| Literature DB >> 29263705 |
Hae Hyuk Jung1, Ji In Park1, Jin Seon Jeong1.
Abstract
PURPOSE: The purpose of this study was to assess diabetes incidence and all-cause mortality according to baseline body mass index (BMI) and to compare relative risks of mortality associated with incident diabetes across various BMI classes in a cohort of South Korean adults. PATIENTS AND METHODS: Based on data from the National Health Insurance database of Korean individuals aged 40-79 years without preexisting diabetes, we calculated BMI at the baseline health examination. We estimated the relative risk of mortality associated with incident diabetes using time-dependent Cox models and considering the time of diabetes diagnosis.Entities:
Keywords: body mass index; cohort study; diabetes mellitus; mortality
Year: 2017 PMID: 29263705 PMCID: PMC5724411 DOI: 10.2147/CLEP.S146860
Source DB: PubMed Journal: Clin Epidemiol ISSN: 1179-1349 Impact factor: 4.790
Figure 1Flow charts of participants of the National Health Insurance Service-Health Screening between 2002 and 2013 (A) and the Customized Health Information Data between 2002 and 2015 (B).
Baseline characteristics of the study participants according to baseline BMI
| NHIS-HS database Characteristics | Baseline BMI (kg/m2)
| ||||
|---|---|---|---|---|---|
| 16.0–18.4 | 18.5–22.9 | 23.0–24.9 | 25.0–29.9 | 30.0–34.9 | |
| No. of participants | 9,617 | 161,125 | 120,128 | 135,581 | 10,241 |
| Age, median (IQR), years | 54 (44–65) | 49 (43–59) | 50 (44–58) | 50 (44–58) | 51 (45–59) |
| Women, % | 47.3 | 49.7 | 45.0 | 44.6 | 60.4 |
| Household income, % | |||||
| High | 35.2 | 40.2 | 43.5 | 42.9 | 36.4 |
| Middle | 35.9 | 36.2 | 35.1 | 35.8 | 38.5 |
| Low | 28.9 | 23.7 | 21.3 | 21.2 | 25.1 |
| Family history of diabetes, % | |||||
| No | 89.0 | 87.3 | 86.9 | 86.5 | 85.8 |
| Yes | 5.1 | 7.1 | 7.8 | 8.1 | 8.3 |
| Unknown | 6.0 | 5.6 | 5.3 | 5.4 | 6.0 |
| Physical exercise frequency, % | |||||
| <1 day/week | 68.4 | 57.0 | 51.2 | 51.2 | 57.7 |
| 1–2 days/week | 16.9 | 23.0 | 25.4 | 25.2 | 21.3 |
| 3–4 days/week | 5.6 | 8.9 | 10.8 | 10.6 | 8.5 |
| ≥5 days/week | 6.6 | 8.7 | 10.2 | 10.5 | 9.7 |
| Unknown | 2.5 | 2.5 | 2.5 | 2.5 | 2.8 |
| Smoking, % | |||||
| Never smoker | 59.2 | 64.1 | 63.9 | 64.4 | 72.8 |
| Former smoker | 5.4 | 7.4 | 9.3 | 9.9 | 6.8 |
| Current smoker | 32.0 | 25.2 | 23.4 | 22.2 | 16.8 |
| Unknown | 3.3 | 3.3 | 3.4 | 3.5 | 3.6 |
| Alcohol consumption, % | |||||
| <1 g/day | 61.7 | 57.1 | 54.0 | 53.2 | 61.1 |
| 1–4 g/day | 14.1 | 15.3 | 15.0 | 13.6 | 11.4 |
| 5–14 g/day for women; 5–29 g/day for men | 14.5 | 17.7 | 20.7 | 21.4 | 15.9 |
| ≥15 g/day for women; ≥30 g/day for men | 7.5 | 7.9 | 8.4 | 9.7 | 9.4 |
| Unknown | 2.2 | 2.0 | 1.9 | 2.0 | 2.2 |
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| |||||
| No. of participants | 18,027 | 310,056 | 233,989 | 268,166 | 20,044 |
| Age, median (IQR), years | 54 (44–66) | 48 (43–58) | 50 (44–58) | 50 (44–58) | 50 (44–60) |
| Women, % | 47.8 | 49.9 | 44.5 | 43.9 | 59.5 |
| Household income, % | |||||
| High | 27.9 | 31.9 | 34.9 | 34.7 | 30.1 |
| Middle | 33.8 | 33.2 | 32.8 | 33.1 | 33.6 |
| Low | 37.5 | 34.2 | 31.5 | 31.4 | 35.3 |
| Unknown | 0.8 | 0.8 | 0.8 | 0.8 | 1.0 |
| Family history of diabetes, % | |||||
| No | 88.6 | 87.3 | 86.8 | 86.5 | 86.0 |
| Yes | 5.2 | 7.2 | 8.0 | 8.2 | 8.4 |
| Unknown | 6.2 | 5.5 | 5.2 | 5.3 | 5.6 |
| Physical exercise frequency, % | |||||
| <1 day/week | 68.0 | 56.7 | 50.9 | 50.8 | 57.4 |
| 1–2 days/week | 17.6 | 23.2 | 25.7 | 25.6 | 22.1 |
| 3–4 days/week | 5.5 | 9.1 | 11.0 | 10.9 | 8.6 |
| ≥5 days/week | 6.4 | 8.6 | 10.0 | 10.3 | 9.4 |
| Unknown | 2.5 | 2.4 | 2.4 | 2.5 | 2.4 |
| Smoking, % | |||||
| Never smoker | 59.8 | 63.9 | 62.9 | 63.2 | 71.8 |
| Former smoker | 6.2 | 8.0 | 10.6 | 11.2 | 7.9 |
| Current smoker | 32.1 | 26.0 | 24.5 | 23.6 | 18.1 |
| Unknown | 1.9 | 2.0 | 2.0 | 2.1 | 2.2 |
| Alcohol consumption, % | |||||
| <1 g/day | 62.1 | 57.0 | 53.1 | 52.5 | 60.6 |
| 1–4 g/day | 14.1 | 15.5 | 15.2 | 13.7 | 11.4 |
| 5–14 g/day for women; 5–29 g/day for men | 14.5 | 17.9 | 21.4 | 22.1 | 17.1 |
| ≥15 g/day for women; ≥30 g/day for men | 7.4 | 7.8 | 8.5 | 9.9 | 9.0 |
| Unknown | 2.0 | 1.8 | 1.8 | 1.9 | 1.9 |
Abbreviations: BMI, body mass index; NHIS-HS, National Health Insurance Service-Health Screening; IQR, interquartile range.
Figure 2Adjusted hazard ratios for incident diabetes according to baseline body mass index.
Notes: Hazard ratios and 95% confidence intervals in men who smoked, men who never smoked, and women who never smoked (A) and in middle-aged and elderly participants (B) were estimated using Cox regression models. Because the proportion of women who smoked was small, analyses for women were restricted to those who never smoked (A). Hazard ratios for incident diabetes in the initial cohort was similar to those in the replication cohort as shown in Supplementary materials. The reference category was body mass index of 23.0–24.9 kg/m2. Hazard ratios were adjusted for the baseline characteristics of age, family history of diabetes, income level, physical exercise, and alcohol consumption (A); or further adjusted for sex and smoking (B).
Figure 3Adjusted relative risks of all-cause mortality associated with incident diabetes in each baseline body mass index class.
Notes: Relative risks and 95% confidence intervals among all participants (A), men and women who never smoked (B), men who smoked (C), and middle-aged and elderly participants (D) were estimated using time-dependent Cox models, while accounting for the time of diabetes diagnosis. Analyses for men and women were separately performed among those who never smoked, to avoid the potential confounding effect of smoking on the association of incident diabetes and weight status with all-cause mortality (B). Because the proportion of women who smoked was small, analyses for smokers were performed in men only (C). Subjects without diabetes at each time point served as the reference. Relative risks were adjusted for the baseline characteristics of age, family history of diabetes, income level, physical exercise, and alcohol consumption (B and C); or further adjusted for sex and smoking (A and D).
Adjusted relative risks for all-cause death and CV events, associated with incident diabetes, in each baseline BMI class*
| NHIS-HS database Characteristics | Baseline BMI (kg/m2)
| ||||
|---|---|---|---|---|---|
| 16.0–18.4 | 18.5–22.9 | 23.0–24.9 | 25.0–29.9 | 30.0–34.9 | |
| Absence of diabetes | |||||
| No. of person-years | 70,357 | 1,226,314 | 907,427 | 1,000,463 | 71,503 |
| No. of deaths | 1,446 | 9,627 | 4,959 | 5,156 | 422 |
| No. of composite CV events | 330 | 3,259 | 2,421 | 3,130 | 246 |
| Incident diabetes | |||||
| No. of person-years | 244 | 5,658 | 7,625 | 13,909 | 1,871 |
| No. of deaths | 39 | 410 | 325 | 497 | 59 |
| No. of composite CV events | 9 | 224 | 279 | 561 | 54 |
| Relative risk (95% CI) of all-cause mortality | |||||
| All participants | 1.50 (1.09–2.07) | 1.39 (1.26–1.54) | 1.20 (1.08–1.35) | 1.18 (1.07–1.30) | 0.97 (0.74–1.28) |
| 40–59 years of age | 1.80 (0.94–3.43) | 1.68 (1.41–2.01) | 1.37 (1.13–1.66) | 1.27 (1.10–1.47) | 0.98 (0.65–1.48) |
| 60–79 years of age | 1.37 (0.94–1.98) | 1.27 (1.13–1.43) | 1.13 (0.98–1.30) | 1.12 (0.99–1.26) | 0.94 (0.65–1.36) |
| Men who smoked | 1.06 (0.65–1.72) | 1.43 (1.24–1.64) | 1.07 (0.89–1.28) | 1.09 (0.93–1.27) | 1.18 (0.70–1.99) |
| Men who never smoked | 2.24 (1.14–4.38) | 1.45 (1.18–1.79) | 1.16 (0.93–1.46) | 1.18 (0.98–1.42) | 0.99 (0.53–1.84) |
| Women who never smoked | 2.88 (1.48–5.62) | 1.28 (1.02–1.61) | 1.48 (1.20–1.82) | 1.33 (1.13–1.56) | 0.86 (0.57–1.29) |
| Relative risk (95% CI) for composite CV events | |||||
| All participants | 1.11 (0.49–2.50) | 1.60 (1.36–1.88) | 1.42 (1.22–1.65) | 1.50 (1.34–1.67) | 1.00 (0.70–1.43) |
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| Absence of diabetes | |||||
| No. of person-years | 17,514 | 295,562 | 214,810 | 233,126 | 15,514 |
| No. of deaths | 3,444 | 25,005 | 13,814 | 14,758 | 1,206 |
| No. of coronary events | 209 | 3,790 | 3,780 | 5,135 | 365 |
| Incident diabetes | |||||
| No. of person-years | 513 | 14,494 | 19,179 | 35,040 | 4,530 |
| No. of deaths | 120 | 1,460 | 1,312 | 1,876 | 230 |
| No. of coronary events | 11 | 290 | 409 | 775 | 94 |
| Relative risk (95% CI) of all-cause mortality | |||||
| All participants | 1.53 (1.27–1.84) | 1.30 (1.23–1.37) | 1.20 (1.13–1.27) | 1.12 (1.06–1.17) | 0.98 (0.85–1.13) |
| 40–59 years of age | 1.77 (1.24–2.54) | 1.32 (1.20–1.45) | 1.27 (1.15–1.40) | 1.18 (1.09–1.27) | 1.11 (0.89–1.39) |
| 60–79 years of age | 1.33 (1.08–1.66) | 1.23 (1.16–1.31) | 1.13 (1.06–1.22) | 1.04 (0.97–1.11) | 0.94 (0.77–1.13) |
| Men who smoked | 1.53 (1.18–1.97) | 1.25 (1.16–1.35) | 1.11 (1.01–1.21) | 1.06 (0.98–1.15) | 0.89 (0.66–1.19) |
| Men who never smoked | 1.82 (1.25–2.65) | 1.32 (1.18–1.47) | 1.31 (1.17–1.46) | 1.17 (1.06–1.29) | 0.93 (0.66–1.32) |
| Women who never smoked | 1.32 (0.86–2.02) | 1.34 (1.20–1.49) | 1.31 (1.17–1.46) | 1.09 (1.00–1.18) | 1.05 (0.86–1.29) |
| Relative risk (95% CI) for coronary events | |||||
| All participants | 2.27 (1.23–4.19) | 1.89 (1.68–2.13) | 1.67 (1.50–1.85) | 1.51 (1.40–1.63) | 1.50 (1.19–1.90) |
Notes:
Relative risks were estimated using time-dependent Cox models, while accounting for the time of diabetes diagnosis. Subjects without a diabetes diagnosis at each time point served as the reference. The analyses were adjusted for the baseline characteristics of age, sex, family history of diabetes, income level, physical exercise, smoking, and alcohol consumption.
Person-years were separately calculated according to diabetes status even in participants who developed incident diabetes.
Abbreviations: BMI, body mass index; CV events, cardiovascular events; NHIS-HS, National Health Insurance Service-Health Screening; 95% CI, 95% confidence interval.
Figure 4All-cause mortality rates according to diabetic status and baseline body mass index (BMI).
Notes: All-cause mortality rates among all participants in the initial (A) and replication (B) cohorts and among men and women who never smoked and men who smoked (C) and among middle-aged and elderly participants (D) in the replication cohort were estimated by multiplying the relative risks by the mean of age-specific mortality rates of the reference group. Relative risks were estimated using time-dependent Cox models, while accounting for the baseline BMI and the time of diabetes diagnosis. The participants with a baseline BMI of 23.0–24.9 kg/m2 and without diabetes at each time point served as the reference. The analyses were adjusted for the baseline characteristics of age, family history of diabetes, income level, physical exercise, and alcohol consumption (C); or further adjusted for sex and smoking (A, B, and D).