1Department of Obstetrics and Gynecology, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
2Department of Internal Medicine, St. Vincent’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
3Department of Internal Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
4Department of Biostatistics, Epidemiology & Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
5Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University, Seoul, Korea
6Samsung Genome Institute, Samsung Medical Center, Seoul, Korea
7Institute for Biomedical Informatics, University of Pennsylvania, Philadelphia, PA, USA
Copyright © 2025 Korean Diabetes 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.
CONFLICTS OF INTEREST
Seung-Hyun Ko has been executive editor of the Diabetes & Metabolism Journal since 2022. She was not involved in the review process of this article. Otherwise, there was no conflict of interest.
AUTHOR CONTRIBUTIONS
Conception or design: J.S.Y.
Acquisition, analysis, or interpretation of data: Y.G., S.H.J., J.S.Y.
Drafting the work or revising: all authors.
Final approval of the manuscript: all authors.
FUNDING
This research was supported by a National Research Foundation of Korea (NRF) grant funded by the Korea government (grant number: 2022R1F1A1072279). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Values are presented as mean±standard deviation or number (%).
SBP, systolic blood pressure; DBP, diastolic blood pressure; BMI, body mass index; HbA1c, glycosylated hemoglobin; eGFR, estimated glomerular filtration rate; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol.
Model 1: age and race; Model 2: model 1+body mass index, waist circumference, current smoker, regular physical activity, and eating habits; Model 3: model 2+systolic blood pressure, glycosylated hemoglobin, and estimated glomerular filtration rate; Model 4: model 3+family history of type 2 diabetes mellitus; Model 5: model 4+income level and Townsend deprivation index; Model 6: model 5+hormone replacement therapy use, menopause, and menarche age.
CI, confidence interval; HR, hazard ratio.
We utilized a quasi-Bayesian method with 1,000 simulations to estimate the variance.
T2DM, type 2 diabetes mellitus; ACME, average causal mediation effect; ADE, average direct effect; BMI, body mass index; TG, triglyceride; TDI, Townsend deprivation index; HbA1c, glycosylated hemoglobin; CRP, C-reactive protein.
No. of live births | Total (n=242,159) | 0 (n=45,568) | 1 (n=32,321) | 2 (n=106,624) | 3 (n=42,831) | 4 (n=11,203) | 5 or more (n=3,612) | P for trends |
---|---|---|---|---|---|---|---|---|
Age, yr | 56.8±8.0 | 54.3±8.1 | 55.6±8.1 | 57.4±7.8 | 58.1±7.8 | 58.8±7.8 | 58.9±8.0 | <0.001 |
Race | <0.001 | |||||||
White | 230,498 (95.4) | 43,334 (95.4) | 30,407 (94.4) | 102,773 (96.6) | 40,616 (95.1) | 10,303 (92.2) | 3,065 (85.2) | |
Asian | 4,292 (1.8) | 690 (1.5) | 625 (1.9) | 1,624 (1.5) | 873 (2.0) | 318 (2.8) | 162 (4.5) | |
Black | 3,117 (1.3) | 568 (1.3) | 570 (1.8) | 817 (0.8) | 605 (1.4) | 316 (2.8) | 241 (6.7) | |
Mixed | 1,564 (0.6) | 395 (0.9) | 273 (0.8) | 533 (0.5) | 233 (0.5) | 85 (0.8) | 45 (1.3) | |
Others | 2,052 (0.8) | 432 (1.0) | 343 (1.1) | 653 (0.6) | 388 (0.9) | 151 (1.4) | 85 (2.4) | |
SBP, mm Hg | 137.0±20.3 | 134.7±19.7 | 135.9±20.2 | 137.7±20.3 | 138.0±20.3 | 138.5±20.6 | 139.0±20.5 | <0.001 |
DBP, mm Hg | 80.7±10.6 | 80.5±10.7 | 80.6±10.6 | 80.7±10.5 | 80.8±10.5 | 80.9±10.7 | 81.3±10.8 | <0.001 |
BMI, kg/m2 | 26.8±5.0 | 26.5±5.4 | 26.9±5.1 | 26.7±4.7 | 27.1±4.9 | 27.7±5.2 | 28.7±5.6 | <0.001 |
Waist circumference, cm | 84.1±12.1 | 83.0±12.8 | 84.0±12.3 | 83.8±11.6 | 84.9±11.9 | 86.7±12.5 | 89.1±13.2 | <0.001 |
Obesity | 52,903 (21.9) | 9,570 (21.1) | 7,270 (22.6) | 21,897 (20.6) | 9,802 (23.0) | 3,104 (27.8) | 1,260 (35.1) | <0.001 |
Current smoking | 21,562 (8.9) | 4,378 (9.6) | 3,685 (11.4) | 8,038 (7.5) | 3,732 (8.7) | 1,180 (10.5) | 549 (15.2) | <0.001 |
Physical inactivity | 24,664 (10.7) | 4,909 (11.1) | 3,667 (11.9) | 10,512 (10.3) | 4,089 (10.0) | 1,102 (10.5) | 385 (11.7) | <0.001 |
Poor eating habits | 22,267 (9.2) | 4,880 (10.7) | 3,056 (9.5) | 9,046 (8.5) | 3,876 (9.0) | 1,048 (9.4) | 361 (10.0) | <0.001 |
Townsend deprivation index | –1.4±3.0 | –0.8±3.2 | –1.1±3.1 | –1.9±2.8 | –1.5±3.0 | –0.7±3.3 | 0.5±3.6 | <0.001 |
Income level | <0.001 | |||||||
Less than 18,000£ | 48,248 (24.1) | 8,541 (21.8) | 6,918 (25.4) | 19,490 (22.3) | 8,999 (25.8) | 3,028 (34.0) | 1,272 (45.4) | |
18,000 to 30,999£ | 52,695 (26.3) | 10,629 (27.1) | 7,151 (26.3) | 23,141 (26.4) | 8,846 (25.4) | 2,228 (25.0) | 700 (25.0) | |
31,000 to 51,999£ | 51,578 (25.7) | 10,623 (27.1) | 7,157 (26.3) | 22,985 (26.2) | 8,504 (24.4) | 1,851 (20.8) | 458 (16.3) | |
52,000 to 100,000£ | 38,139 (19.0) | 7,605 (19.4) | 4,925 (18.1) | 17,467 (19.9) | 6,503 (18.6) | 1,361 (15.3) | 278 (9.9) | |
Greater than 100,000£ | 9,934 (5.0) | 1,839 (4.7) | 1,048 (3.9) | 4,482 (5.1) | 2,037 (5.8) | 434 (4.9) | 94 (3.4) | |
Depression burden | <0.001 | |||||||
Low | 169,988 (73.8) | 31,271 (71.7) | 21,929 (71.5) | 76,713 (75.5) | 30,367 (74.8) | 7,479 (70.9) | 2,229 (66.1) | |
Intermediate | 48,019 (20.8) | 9,814 (22.5) | 6,841 (22.3) | 20,188 (19.9) | 8,065 (19.9) | 2,321 (22.0) | 790 (23.4) | |
High | 7,583 (3.3) | 1,432 (3.3) | 1,176 (3.8) | 2,991 (2.9) | 1,359 (3.3) | 443 (4.2) | 182 (5.4) | |
Very high | 4,802 (2.1) | 1,068 (2.5) | 729 (2.4) | 1,736 (1.7) | 789 (1.9) | 309 (2.9) | 171 (5.1) | |
HbA1c, % | 5.4±0.4 | 5.3±0.4 | 5.4±0.4 | 5.4±0.4 | 5.4±0.4 | 5.4±0.4 | 5.5±0.5 | <0.001 |
eGFR, mL/min/1.73 m2 | 79.3±14.4 | 81.3±14.8 | 80.0±14.6 | 78.8±14.1 | 78.5±14.3 | 78.2±14.7 | 78.4±15.3 | <0.001 |
Total cholesterol, mg/dL | 228.2±42.8 | 225.9±42.3 | 226.9±42.9 | 229.4±42.7 | 229.0±43.0 | 228.7±44.0 | 224.0±43.7 | <0.001 |
Triglyceride, mg/dL | 135.5±74.2 | 127.9±71.8 | 135.0±74.2 | 136.2±73.4 | 139.2±76.3 | 144.1±79.3 | 148.1±79.9 | <0.001 |
HDL-C, mg/dL | 62.0±14.5 | 63.2±15.1 | 61.5±14.4 | 62.1±14.3 | 61.4±14.3 | 60.1±14.3 | 57.7±13.8 | <0.001 |
LDL-C, mg/dL | 141.0±33.2 | 138.4±32.7 | 140.2±33.2 | 141.8±33.1 | 141.9±33.4 | 142.2±34.0 | 140.0±33.8 | <0.001 |
C-reactive protein, mg/dL | 2.6±4.3 | 2.5±4.2 | 2.7±4.3 | 2.6±4.2 | 2.7±4.3 | 3.0±4.5 | 3.5±5.3 | <0.001 |
No. of live births | No. of events/Total no. | Incidence rate, /1,000 person-yr (95% Cl) | Absolute risk, % | Crude |
Model 1 |
Model 2 |
Model 3 |
Model 4 |
Model 5 |
Model 6 |
|||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | ||||
0 | 646/45,568 | 1.61 (1.48–1.73) | 1.42 | Ref | Ref | Ref | Ref | Ref | Ref | Ref | |||||||
1 | 583/32,321 | 2.03 (1.87–2.21) | 1.80 | 1.27 (1.13–1.42) | <0.001 | 1.18 (1.06–1.32) | 0.003 | 1.15 (1.03–1.29) | 0.016 | 1.17 (1.04–1.32) | 0.009 | 1.17 (1.04–1.32) | 0.009 | 1.22 (1.07–1.39) | 0.002 | 1.20 (1.05–1.37) | 0.006 |
2 | 1,543/106,624 | 1.63 (1.55–1.71) | 1.45 | 1.02 (0.93–1.11) | 0.755 | 0.90 (0.82–0.99) | 0.023 | 0.95 (0.87–1.05) | 0.322 | 1.02 (0.92–1.12) | 0.714 | 1.02 (0.92–1.12) | 0.713 | 1.05 (0.94–1.17) | 0.384 | 1.04 (0.93–1.16) | 0.459 |
3 | 803/42,831 | 2.11 (1.97–2.26) | 1.88 | 1.32 (1.19–1.46) | <0.001 | 1.11 (0.99–1.23) | 0.054 | 1.09 (0.98–1.21) | 0.121 | 1.10 (0.98–1.22) | 0.095 | 1.10 (0.98–1.22) | 0.095 | 1.14 (1.01–1.29) | 0.035 | 1.14 (1.00–1.29) | 0.042 |
4 | 310/11,203 | 3.12 (2.79–3.49) | 2.77 | 1.95 (1.70–2.24) | <0.001 | 1.53 (1.34–1.76) | <0.001 | 1.28 (1.12–1.47) | <0.001 | 1.22 (1.06–1.41) | 0.006 | 1.22 (1.06–1.41) | 0.006 | 1.26 (1.07–1.49) | 0.006 | 1.22 (1.03–1.44) | 0.023 |
5 or more | 160/3,612 | 5.03 (4.28–5.87) | 4.43 | 3.14 (2.64–3.74) | <0.001 | 2.24 (1.88–2.67) | <0.001 | 1.58 (1.32–1.89) | <0.001 | 1.50 (1.25–1.81) | <0.001 | 1.50 (1.25–1.81) | <0.001 | 1.34 (1.07–1.67) | 0.010 | 1.27 (1.02–1.60) | 0.036 |
Mediator | ACME | P value | ADE | P value | Total effect | P value | Proportion mediated, % | P value |
---|---|---|---|---|---|---|---|---|
Waist circumference | 0.0008 | <0.001 | 0.0008 | <0.001 | 0.0016 | <0.001 | 49.3 | <0.001 |
BMI | 0.0006 | <0.001 | 0.0010 | <0.001 | 0.0016 | <0.001 | 38.0 | <0.001 |
TG | 0.0003 | <0.001 | 0.0013 | <0.001 | 0.0016 | <0.001 | 18.8 | <0.001 |
TDI | 0.0005 | <0.001 | 0.0032 | <0.001 | 0.0027 | <0.001 | 18.4 | <0.001 |
HbA1c | 0.0002 | <0.001 | 0.0014 | <0.001 | 0.0016 | <0.001 | 11.2 | <0.001 |
CRP | 0.0001 | <0.001 | 0.0001 | <0.001 | 0.0002 | <0.001 | 7.0 | <0.001 |
Income | 0.0020 | <0.001 | 0.0026 | <0.001 | 0.0028 | <0.001 | 5.4 | <0.001 |
Depressive mood | 0.0001 | <0.001 | 0.0015 | <0.001 | 0.0015 | <0.001 | 2.9 | <0.001 |
Values are presented as mean±standard deviation or number (%). SBP, systolic blood pressure; DBP, diastolic blood pressure; BMI, body mass index; HbA1c, glycosylated hemoglobin; eGFR, estimated glomerular filtration rate; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol.
Model 1: age and race; Model 2: model 1+body mass index, waist circumference, current smoker, regular physical activity, and eating habits; Model 3: model 2+systolic blood pressure, glycosylated hemoglobin, and estimated glomerular filtration rate; Model 4: model 3+family history of type 2 diabetes mellitus; Model 5: model 4+income level and Townsend deprivation index; Model 6: model 5+hormone replacement therapy use, menopause, and menarche age. CI, confidence interval; HR, hazard ratio.
We utilized a quasi-Bayesian method with 1,000 simulations to estimate the variance. T2DM, type 2 diabetes mellitus; ACME, average causal mediation effect; ADE, average direct effect; BMI, body mass index; TG, triglyceride; TDI, Townsend deprivation index; HbA1c, glycosylated hemoglobin; CRP, C-reactive protein.