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Updated: Aug 6, 2026

Real-World M3-BREATHE: Toward Multimodal Mobile Monitoring of Behaviour, Respiration, and Exposures for Treatment and Health Evaluation
Published on: June 5, 2026
Long-term ambient ozone exposure and accelerated biological aging: A longitudinal analysis among middle-aged and
Jianji Li1, Liming Bai2, Mengxue Su1
1Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China; Key Laboratory of Research on Clinical Molecular Diagnosis for High Incidence Diseases in Western Guangxi of Guangxi Higher Education Institutions Education Department of Guangxi Zhuang Autonomous Region, China.
Background:
Population aging and the escalating ozone (O3) pollution are both global challenges. Yet the interplay between them, such as associations between long-term O3 exposure and biological aging acceleration (BAA), remains poorly understood.
Methods:
This study examined O3-BAA associations among 5576 Chinese adults aged 45-80 years from the 2011 and 2015 waves of the China Health and Retirement Longitudinal Study (CHARLS). We calculated participants' BAA via the Klemera-Doubal method with 11 clinical biomarkers. The 12-month average ambient O₃ concentration before BAA assessment was determined. Change-to-change analyses with generalized linear models were conducted to regress changes in BAA against changes in O₃ exposure across two assessments from 2011 to 2015, by comparing each subject with her/himself. Fixed-effect analysis of repeated measures data was further used to examine the robustness of the O3-BAA association. Subgroup analysis was performed to identify susceptible populations.
Results:
The change-to-change analyses show that a 5 μg/m3 increment in O3 exposure was associated with a 0.67-year (95% CI 0.37, 0.97) increment in BAA, and a 85% higher probability of increased BAA (odds ratio 1.85, 95% CI 1.36, 2.51). These effect estimates remained robust after adjusting for co-varying PM2.5 and NO2. The fixed-effect models also identified a positive and significant O3-BAA association. Older adults, females, rural residents, individuals with lower education, and those with existing chronic conditions were more susceptible to O3 exposure.
Conclusions:
With increasing O3 pollution globally, our findings highlight the urgency of mitigating O3 pollution to promote healthy aging.
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