | < 0.001 |
| Body weight (kg) | 64.32±11.95 | 59.12±8.70 | 74.72±10.71 | < 0.001 |
| BMI (kg/m2) | 23.77±3.28 | 21.96±1.96 | 27.38±2.25 | < 0.001 |
| Waist circumference (cm) | 80.28±9.29 | 76.20±7.33 | 88.44±7.18 | < 0.001 |
| Obesity status | No. | Event | Duration (PY) | Incidence rate (per 1,000 PY) |
Model 1 |
Model 2a) |
|---|---|---|---|---|---|---|
| HR (95% CI) | aHR (95% CI) | |||||
| Underweight (BMI: < 18.5 kg/m2) | 161,377 | 13 | 1,445,575.4 | 0.009 | 0.618 (0.354-1.081) | 0.766 (0.438-1.340) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 1,717,116 | 226 | 15,532,832.8 | 0.015 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 1,083,665 | 218 | 9,793,203.7 | 0.022 | 1.530 (1.270-1.843) | 1.292 (1.072-1.557) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 1,303,152 | 246 | 11,758,182.3 | 0.021 | 1.438 (1.201-1.723) | 1.202 (1.002-1.442) |
| Severe obesity (BMI: ≥30 kg/m2) | 176,093 | 27 | 1,590,455.0 | 0.017 | 1.168 (0.784-1.741) | 1.191 (0.798-1.778) |
| p for trend | < 0.001 | 0.024 | ||||
| BMI (kg/m2), per 1-unit increase | 4,441,403 | 730 | 40,120,249.2 | 0.018 | 1.044 (1.022-1.066) | 1.026 (1.003-1.050) |
| p-value | < 0.001 | 0.027 |
| Obesity status | No. | Event | Duration (PY) | Incidence rate (per 1,000 PY) | Model 1 HR (95% CI) | Model 2a) aHR (95% CI) |
|---|---|---|---|---|---|---|
| Men | ||||||
| Underweight (BMI: < 18.5 kg/m2) | 49,005 | 6 | 424,168.6 | 0.014 | 1.005 (0.441-2.292) | 0.923 (0.404-2.108) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 774,381 | 98 | 6,956,509.2 | 0.014 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 651,010 | 131 | 5,874,736.2 | 0.022 | 1.583 (1.218-2.057) | 1.545 (1.188-2.009) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 834,711 | 136 | 7,533,082.5 | 0.018 | 1.282 (0.989-1.662) | 1.313 (1.01-1.708) |
| Severe obesity (BMI: ≥ 30 kg/m2) | 100,980 | 12 | 914,909.4 | 0.013 | 0.931 (0.511-1.696) | 1.316 (0.719-2.408) |
| p for trend | 0.228 | 0.052 | ||||
| Premenopausal women (age < 50 yr) | ||||||
| Underweight (BMI: < 18.5 kg/m2) | 88,907 | 2 | 819,821.5 | 0.002 | 0.450 (0.107-1.890) | 0.720 (0.170-3.052) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 563,666 | 28 | 5,165,389.7 | 0.005 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 167,563 | 14 | 1,527,766.5 | 0.009 | 1.690 (0.890-3.211) | 1.356 (0.711-2.587) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 151,832 | 14 | 1,380,163.0 | 0.010 | 1.871 (0.985-3.554) | 1.541 (0.806-2.946) |
| Severe obesity (BMI: ≥ 30 kg/m2) | 31,009 | 4 | 281,537.9 | 0.014 | 2.620 (0.919-7.469) | 2.726 (0.949-7.832) |
| p for trend | 0.003 | 0.036 | ||||
| Postmenopausal women (age ≥ 50 yr) | ||||||
| Underweight (BMI: < 18.5 kg/m2) | 23,465 | 5 | 201,585.3 | 0.025 | 0.847 (0.345-2.079) | 0.730 (0.297-1.795) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 379,069 | 100 | 3,410,933.8 | 0.029 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 265,092 | 73 | 2,390,701.0 | 0.031 | 1.041 (0.770-1.408) | 1.002 (0.741-1.355) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 316,609 | 96 | 2,844,936.8 | 0.034 | 1.150 (0.869-1.522) | 1.069 (0.807-1.416) |
| Severe obesity (BMI: ≥ 30 kg/m2) | 44,104 | 11 | 394,007.7 | 0.028 | 0.952 (0.511-1.775) | 0.928 (0.497-1.734) |
| p for trend | 0.407 | 0.618 |
| Total (n=4,441,403) | Weight status |
p-value | ||
|---|---|---|---|---|
| Without obesity |
With obesity (n=1,479,245) | |||
| Age (yr) | 47.98±13.73 | 47.30±13.96 | 49.35±13.15 | < 0.001 |
| Sex | ||||
| Male | 2,410,087 (54.3) | 1,474,396 (49.8) | 935,691 (63.3) | < 0.001 |
| Premenopausal women (age < 50 yr) | 1,002,977 (22.6) | 820,136 (27.7) | 182,841 (12.4) | |
| Postmenopausal women (age ≥ 50 yr) | 1,028,339 (23.2) | 667,626 (22.5) | 360,713 (24.4) | |
| Income | ||||
| Q1, Medical Aid | 827,380 (18.6) | 563,290 (19.0) | 264,090 (17.9) | < 0.001 |
| Q2 | 953,374 (21.5) | 660,056 (22.3) | 293,318 (19.8) | |
| Q3 | 1,203,737 (27.1) | 798,437 (27.0) | 405,300 (27.4) | |
| Q4 | 1,456,912 (32.8) | 940,375 (31.8) | 516,537 (34.9) | |
| Smoking | ||||
| No | 2,647,612 (59.6) | 1,856,577 (62.7) | 791,035 (53.5) | < 0.001 |
| Ex, < 20 PY | 487,713 (11.0) | 296,532 (10.0) | 191,181 (12.9) | |
| Ex, ≥ 20 PY | 199,978 (4.5) | 108,055 (3.7) | 91,923 (6.2) | |
| Current, < 20 PY | 731,656 (16.5) | 463,969 (15.7) | 267,687 (18.1) | |
| Current, ≥ 20 PY | 374,444 (8.4) | 237,025 (8.0) | 137,419 (9.3) | |
| Drinking | ||||
| No | 2,243,718 (50.5) | 1,539,719 (52.0) | 703,999 (47.6) | < 0.001 |
| Mild | 1,867,697 (42.1) | 1,235,124 (41.7) | 632,573 (42.8) | |
| Heavy | 329,988 (7.4) | 187,315 (6.3) | 142,673 (9.6) | |
| Regular physical activity | 844,959 (19.0) | 550,104 (18.6) | 294,855 (19.9) | < 0.001 |
| Comorbidity | < 0.001 | |||
| Diabetes mellitus | 438,089 (9.9) | 224,394 (7.6) | 213,695 (14.5) | < 0.001 |
| Hypertension | 1,204,521 (27.1) | 614,893 (20.8) | 589,628 (39.9) | < 0.001 |
| Dyslipidemia | 900,046 (20.3) | 484,399 (16.4) | 415,647 (28.1) | < 0.001 |
| Height (cm) | 164.13±9.25 | 163.75±8.98 | 164.91±9.72 | < 0.001 |
| Body weight (kg) | 64.32±11.95 | 59.12±8.70 | 74.72±10.71 | < 0.001 |
| BMI (kg/m2) | 23.77±3.28 | 21.96±1.96 | 27.38±2.25 | < 0.001 |
| Waist circumference (cm) | 80.28±9.29 | 76.20±7.33 | 88.44±7.18 | < 0.001 |
| Obesity status | No. | Event | Duration (PY) | Incidence rate (per 1,000 PY) | Model 1 |
Model 2 |
|---|---|---|---|---|---|---|
| HR (95% CI) | aHR (95% CI) | |||||
| Underweight (BMI: < 18.5 kg/m2) | 161,377 | 13 | 1,445,575.4 | 0.009 | 0.618 (0.354-1.081) | 0.766 (0.438-1.340) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 1,717,116 | 226 | 15,532,832.8 | 0.015 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 1,083,665 | 218 | 9,793,203.7 | 0.022 | 1.530 (1.270-1.843) | 1.292 (1.072-1.557) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 1,303,152 | 246 | 11,758,182.3 | 0.021 | 1.438 (1.201-1.723) | 1.202 (1.002-1.442) |
| Severe obesity (BMI: ≥30 kg/m2) | 176,093 | 27 | 1,590,455.0 | 0.017 | 1.168 (0.784-1.741) | 1.191 (0.798-1.778) |
| p for trend | < 0.001 | 0.024 | ||||
| BMI (kg/m2), per 1-unit increase | 4,441,403 | 730 | 40,120,249.2 | 0.018 | 1.044 (1.022-1.066) | 1.026 (1.003-1.050) |
| p-value | < 0.001 | 0.027 |
| Obesity status | No. | Event | Duration (PY) | Incidence rate (per 1,000 PY) | Model 1 HR (95% CI) | Model 2 |
|---|---|---|---|---|---|---|
| Men | ||||||
| Underweight (BMI: < 18.5 kg/m2) | 49,005 | 6 | 424,168.6 | 0.014 | 1.005 (0.441-2.292) | 0.923 (0.404-2.108) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 774,381 | 98 | 6,956,509.2 | 0.014 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 651,010 | 131 | 5,874,736.2 | 0.022 | 1.583 (1.218-2.057) | 1.545 (1.188-2.009) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 834,711 | 136 | 7,533,082.5 | 0.018 | 1.282 (0.989-1.662) | 1.313 (1.01-1.708) |
| Severe obesity (BMI: ≥ 30 kg/m2) | 100,980 | 12 | 914,909.4 | 0.013 | 0.931 (0.511-1.696) | 1.316 (0.719-2.408) |
| p for trend | 0.228 | 0.052 | ||||
| Premenopausal women (age < 50 yr) | ||||||
| Underweight (BMI: < 18.5 kg/m2) | 88,907 | 2 | 819,821.5 | 0.002 | 0.450 (0.107-1.890) | 0.720 (0.170-3.052) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 563,666 | 28 | 5,165,389.7 | 0.005 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 167,563 | 14 | 1,527,766.5 | 0.009 | 1.690 (0.890-3.211) | 1.356 (0.711-2.587) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 151,832 | 14 | 1,380,163.0 | 0.010 | 1.871 (0.985-3.554) | 1.541 (0.806-2.946) |
| Severe obesity (BMI: ≥ 30 kg/m2) | 31,009 | 4 | 281,537.9 | 0.014 | 2.620 (0.919-7.469) | 2.726 (0.949-7.832) |
| p for trend | 0.003 | 0.036 | ||||
| Postmenopausal women (age ≥ 50 yr) | ||||||
| Underweight (BMI: < 18.5 kg/m2) | 23,465 | 5 | 201,585.3 | 0.025 | 0.847 (0.345-2.079) | 0.730 (0.297-1.795) |
| Normal weight (BMI: ≥ 18.5 and < 23 kg/m2) | 379,069 | 100 | 3,410,933.8 | 0.029 | 1 (reference) | 1 (reference) |
| Overweight (BMI: ≥ 23 and < 25 kg/m2) | 265,092 | 73 | 2,390,701.0 | 0.031 | 1.041 (0.770-1.408) | 1.002 (0.741-1.355) |
| Obesity (BMI: ≥ 25 and < 30 kg/m2) | 316,609 | 96 | 2,844,936.8 | 0.034 | 1.150 (0.869-1.522) | 1.069 (0.807-1.416) |
| Severe obesity (BMI: ≥ 30 kg/m2) | 44,104 | 11 | 394,007.7 | 0.028 | 0.952 (0.511-1.775) | 0.928 (0.497-1.734) |
| p for trend | 0.407 | 0.618 |
Values are presented as number (%) or the mean±standard deviation. BMI, body mass index; PY, pack-years; Q, quartile. Obesity was defined as BMI ≥ 25 kg/m2.
BMI, body mass index; CI, confidence interval; HR, hazard ratio; PY, person-years. Adjusted for sex, age, income level, diabetes mellitus, smoking, drinking, and regular physical activity.
BMI, body mass index; CI, confidence interval; HR, hazard ratio; PY, person-years. Adjusted for sex, age, income level, diabetes mellitus, smoking, drinking, and regular physical activity.
