Evidence mapPaperPMID 42191913Full record

ArticleEuropean journal of nutrition2026

Association between essential trace elements, dietary patterns, and biological aging.

Wenqing Wang, Kaixuan Yang, Jiayi Li, Yaoyao Lin, Man Rao, Yuting Zhang, Hazizi Duoliken, Mingjuan Jin, Jianbing Wang, Kun Chen and 1 more

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Article in European journal of nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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5 · Who and what money

Authors and funding

11 authors.

Wenqing WangDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China.
Kaixuan YangDepartment of Public Health, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310058, China.
Jiayi LiDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China.
Yaoyao LinDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China.
Man RaoDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China.
Yuting ZhangDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China.
Hazizi DuolikenDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China.
Mingjuan JinDepartment of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310058, China.
Jianbing WangDepartment of Public Health, National Clinical Research Center for Child Health of Children's Hospital, Zhejiang University School of Medicine, Hangzhou, 310058, China.
Kun ChenDepartment of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310058, China. ck@zju.edu.cn.
Mengling TangDepartment of Public Health, The Fourth Affiliated Hospital, International Institutes of Medicine, Zhejiang University School of Medicine, Yiwu, 322000, China. tangml@zju.edu.cn.

Funding

Fundamental Research Funds for the Central Universities 2021FZZX001-39Medical Science and Technology Project of Zhejiang Province 2023RC037Zhejiang Provincial Key Laboratory of Pollution Exposure and Health Intervention Open Fund Project 20220204
6 · The paper itself

Abstract

backgroundBiological aging (BA), compared with chronological age (CA), might be a better indicator for understanding aging process. Although essential trace elements (ETEs) and dietary patterns were associated with various health effects, there were limited studies of their interactive effects on BA.

methodsA total of 2627 older adults (≥ 65 years) were enrolled in this study, and we measured two composite BA indicators, the residual from regressing Klemera and Doubal Methods biological age on CA (KDM-advance) and dysregulation of homeostasis (HD). Dietary patterns were identified by factor analysis. Inductively coupled plasma mass spectrometry and inductively Coupled Plasma Optical Emission Spectrometer were used to determine the concentrations of ETEs. The associations between six ETEs, dietary patterns, and BA indicators were analyzed by multiple linear regression. Bayesian kernel machine regression (BKMR) and quantile g-computation were used to explore the mixed effect of ETEs. Interactions of ETEs and dietary patterns, as well as the mediating effect of ETEs on the relationship between dietary patterns and BA indicators were further assessed.

resultsBKMR showed ETEs mixture was associated with decelerated BA indicators, with Se as the dominant contributor. An interquartile range increase in ln-transformed Se was associated with a 0.60-year decrease in KDM-advance. And ln-transformed Se was negatively associated with HD (β = - 0.09, 95%CI: - 0.14, - 0.04). High-protein (β = - 0.34, 95%CI: - 0.65, - 0.03) and plant-based dietary patterns (β = - 0.36, 95%CI: - 0.68, - 0.05) were associated with decelerated KDM-advance, respectively. Pickled foods dietary pattern weakened the protective associations of Cr with HD (Pint = 0.002). Se mediated the relationship between high-protein dietary pattern and KDM-advance, with the proportion of 17.2%.

conclusionMixed ETEs was negatively associated with BA indicators, KDM-advance and HD, with Se as the dominant contributor. Pickled foods dietary pattern attenuated the protective association between Cr and HD. And Se mediated the relationship between high-protein dietary pattern and KDM-advance. These findings may help to improve dietary guidelines for ETEs-related BA deceleration.

Indexed as

AgingDietTrace ElementsAgedAged, 80 and overBayes TheoremFemaleHomeostasisHumansMaleTrace ElementsBiological agingDietary patternsEssential trace elementMixtureOlder adults

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.