Cardiovascular

Association of coexposure to indoor solid fuels, outdoor air pollution, and heatwave with the risk of Cardiometabolic Multimorbidity among middle-aged and older Chinese adults.

TL;DR

Long-term coexposure to indoor solid fuels, outdoor air pollution, and heatwave increased the risk of Cardiometabolic Multimorbidity and its core component diseases, with indoor solid fuels use as the primary contributor.

Key Findings

Indoor solid fuel use significantly increased the risk of heart disease and stroke as individual exposures.

  • Heart disease risk: HR = 1.118, 95% CI 1.016–1.231
  • Stroke risk: HR = 1.149, 95% CI 1.007–1.310
  • Analysis used time-varying Cox proportional hazards models
  • Single-exposure analysis from four disease-specific cohorts constructed from CHARLS data

PM1, PM2.5, and PM10 were the most consistent risk factors for CMM, diabetes, and heart disease across single-exposure analyses.

  • All HRs > 1 for PM1, PM2.5, and PM10 across CMM, diabetes, and heart disease outcomes
  • All associations were statistically significant (P < 0.001)
  • Particulate matter exposures were assessed as outdoor air pollution measures
  • Particulate matter was not consistently associated with stroke risk in the same pattern

Heatwave exposure was sometimes associated with higher risks of CMM, diabetes, and heart disease.

  • Heatwave associations were present for CMM, diabetes, and heart disease but not always statistically consistent
  • Heatwave was characterized as a modifiable environmental factor alongside indoor solid fuels and outdoor air pollution
  • Time-varying Cox proportional hazards models were used to estimate heatwave HRs

Cumulative Risk Index (CRI) analysis showed that coexposure to multiple environmental factors increased the risks of CMM, diabetes, and heart disease.

  • CRI was employed to assess the cumulative effect of coexposure to multiple environmental factors simultaneously
  • Increased cumulative risk was demonstrated for CMM, diabetes, and heart disease
  • CRI was used in conjunction with Quantile g-computation (Qgcomp) models for complementary assessment

The Quantile g-computation (Qgcomp) model showed that coexposure to all environmental factors significantly increased the odds of all four diseases, with indoor solid fuels as the primary contributor.

  • CMM: OR = 1.650, 95% CI 1.375–1.979
  • Diabetes: OR = 1.675, 95% CI 1.475–1.903
  • Heart disease: OR = 1.228, 95% CI 1.080–1.397
  • Stroke: OR = 1.205, 95% CI 1.011–1.437
  • Indoor solid fuels use was identified as the primary contributor to these coexposure effects across all four outcomes

The study used longitudinal data from five waves of the China Health and Retirement Longitudinal Study (CHARLS) spanning 2011 to 2020.

  • Four disease-specific cohorts were constructed: CMM (n = 10,273), diabetes (n = 9,893), heart disease (n = 9,536), and stroke (n = 10,466)
  • Waves included 2011, 2013, 2015, 2018, and 2020
  • Study population comprised middle-aged and older Chinese adults
  • Environmental factors—indoor solid fuels, PM1, PM2.5, PM10, and heatwave—were all treated as modifiable

What This Means

This research suggests that being exposed to multiple environmental hazards at the same time — specifically indoor solid fuel burning (such as coal or wood for cooking and heating), outdoor air pollution (measured as fine and coarse particulate matter: PM1, PM2.5, and PM10), and heatwaves — significantly raises the risk of developing cardiometabolic diseases including diabetes, heart disease, and stroke, as well as having two or more of these conditions simultaneously (called Cardiometabolic Multimorbidity, or CMM). The study followed more than 10,000 middle-aged and older adults in China over nearly a decade using data from a large national survey, tracking who developed these diseases over time. When looking at individual exposures, outdoor particulate matter pollution was the most consistent risk factor for CMM, diabetes, and heart disease, while indoor solid fuel use was linked to higher risks of heart disease and stroke. Heatwaves were also sometimes associated with higher disease risk. Crucially, when researchers assessed the combined effect of all these exposures together using statistical models designed for mixed exposures, the risk of developing all four health outcomes was substantially elevated — for example, the combined exposure was associated with a 65% higher odds of CMM and a 67.5% higher odds of diabetes. Indoor solid fuel use emerged as the single largest contributor to these combined risks. This research suggests that reducing exposure to indoor solid fuel combustion — for instance, by switching to cleaner energy sources for cooking and heating — could be one of the most impactful ways to lower the burden of cardiometabolic diseases among older populations in China and similar settings. The findings also highlight that outdoor air pollution and extreme heat events compound these risks, pointing to the importance of addressing multiple environmental exposures together rather than in isolation when designing public health policies.

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Citation

Kong W, Zheng H, Zhu M, Zhang M, Wang J, Zhong W, et al.. (2026). Association of coexposure to indoor solid fuels, outdoor air pollution, and heatwave with the risk of Cardiometabolic Multimorbidity among middle-aged and older Chinese adults.. International archives of occupational and environmental health. https://doi.org/10.1007/s00420-026-02232-4