| Literature DB >> 33153387 |
Sehoon Park1,2, Kyungdo Han3, Soojin Lee4,5, Yaerim Kim6, Yeonhee Lee4,5, Min Woo Kang4,5, Sanghyun Park7, Yong Chul Kim4, Seung Seok Han4,8, Hajeong Lee4,8, Jung Pyo Lee4,8,9, Kwon Wook Joo4,5,8, Chun Soo Lim4,8,9, Yon Su Kim1,4,5,8, Dong Ki Kim4,5,8.
Abstract
Background A population-scale evidence for the association between moderate-to-vigorous physical activity (MV-PA) and risks of major adverse cardiovascular event (MACE) or all-cause mortality in people with various metabolic syndrome (MetS) status is warranted. Methods and Results We performed a nationwide retrospective cohort study based on the claims database of South Korea. We included people who received ≥3 national health screenings from 2009 to 2013 without a previous MACE history. We determined the MetS status of 6 108 077 people: MetS-chronic (N=864 063), MetS-developed (N=348 163), MetS-recovery (N=348 313), and MetS-free (N=4 547 538). The exposure was self-reported MV-PA frequencies. The outcome was incident MACEs or all-cause mortality. The incidence rate ratios (IRR) were calculated with adjustments for clinical/demographic characteristics. During the median follow-up of 4.28 years, 78 770 and 51 840 people experienced MACEs or died, respectively. Those who engaged in MV-PA had a significantly lower risk of MACEs or all-cause mortality than those not engaged in MV-PA in every spectrum of MetS. Even among those who were free from MetS (for MACEs, IRR 0.94 [0.92-0.97], for all-cause mortality, IRR 0.85 [0.82-0.87]) or who had already recovered from MetS (for MACEs, IRR 0.89 [0.84-0.95], for all-cause mortality, IRR 0.74 [0.68-0.81]), 1 to 2 days per week of MV-PA were significantly associated with lower risk of the adverse outcomes when compared with not being engaged in MV-PA. Those who were engaged in MV-PA more frequently also had significantly lower risks of MACEs or all-cause mortality. Conclusions This nationwide study suggests that MV-PA may be recommended to the general population regardless of recent MetS status.Entities:
Keywords: cardiovascular outcomes; epidemiology; metabolic syndrome; mortality; physical exercise
Mesh:
Year: 2020 PMID: 33153387 PMCID: PMC7763708 DOI: 10.1161/JAHA.120.016806
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Figure 1Study population.
The flow diagram for the study population and the common scenario of the study groups. A blue square with “M−” indicates a health screening without the identification of metabolic syndrome. A red square with “M+” indicates a health screening with the identification of metabolic syndrome. The yellow triangles at S3 indicate the baseline time‐point at which the baseline clinicodemographic characteristics were collected and follow‐up was initiated. MACE indicates major adverse cardiovascular event; MetS, metabolic syndrome; and MV‐PA, moderate‐to‐vigorous physical activity.
Baseline Characteristics of the Study Patients
| Variables | MetS‐Free | MetS‐Recovery | MetS‐Developed | MetS‐Chronic |
|---|---|---|---|---|
| Number of people in each subgroup | 4 547 538 | 348 313 | 348 163 | 864 063 |
| Clinical and demographic characteristics at S3 | ||||
| Age, y | 43.8±12.5 | 50.4±12.7 | 53.2±12.7 | 56.7±12.2 |
| Sex (male) | 2 608 761 (57.4) | 229 853 (66.0) | 209 605 (60.2) | 480 780 (55.6) |
| Height, cm | 165.4±8.8 | 165.2±9.3 | 164.0±9.8 | 162.9±9.9 |
| Weight, kg | 62.3±10.6 | 67.3±11.5 | 69.8±12.9 | 70.7±13.3 |
| Body mass index, kg/m2 | 22.7±2.7 | 24.6±2.8 | 25.8±3.1 | 26.5±3.2 |
| Low‐income status | 768 815 (16.9) | 66 560 (19.1) | 69 771 (20.0) | 185 068 (21.4) |
| Place of residence | ||||
| Urban | 2 026 920 (44.6) | 149 289 (42.9) | 149 187 (42.9) | 376 087 (43.5) |
| Rural | 2 520 618 (55.4) | 199 024 (57.1) | 198 976 (57.2) | 487 976 (56.5) |
| Charlson Comorbidity Index (score) | 0.5±0.9 | 0.8±1.1 | 1.1±1.4 | 1.6±1.7 |
| Hemoglobin, g/dL | 14.1±1.6 | 14.4±1.6 | 14.4±1.6 | 14.2±1.6 |
| Aspartate aminotransferase, IU/L | 23.7±16.5 | 26.1±20.9 | 28.9±21.4 | 29.4±21.6 |
| Alanine aminotransferase, IU/L | 22.1±21.6 | 26.9±25.2 | 32.6±27.9 | 32.9±27.5 |
| Creatinine, mg/dL | 0.88±0.19 | 0.90±0.19 | 0.89±0.19 | 0.87±0.19 |
| Estimated glomerular filtration rate, mL/min per 1.73 m2 | 93.3±34.5 | 90.8±33.9 | 89.2±30.5 | 88.2±30.0 |
| Self‐reported lifestyle, n (%) | ||||
| Moderate‐to‐vigorous activity | ||||
| None | 2 076 194 (45.7) | 162 282 (46.6) | 163 527 (47.0) | 422 381 (48.9) |
| 1–2 d/wk | 1 444 483 (31.8) | 105 839 (30.4) | 96 746 (27.8) | 225 061 (26.1) |
| 3–4 d/wk | 650 718 (14.3) | 49 482 (14.2) | 51 433 (14.8) | 125 193 (14.5) |
| ≥5 d/wk | 376 143 (8.3) | 30 710 (8.8) | 36 457 (10.5) | 91 428 (10.6) |
| Smoking | ||||
| Nonsmoker | 2 704 258 (59.5) | 181 422 (52.1) | 191 439 (55.0) | 502 946 (58.2) |
| Ex‐smoker | 604 365 (13.3) | 61 512 (17.7) | 54 796 (15.7) | 143 169 (16.6) |
| Current light‐to‐moderate smoker | 750 681 (16.5) | 54 750 (15.7) | 48 995 (14.1) | 96 752 (11.2) |
| Current heavy smoker | 488 234 (10.7) | 50 629 (14.5) | 52 933 (15.2) | 121 196 (14.0) |
| Alcohol | ||||
| No alcohol intake | 2 098 607 (46.2) | 162 816 (46.7) | 176 539 (50.7) | 479 122 (55.5) |
| Moderate consumption | 347 238 (7.6) | 22 231 (6.4) | 19 292 (5.5) | 42 261 (4.9) |
| Heavy consumption | 2 101 693 (46.2) | 163 266 (46.9) | 152 332 (43.8) | 342 680 (39.7) |
| Parameters of MetS | ||||
| Waist circumference, cm | 77.1±8.0 | 82.5±7.5 | 86.4±8.0 | 88.2±8.3 |
| Systolic BP, mm Hg | 117.9±12.9 | 123.8±13.3 | 129.4±13.6 | 130.5±14.1 |
| Diastolic BP, mm Hg | 74.0±9.0 | 77.5±9.2 | 80.5±9.6 | 80.5±9.8 |
| Glucose, mg/dL | 91.6±13.6 | 97.2±20.3 | 106.6±25.3 | 115.3±34.1 |
| Triglycerides, mg/dL | 91.59±13.57 | 97.17±20.26 | 106.55±25.31 | 115.3±34.1 |
| High‐density lipoprotein cholesterol, mg/dL | 105.6±69.3 | 141.4±96.7 | 195.8±139.4 | 205.6±151.7 |
| Baseline N of MetS components, n (%) | ||||
| 0 | 1 843 873 (40.6) | 37 550 (10.8) | 0 (0) | 0 (0) |
| 1 | 1 687 076 (37.1) | 120 133 (34.5) | 0 (0) | 0 (0) |
| 2 | 1 016 589 (22.4) | 190 630 (54.7) | 0 (0) | 0 (0) |
| 3 | 0 (0) | 0 (0) | 209 746 (60.2) | 324 261 (37.5) |
| 4 | 0 (0) | 0 (0) | 112 611 (32.3) | 351 379 (40.7) |
| 5 | 0 (0) | 0 (0) | 25 806 (7.4) | 188 423 (21.8) |
There were no missing values in the table. BP indicates blood pressure; MetS, metabolic syndrome; and S3, screening 3.
Low income status was determined as the lowest quartile of the nation according to the medical insurance fee.
Risks of Major Adverse Cardiovascular Events According to the Frequency of Moderate‐to‐Vigorous Physical Activity and MetS Status
| MetS status | Frequency of MV‐PA | Number of People | Number of MACEs | Follow‐Up (Person‐Years) | Incidence Rate (/1000 Person‐Years) | Unadjusted Model | Multivariable Model | ||
|---|---|---|---|---|---|---|---|---|---|
| IRR (95% CI) |
| Adjusted IRR (95% CI) |
| ||||||
| MetS‐free | 0 d/wk | 1 840 026 | 17 237 | 7 981 115 | 2.16 | Reference | Reference | ||
| 1–2 d/wk | 1 531 152 | 8953 | 6 878 662 | 1.30 | 0.60 (0.59–0.62) | <0.001 | 0.84 (0.82–0.87) | <0.001 | |
| 3–4 d/wk | 756 270 | 5226 | 3 367 586 | 1.55 | 0.72 (0.70–0.74) | <0.001 | 0.80 (0.77–0.82) | <0.001 | |
| ≥5 d/wk | 420 090 | 4027 | 1 825 140 | 2.21 | 1.02 (0.99–1.06) | 0.222 | 0.84 (0.81–0.86) | <0.001 | |
| MetS‐recovery | 0 d/wk | 145 047 | 3222 | 610 909 | 5.27 | 2.44 (2.35–2.54) | <0.001 | 1.40 (1.35–1.46) | <0.001 |
| 1–2 d/wk | 104 911 | 1423 | 468 051 | 3.04 | 1.41 (1.33–1.49) | <0.001 | 1.24 (1.17–1.31) | <0.001 | |
| 3–4 d/wk | 59 716 | 910 | 262 636 | 3.46 | 1.60 (1.50–1.71) | <0.001 | 1.17 (1.09–1.25) | <0.001 | |
| ≥5 d/wk | 38 639 | 772 | 163 687 | 4.72 | 2.18 (2.03–2.35) | <0.001 | 1.18 (1.09–1.26) | <0.001 | |
| MetS‐developed | 0 d/wk | 156 540 | 4347 | 634 581 | 6.85 | 3.17 (3.07–3.28) | <0.001 | 1.47 (1.43–1.53) | <0.001 |
| 1–2 d/wk | 101 511 | 1840 | 436 850 | 4.21 | 1.95 (1.86–2.05) | <0.001 | 1.41 (1.34–1.48) | <0.001 | |
| 3–4 d/wk | 54 830 | 1084 | 231 489 | 4.68 | 2.17 (2.04–2.31) | <0.001 | 1.22 (1.14–1.3) | <0.001 | |
| ≥5 d/wk | 35 282 | 922 | 143 535 | 6.42 | 2.97 (2.78–3.18) | <0.001 | 1.24 (1.16–1.33) | <0.001 | |
| MetS‐chronic | 0 d/wk | 406 137 | 15 625 | 1 624 863 | 9.62 | 4.45 (4.36–4.55) | <0.001 | 1.60 (1.56–1.64) | <0.001 |
| 1–2 d/wk | 225 524 | 6096 | 965 660 | 6.31 | 2.92 (2.84–3.01) | <0.001 | 1.60 (1.55–1.65) | <0.001 | |
| 3–4 d/wk | 136 733 | 3867 | 572 284 | 6.76 | 3.13 (3.02–3.24) | <0.001 | 1.37 (1.32–1.42) | <0.001 | |
| ≥5 d/wk | 95 669 | 3219 | 384 603 | 8.37 | 3.88 (3.73–4.02) | <0.001 | 1.30 (1.25–1.35) | <0.001 | |
Multivariable model was adjusted for baseline age, sex, estimated glomerular filtration rate (continuous, mL/min per 1.73 m2), alanine aminotransferase (continuous, IU/mL), aspartate aminotransferase (continuous, IU/mL), hemoglobin (continuous, g/dL), low‐income status (the lowest quartile in the nation), body mass index (continuous, kg/m2), Charlson Comorbidity Index score, and place of residence (urban or rural). IRR indicates incidence rate ratio; MACE, major adverse cardiovascular events; MetS, metabolic syndrome; and MV‐PA, moderate‐to‐vigorous physical activity.
Risks of All‐Cause Mortality According to the Frequency of Moderate‐to‐Vigorous Physical Activity and MetS Status
| MetS status | Frequency of MV‐PA | Number of People | Number of Death | Follow‐Up (Person‐Years) | Incidence Rate (/1000 Person‐Years) | Unadjusted Model | Multivariable Model | ||
|---|---|---|---|---|---|---|---|---|---|
| IRR (95% CI) |
| Adjusted IRR (95% CI) |
| ||||||
| MetS‐free | 0 d/wk | 1 840 026 | 15 621 | 8 012 877 | 1.95 | Reference | Reference | ||
| 1–2 d/wk | 1 531 152 | 6733 | 6 896 304 | 0.98 | 0.50 (0.49–0.52) | <0.001 | 0.79 (0.77–0.82) | <0.001 | |
| 3–4 d/wk | 756 270 | 4145 | 3 377 828 | 1.23 | 0.63 (0.61–0.65) | <0.001 | 0.77 (0.74–0.80) | <0.001 | |
| ≥5 d/wk | 420 090 | 3559 | 1 832 813 | 1.94 | 1.00 (0.96–1.03) | 0.832 | 0.82 (0.79–0.85) | <0.001 | |
| MetS‐recovery | 0 d/wk | 145 047 | 2376 | 616 827 | 3.85 | 1.98 (1.89–2.06) | <0.001 | 1.24 (1.19–1.29) | <0.001 |
| 1–2 d/wk | 104 911 | 760 | 470 783 | 1.61 | 0.83 (0.77–0.89) | <0.001 | 0.89 (0.82–0.95) | 0.001 | |
| 3–4 d/wk | 59 716 | 526 | 264 399 | 1.99 | 1.02 (0.94–1.11) | 0.647 | 0.88 (0.80–0.96) | 0.003 | |
| ≥5 d/wk | 38 639 | 489 | 165 185 | 2.96 | 1.52 (1.39–1.66) | <0.001 | 0.90 (0.82–0.99) | 0.025 | |
| MetS‐developed | 0 d/wk | 156 540 | 2467 | 642 750 | 3.84 | 1.97 (1.89–2.05) | <0.001 | 1.10 (1.06–1.15) | <0.001 |
| 1–2 d/wk | 101 511 | 933 | 440 524 | 2.12 | 1.09 (1.02–1.16) | 0.014 | 1.03 (0.97–1.10) | 0.342 | |
| 3–4 d/wk | 54 830 | 550 | 233 594 | 2.35 | 1.21 (1.11–1.31) | <0.001 | 0.85 (0.78–0.92) | <0.001 | |
| ≥5 d/wk | 35 282 | 472 | 145 281 | 3.25 | 1.67 (1.52–1.83) | <0.001 | 0.79 (0.72–0.87) | <0.001 | |
| MetS‐chronic | 0 d/wk | 406 137 | 7601 | 1 654 198 | 4.59 | 2.36 (2.29–2.42) | <0.001 | 1.09 (1.06–1.13) | <0.001 |
| 1–2 d/wk | 225 524 | 2368 | 977 978 | 2.42 | 1.24 (1.19–1.30) | <0.001 | 0.92 (0.88–0.96) | <0.001 | |
| 3–4 d/wk | 136 733 | 1663 | 579 996 | 2.87 | 1.470 (1.4–1.55) | <0.001 | 0.83 (0.79–0.87) | <0.001 | |
| ≥5 d/wk | 95 669 | 1577 | 390 821 | 4.04 | 2.07 (1.97–2.18) | <0.001 | 0.84 (0.80–0.89) | <0.001 | |
Multivariable model was adjusted for baseline age, sex, estimated glomerular filtration rate (continuous, mL/min per 1.73 m2), alanine aminotransferase (continuous, IU/mL), aspartate aminotransferase (continuous, IU/mL), hemoglobin (continuous, g/dL), low‐income status (the lowest quartile in the nation), body mass index (continuous, kg/m2), Charlson Comorbidity Index score, and place of residence (urban or rural). IRR indicates incidence rate ratio; MACE, major adverse cardiovascular events; MetS, metabolic syndrome; and MV‐PA, moderate‐to‐vigorous physical activity.
Figure 2Kaplan–Meier survival curve plotting the incidence probability of major adverse cardiovascular events and all‐cause mortality according to the frequency of self‐reported moderate‐to‐vigorous physical activity.
The survival curves were plotted in each metabolic syndrome subgroup. The y‐axes indicate the incidence probability of major adverse cardiovascular events and all‐cause mortality. The x‐axes indicate the time (years). The tables below the survival curves show the numbers of people at risk. MetS indicates metabolic syndrome; and MV‐PA, moderate‐to‐vigorous physical activity.
Risks of Major Adverse Cardiovascular Events According to the Frequency of Moderate‐to‐Vigorous Physical Activity in Each Study Group
| Subgroups and Exposure | Model 1. Adjusted for the Baseline Severity of MetS (Number of MetS Components) | Model 2. Adjusted for the Baseline Severity of MetS (Laboratory Parameters of MetS) | Model 3. Adjusted for the Baseline Severity of MetS (Number of MetS Components) and Other Lifestyle Variables (Smoking, Alcohol) | |||
|---|---|---|---|---|---|---|
| Adjusted IRR (95% CI) |
| Adjusted IRR (95% CI) |
| Adjusted IRR (95% CI) |
| |
| MetS‐free | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.92 (0.89–0.94) | <0.001 | 0.91 (0.89–0.94) | <0.001 | 0.94 (0.92–0.97) | <0.001 |
| 3–4 d/wk | 0.83 (0.81–0.86) | <0.001 | 0.84 (0.81–0.87) | <0.001 | 0.87 (0.84–0.90) | <0.001 |
| ≥5 d/wk | 0.82 (0.80–0.85) | <0.001 | 0.84 (0.81–0.87) | <0.001 | 0.86 (0.83–0.89) | <0.001 |
| MetS‐recovery | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.87 (0.81–0.93) | <0.001 | 0.87 (0.82–0.93) | <0.001 | 0.89 (0.84–0.95) | <0.001 |
| 3–4 d/wk | 0.82 (0.77–0.89) | <0.001 | 0.83 (0.77–0.89) | <0.001 | 0.87 (0.80–0.93) | <0.001 |
| ≥5 d/wk | 0.83 (0.77–0.91) | <0.001 | 0.84 (0.78–0.91) | <0.001 | 0.87 (0.81–0.94) | <0.001 |
| MetS‐developed | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.90 (0.85–0.95) | <0.001 | 0.91 (0.86–0.96) | <0.001 | 0.92 (0.87–0.98) | 0.006 |
| 3–4 d/wk | 0.81 (0.75–0.86) | <0.001 | 0.81 (0.76–0.86) | <0.001 | 0.84 (0.78–0.90) | <0.001 |
| ≥5 d/wk | 0.85 (0.79–0.91) | <0.001 | 0.86 (0.80–0.92) | <0.001 | 0.88 (0.82–0.95) | <0.001 |
| MetS‐chronic | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.92 (0.89–0.95) | <0.001 | 0.93 (0.90–0.95) | <0.001 | 0.94 (0.91–0.97) | <0.001 |
| 3–4 d/wk | 0.82 (0.79–0.85) | <0.001 | 0.83 (0.81–0.86) | <0.001 | 0.85 (0.82–0.88) | <0.001 |
| ≥5 d/wk | 0.82 (0.79–0.85) | <0.001 | 0.84 (0.81–0.87) | <0.001 | 0.85 (0.82–0.89) | <0.001 |
IRR indicates incidence rate ratio; and MetS, metabolic syndrome.
Model 1 was adjusted for age, sex, baseline estimated glomerular filtration rate (continuous, mL/min per 1.73 m2), alanine aminotransferase (continuous, IU/mL aspartate aminotransferase (continuous, IU/mL), hemoglobin (continuous, g/dL), low‐income status (the lowest quartile in the nation), body mass index (continuous, kg/m2), Charlson Comorbidity Index score, place of residence (urban or rural), and the number of MetS components at the baseline health screening.
Model 2 was adjusted for the same variables as Model 1, but the exact values of waist circumference, systolic blood pressure, diastolic blood pressure, fasting glucose, triglycerides, and high‐density lipoprotein cholesterol were included in the multivariable model instead of the number of MetS components.
Model 3 was adjusted for the same variables as Model 1, but other lifestyle variables (smoking: none, previous, and current; alcohol consumption: none, moderate, heavy) were additionally included.
Risks of All‐Cause Mortality According to the Frequency of Moderate‐to‐Vigorous Physical Activity in Each Study Group
| Subgroups and Exposure | Model 1. Adjusted for the Baseline Severity of MetS (Number of MetS Components) | Model 2. Adjusted for the Baseline Severity of MetS (Laboratory Parameters of MetS) | Model 3. Adjusted for the Baseline Severity of MetS (Number of MetS Components) and Other Lifestyle Variables (Smoking, Alcohol) | |||
|---|---|---|---|---|---|---|
| Adjusted IRR (95% CI) |
| Adjusted IRR (95% CI) |
| Adjusted IRR (95% CI) |
| |
| MetS‐free | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.82 (0.8–0.85) | <0.001 | 0.82 (0.8–0.84) | <0.001 | 0.85 (0.82–0.87) | <0.001 |
| 3–4 d/wk | 0.79 (0.76–0.82) | <0.001 | 0.8 (0.77–0.82) | <0.001 | 0.83 (0.8–0.86) | <0.001 |
| ≥5 d/wk | 0.82 (0.79–0.86) | <0.001 | 0.83 (0.8–0.87) | <0.001 | 0.86 (0.83–0.89) | <0.001 |
| MetS‐recovery | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.72 (0.66–0.79) | <0.001 | 0.72 (0.66–0.78) | <0.001 | 0.74 (0.68–0.81) | <0.001 |
| 3–4 d/wk | 0.72 (0.65–0.79) | <0.001 | 0.71 (0.65–0.79) | <0.001 | 0.75 (0.68–0.83) | <0.001 |
| ≥5 d/wk | 0.74 (0.67–0.81) | <0.001 | 0.73 (0.66–0.81) | <0.001 | 0.77 (0.7–0.85) | <0.001 |
| MetS‐developed | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.89 (0.82–0.96) | 0.002 | 0.88 (0.81–0.95) | 0.001 | 0.91 (0.84–0.99) | 0.024 |
| 3–4 d/wk | 0.73 (0.66–0.8) | <0.001 | 0.76 (0.69–0.83) | <0.001 | 0.77 (0.7–0.84) | <0.001 |
| ≥5 d/wk | 0.71 (0.64–0.79) | <0.001 | 0.75 (0.68–0.83) | <0.001 | 0.75 (0.68–0.83) | <0.001 |
| MetS‐chronic | ||||||
| 0 d/wk | Reference | Reference | Reference | |||
| 1–2 d/wk | 0.81 (0.77–0.85) | <0.001 | 0.82 (0.78–0.86) | <0.001 | 0.83 (0.79–0.87) | <0.001 |
| 3–4 d/wk | 0.73 (0.69–0.77) | <0.001 | 0.77 (0.72–0.81) | <0.001 | 0.76 (0.72–0.81) | <0.001 |
| ≥5 d/wk | 0.77 (0.73–0.82) | <0.001 | 0.81 (0.76–0.85) | <0.001 | 0.81 (0.77–0.85) | <0.001 |
IRR indicates incidence rate ratio; and MetS, metabolic syndrome.
Model 1 was adjusted for age, sex, baseline estimated glomerular filtration rate (continuous, mL/min per 1.73 m2), alanine aminotransferase (continuous, IU/mL aspartate aminotransferase (continuous, IU/mL), hemoglobin (continuous, g/dL), low‐income status (the lowest quartile in the nation), body mass index (continuous, kg/m2), Charlson Comorbidity Index score, place of residence (urban or rural), and the number of MetS components at the baseline health screening.
Model 2 was adjusted for the same variables as Model 1, but the exact values of waist circumference, systolic blood pressure, diastolic blood pressure, fasting glucose, triglycerides, and high‐density lipoprotein cholesterol were included in the multivariable model instead of the number of MetS components.
Model 3 was adjusted for the same variables as Model 1, but other lifestyle variables (smoking: none, previous, current; and alcohol consumption: none, moderate, heavy) were additionally included.