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January 23, 2026International Journal of BiometeorologyOpen Access

Association between air pollution exposure, physical activity, and risk for cardiometabolic multimorbidity incidence: a cohort study from China

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Authors

ZWZihao WanSCShanshan Cai

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Overview

Cohort study examines air pollution and physical activity effects on cardiometabolic multimorbidity risk, suggesting protective benefits of physical activity.

Key Points

  • This study investigates how air pollution and physical activity relate to the incidence of cardiometabolic multimorbidity in older adults.
  • Utilized data from the China Health and Retirement Longitudinal Study (CHARLS) from 2015-2020
  • Analyzed air pollutant levels including PM 2.5, PM 10, NO 2, SO 2, CO, and O 3
  • Categorized physical activity into four metabolic equivalent quartiles (Q1-Q4)
  • Employed Cox regression models and dose-response analysis with restricted cubic splines
  • Applied Baron & Kenny's method for mediation analysis
  • 741 participants developed cardiometabolic multimorbidity over the follow-up period
  • All air pollutants were significantly associated with increased CMM risk, with SO 2 showing the highest hazard ratio (HR=2.768)
  • Higher levels of physical activity were shown to have protective effects against CMM
  • Non-linear relationships were found between both pollutants and CMM and between physical activity and CMM
  • Physical activity partially mediated the relationship between pollutants and CMM with proportions ranging from 5.71% to 19.88%.

Cite This Study

Wan et al. (2026) studied this question.

synapsesocial.com/papers/69730f59c8125b09b0d1f1a3https://doi.org/10.1007/s00484-025-03122-z
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