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To investigate the association between lifestyle and the incidence and development trajectory of cardiometabolic multimorbidity.
Based on the China Health and Retirement Longitudinal Study(CHARLS) from 2011 to 2020, a total of 8 202 individuals aged 45 years and older were included. A Multi-state Markov model (MSM) was applied to analyze the effects of lifestyle on the trajectories of cardiometabolic multimorbidity.
The disease progression trajectories mainly involved transitions from health to first cardiometabolic diseases (FCMD), health to cardiometabolic multimorbidity (CMM) and FCMD to CMM. During the follow-up period, 2 962 participants developed FCMD, 687 participants developed CMM, and 699 participants died. The results indicated that transitioning from health to FCMD, being overweight or obese, having longer nighttime sleep duration, and lacking a habit of daytime naps were positively associated with FCMD, which were 1.40(95%CI: 1.30-1.52) times, 1.16(95%CI: 1.02-1.32) times, and 1.21(95%CI: 1.06-1.39) times higher than those of healthy lifestyle people, respectively. During the transition from health to CMM, being overweight or obese was positively associated with the increased incidence of CMM (HR=1.42,95%CI: 1.06-1.90). Transitioning from FCMD to CMM, only overweight or obesity was observed as a risk factor (HR=1.44,95%CI: 1.17-1.78).
Lifestyle may increase the risk of cardiometabolic diseases and multimorbidity, emphasizing the importance of lifestyle interventions in health management practices.
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| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |
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