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Open Access
Peer-reviewed
Research Article
Joint association between physical exercise, caffeine intake, and biological ageing: A cross-sectional analysis of population-based study
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Guang Chen ,
Contributed equally to this work with: Guang Chen, Shichen Zhou
Roles Conceptualization, Data curation, Formal analysis, Methodology, Writing – original draft, Writing – review & editing
Affiliation School of Chinese Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, PR of China
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Shichen Zhou ,
Contributed equally to this work with: Guang Chen, Shichen Zhou
Roles Data curation
Affiliation School of Chinese Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, PR of China
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Yunqing Xun,
Roles Data curation
Affiliation School of Chinese Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, PR of China
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Tung Leong Fong,
Roles Data curation
Affiliation School of Chinese Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, PR of China
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Guoyi Tang,
Roles Data curation
Affiliation School of Chinese Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, PR of China
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Jingyi Wang,
Roles Data curation
Affiliation Experimental Research Center, China Academy of Chinese Medical Sciences, Beijing, China
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Hongzheng Li,
Roles Formal analysis
Affiliation Guang’anmen hospital, China Academy of Chinese Medical Sciences, Beijing, China
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Xiangjun Yin,
Roles Formal analysis
Affiliation School of Basic Medical Science, Zhejiang Chinese Medical University, Hangzhou, China
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Jialiang Gao,
Roles Formal analysis
Affiliation Guang’anmen hospital, China Academy of Chinese Medical Sciences, Beijing, China
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Guanghui Zhu,
Roles Methodology
Affiliation Guang’anmen hospital, China Academy of Chinese Medical Sciences, Beijing, China
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Ying Wu,
Roles Supervision
Affiliation Harvard Law School, Harvard University, Cambridge, Massachusetts, United States of America
⨯ - Jinlin Li,
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Ya Xuan Sun,
Roles Methodology
Affiliation T.H. Chan School of Public Health, Harvard University, Boston, Massachusetts, United States of America
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Yige Li,
Roles Methodology
Affiliation Department of Health Care Policy, Harvard Medical School, Harvard University, Boston, Massachusetts, United States of America
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Jiayan Zhou,
Roles Methodology
Affiliation School of Medicine, Stanford University, Stanford, California, United States of America.
⨯ - [ ... ],
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Yibin Feng
Roles Funding acquisition
* E-mail: yfeng@hku.hk
Affiliation School of Chinese Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, PR of China
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Joint association between physical exercise, caffeine intake, and biological ageing: A cross-sectional analysis of population-based study
- Guang Chen,
- Shichen Zhou,
- Yunqing Xun,
- Tung Leong Fong,
- Guoyi Tang,
- Jingyi Wang,
- Hongzheng Li,
- Xiangjun Yin,
- Jialiang Gao,
- Guanghui Zhu
- Published: May 7, 2025
- https://doi.org/10.1371/journal.pone.0323264