Air pollution, lifestyle, and cardiovascular disease risk in northwestern China: A cohort study of over 5.8 million participants

Evidence on the combined impact of air pollution and lifestyle on cardiovascular disease (CVD) risk is limited. We employed the Space-Time Extra-Trees model, an ensemble learning method for spatiotemporal data, to estimate the annual average concentrations of five air pollutants from 2017 to 2019. Cox proportional hazards models were used to assess the associations between air pollutant exposure and CVD incidence. A lifestyle score, based on body mass index, waist circumference, diet, physical activity, alcohol consumption, and smoking, was developed to examine the moderating effect of lifestyle on the air pollution-CVD relationship. Among 5,838,833 baseline participants without CVD, 414,218 developed CVD during follow-up. Long-term exposure to particulate matter (PM<sub>1</sub>, PM<sub>2.5</sub>, PM<sub>10</sub>), ozone (O<sub>3</sub>), and carbon monoxide (CO) was significantly associated with increased CVD risk. Stratified analyses revealed that exercise had the most significant impact on this association, with exercisers showing a notable reduction in risk compared to non-exercisers. An interaction between air pollution and lifestyle was observed (P-interaction < 0.001). Compared to individuals with a relatively healthy lifestyle and low air pollution exposure, those with an unhealthy lifestyle and high exposure had the highest risk of developing CVD (PM<sub>1</sub>: HR = 1.660, PM<sub>2.5</sub>: HR = 1.891, PM<sub>10</sub>: HR = 1.755, O<sub>3</sub>: HR = 1.970, CO: HR = 1.426). Further analysis revealed a synergistic additive interaction between lifestyle and air pollution, leading to relative excess risks of 0.151, 0.154, 0.137, 0.171, and 0.095 in groups with relatively unhealthy lifestyles and high exposure to PM<sub>1</sub>, PM<sub>2.5</sub>, PM<sub>10</sub>, O<sub>3</sub>, and CO, respectively. Thus, in addition to controlling major air pollutant emissions, promoting healthy lifestyle adoption is crucial.

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Publication Details

Journal
Environment International
Published
2025-04-16
DOI
https://doi.org/10.1016/j.envint.2025.109459
Citations
14
Primary Topic
Air Quality and Health Impacts
Type
article
Field-Weighted Citation Impact
16.80
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article

Air pollution, lifestyle, and cardiovascular disease risk in northwestern China: A cohort study of over 5.8 million participants

Baoyu Chen, Kai Wang, Yujuan Yuan, Yinlin Cheng et al.
14 citations
Environment International
Air Quality and Health Impacts
16.80
article

Air pollution, lifestyle, and cardiovascular disease risk in northwestern China: A cohort study of over 5.8 million participants

Baoyu Chen, Kai Wang, Yujuan Yuan, Yinlin Cheng, Li Lin, Yu Zhao, Yushan Wang, Weidong Ji, Yi Zhou, Yining Yang
article en
14 citations

Abstract

Evidence on the combined impact of air pollution and lifestyle on cardiovascular disease (CVD) risk is limited. We employed the Space-Time Extra-Trees model, an ensemble learning method for spatiotemporal data, to estimate the annual average concentrations of five air pollutants from 2017 to 2019. Cox proportional hazards models were used to assess the associations between air pollutant exposure and CVD incidence. A lifestyle score, based on body mass index, waist circumference, diet, physical activity, alcohol consumption, and smoking, was developed to examine the moderating effect of lifestyle on the air pollution-CVD relationship. Among 5,838,833 baseline participants without CVD, 414,218 developed CVD during follow-up. Long-term exposure to particulate matter (PM<sub>1</sub>, PM<sub>2.5</sub>, PM<sub>10</sub>), ozone (O<sub>3</sub>), and carbon monoxide (CO) was significantly associated with increased CVD risk. Stratified analyses revealed that exercise had the most significant impact on this association, with exercisers showing a notable reduction in risk compared to non-exercisers. An interaction between air pollution and lifestyle was observed (P-interaction < 0.001). Compared to individuals with a relatively healthy lifestyle and low air pollution exposure, those with an unhealthy lifestyle and high exposure had the highest risk of developing CVD (PM<sub>1</sub>: HR = 1.660, PM<sub>2.5</sub>: HR = 1.891, PM<sub>10</sub>: HR = 1.755, O<sub>3</sub>: HR = 1.970, CO: HR = 1.426). Further analysis revealed a synergistic additive interaction between lifestyle and air pollution, leading to relative excess risks of 0.151, 0.154, 0.137, 0.171, and 0.095 in groups with relatively unhealthy lifestyles and high exposure to PM<sub>1</sub>, PM<sub>2.5</sub>, PM<sub>10</sub>, O<sub>3</sub>, and CO, respectively. Thus, in addition to controlling major air pollutant emissions, promoting healthy lifestyle adoption is crucial.

Environment InternationalVol. 199
Xinjiang Medical University (CN), Sun Yat-sen University (CN), People's Hospital of Xinjiang Uygur Autonomous Region (CN)
Good health and well-being
Openalex Percentile: Top 1%
Air Quality and Health Impacts
16.80
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