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Associations of metals and micronutrients with functional disability in Chinese older adults: a mixture analysis approach
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  • Open access
  • Published: 06 May 2026

Associations of metals and micronutrients with functional disability in Chinese older adults: a mixture analysis approach

  • Xuqiu Cheng1,2 na1,
  • Hanxiao Yang1,2 na1,
  • Fusheng Lin1,5 na1,
  • Xianglong Liu1,2 na1,
  • Bing Hu3,
  • Changliu Liang3,
  • Lei Yu1,
  • Wenyuan Liu1,
  • Ziwei Tian1,
  • Yuantao Zhang1,
  • Fangbiao Tao2,
  • Linsheng Yang1,2 &
  • …
  • Jun Wang4 

Scientific Reports (2026) Cite this article

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Subjects

  • Diseases
  • Health care
  • Medical research
  • Risk factors

Abstract

Global aging underscores the public health challenge of disability in activities of daily living (ADL). Nutrition is a modifiable factor for maintaining physical function, yet evidence regarding the joint effects of metals and micronutrients on ADL disability is limited. To evaluate individual and combined associations of seven metals and two micronutrients with ADL disability a Chinese elderly population. This cross-sectional study enrolled 3974 adults aged ≥ 60 years. Blood concentrations of zinc (Zn), cobalt (Co), strontium (Sr), selenium (Se), molybdenum (Mo), manganese (Mn), vanadium (V), folate and vitamin D (VitD) were measured. ADL disability was assessed using the Barthel Index. We utilized logistic regression with restricted cubic splines (RCS) for single-exposure analyses, and weighted quantile sum (WQS) regression, quantile g-computation (QGC), and Bayesian kernel machine regression (BKMR) for mixture analyses. Inverse associations were observed between higher levels of folate (OR = 0.73; 95% CI: 0.63–0.85) and VitD (OR = 0.80; 95% CI: 0.68–0.93) with the risk of ADL disability, with linear dose-response relationships. After covariate adjustment, Mn exhibited a marginal protective effect (OR = 0.91, 95% CI: 0.82–1.00). Co and Sr exhibited U-shaped associations. Mixture analyses consistently indicated an overall protective effect, primarily driven by folate and VitD. Combined exposure to metals and micronutrients is associated with reduced ADL disability risk, with folate and VitD being the most influential components. These findings support holistic nutritional strategies for promoting functional health in aging populations.

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Acknowledgements

The authors are grateful to the Fuyang Center for Disease Control and Prevention, and the research groups on the Health of Older Adults and Modifiable Factors. We also appreciate that the Scientific Research Centre in Preventive Medicine of Anhui Medical University provided us with technical support for the experiments.

Funding

This study was supported by the Key Scientific Research Fund of Anhui Provincial Education Department [grant number 2023AH050610], Research Funds of Center for Big Data and Population Health of IHM [grant number JKS2022015], and National Natural Science Foundation of China [grant number 81402698].

Author information

Author notes
  1. Xuqiu Cheng, Hanxiao Yang, Fusheng Lin and Xianglong Liu have contributed equally to this work

Authors and Affiliations

  1. Department of Epidemiology & Health Statistics, School of Public Health, Institute of Health Metrics (IHM), Center for Big Data and Population Health, Anhui Medical University, Hefei, 230032, Anhui, China

    Xuqiu Cheng, Hanxiao Yang, Fusheng Lin, Xianglong Liu, Lei Yu, Wenyuan Liu, Ziwei Tian, Yuantao Zhang & Linsheng Yang

  2. Anhui Provincial Key Laboratory of Population Health and Aristogenics, Hefei, 230032, Anhui, China

    Xuqiu Cheng, Hanxiao Yang, Xianglong Liu, Fangbiao Tao & Linsheng Yang

  3. Fuyang Center for Diseases Prevention and Control, Fuyang, 236069, Anhui, China

    Bing Hu & Changliu Liang

  4. Department of Maternal, Child and Adolescent Health — School of Public Health, Anhui Medical University, Hefei, 230032, China

    Jun Wang

  5. Affiliated No. 924 Military Hospital, Guilin, 541002, Guangxi, China

    Fusheng Lin

Authors
  1. Xuqiu Cheng
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  2. Hanxiao Yang
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  3. Fusheng Lin
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  6. Changliu Liang
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  9. Ziwei Tian
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  10. Yuantao Zhang
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  11. Fangbiao Tao
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  12. Linsheng Yang
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  13. Jun Wang
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Corresponding authors

Correspondence to Linsheng Yang or Jun Wang.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethical approval

The study was approved by the biomedical ethics committee of Anhui Medical University (No. 20190288).

Consent to participate

Each participant had provided written informed consent according to the principles of Helsinki Declaration.

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All methods in this study were carried out in accordance with relevant guidelines and regulations.

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Cite this article

Cheng, X., Yang, H., Lin, F. et al. Associations of metals and micronutrients with functional disability in Chinese older adults: a mixture analysis approach. Sci Rep (2026). https://doi.org/10.1038/s41598-026-51318-z

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  • Received: 15 January 2026

  • Accepted: 27 April 2026

  • Published: 06 May 2026

  • DOI: https://doi.org/10.1038/s41598-026-51318-z

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Keywords

  • Metals
  • Micronutrients
  • Activities of daily living
  • Mixture analysis
  • Older adults
  • Nutritional epidemiology
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