ArticlePLOS global public health2022
A longitudinal analysis of PM2.5 exposure and multimorbidity clusters and accumulation among adults aged 45-85 in China.
Article in PLOS global public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Diurnal temperature range and daily mean temperature in relation to multimorbidity among middle-aged or older Chinese adults: insights from the CHARLS.BMC public health · 2026Article
- Air pollution exposure and multimorbidity patterns: evidence from a national cohort study in China.BMC public health · 2025Article
- Individual and joint exposure to air pollutants and patterns of multiple chronic conditions.Scientific reports · 2024Article
- Association between household solid fuel usage and trajectories of multimorbidity among middle-aged and older adults: a nationwide population-based cohort study.Frontiers in public health · 2024Article
- The relationship between air pollution and multimorbidity: Can two birds be killed with the same stone?European journal of epidemiology · 2023Article
- Epigenetic mechanisms of particulate matter exposure: air pollution and hazards on human health.Frontiers in genetics · 2023Review
- Rural-Urban Disparities in Multimorbidity Associated With Climate Change and Air Pollution: A Longitudinal Analysis Among Chinese Adults Aged 45.Innovation in aging · 2023Article
- Adherence Behaviors and Related Factors Among Elderly Hypertensive Patients in China: Evidence from the China Health and Retirement Longitudinal Study.Patient preference and adherence · 2023Article
- Associations between air pollution and multimorbidity in the UK Biobank: A cross-sectional study.Frontiers in public health · 2022Article
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Authors and funding
5 authors.
Funding
Abstract
While previous studies have emphasised the role of individual factors in understanding multimorbidity disparities, few have investigated contextual factors such as air pollution (AP). We first use cross-sectional latent class analysis (LCA) to assess the associations between PM2.5 exposure and multimorbidity disease clusters, and then estimate the associations between PM2.5 exposure and the development of multimorbidity longitudinally using growth curve modelling (GCM) among adults aged 45-85 in China. The results of LCA modelling suggest four latent classes representing three multimorbidity patterns (respiratory, musculoskeletal, cardio-metabolic) and one healthy pattern. The analysis shows that a 1 μg/m3 increase in cumulative exposure to PM2.5 is associated with a higher likelihood of belonging to respiratory, musculoskeletal or cardio-metabolic clusters: 2.4% (95% CI: 1.02, 1.03), 1.5% (95% CI: 1.01, 1.02) and 3.3% (95% CI: 1.03, 1.04), respectively. The GCM models show that there is a u-shaped association between PM2.5 exposure and multimorbidity, indicating that both lower and higher PM2.5 exposure is associated with increased multimorbidity levels. Higher multimorbidity in areas of low AP is explained by clustering of musculoskeletal diseases, whereas higher AP is associated with cardio-metabolic disease clusters. The study shows how multimorbidity clusters vary contextually and that PM2.5 exposure is more detrimental to health among older adults.
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