Aging & Longevity

Association of the essential metal mixture with biological aging in Chinese older adults: Investigating superoxide dismutase as a potential mediator.

TL;DR

A biological profile characterized by higher levels of Mg, Rb, and Mn and lower Cu is associated with decelerated biological aging in older adults, and this relationship is partly statistically explained by the antioxidant activity of SOD.

Key Findings

A quartile increase in the essential metal mixture was significantly associated with a 1.77-year decrease in KDM-biological age acceleration.

  • 95% CI = -2.43, -1.12 for the association between a quartile increase in EM mixture and KDM-accel
  • The study recruited 2787 Chinese older adults in a cross-sectional design
  • Biological aging was assessed using KDM-biological age acceleration (KDM-accel), a clinical biomarker-based measure of systemic physiological decline
  • Mixture associations were evaluated using weighted quantile sum (WQS), quantile-based g-computation (QGC), and Bayesian kernel machine regression (BKMR) models

Magnesium, rubidium, and manganese were the primary contributors to the negative association between the essential metal mixture and biological age acceleration.

  • Mg, Rb, and Mn were identified as primary contributors to the mixture's inverse association with KDM-accel
  • Blood concentrations were measured for Mn, Cu, Zn, Se, and Rb; urinary concentrations were measured for Mo, Ca, Mg, and Sr
  • Multiple analytical methods including linear regression, GAMs, WQS, QGC, and BKMR were used to evaluate associations
  • Bioinformatic analysis revealed a link between these key EMs and oxidative stress

Copper was associated with accelerated biological aging, in contrast to the other primary essential metals studied.

  • Cu showed a positive association with KDM-accel, indicating accelerated aging
  • This was in contrast to Mg, Rb, and Mn which were associated with decelerated aging
  • Blood concentrations of Cu were measured as part of the five blood-based essential metals assessed

Superoxide dismutase (SOD) significantly mediated the association between the essential metal mixture and biological aging.

  • The proportion of mediation by SOD was 4.9% for the EM mixture overall
  • SOD mediated 7.2% of the association for Rb specifically
  • SOD mediated 15.0% of the association for Mn specifically
  • Bioinformatic and statistical mediation analyses were used to explore the potential biological process and the role of SOD
  • The mediation findings support a role for antioxidant activity in the relationship between essential metals and biological aging

Bioinformatic analysis revealed a link between the key essential metals (Mg, Rb, Mn, Cu) and oxidative stress pathways.

  • Bioinformatic analysis was used to explore potential biological processes connecting key EMs to aging
  • The analysis supported oxidative stress as a relevant biological mechanism
  • Findings were consistent with the statistical mediation results showing SOD as a partial mediator

The study measured essential metals across two biological matrices, with five metals measured in blood and four in urine.

  • Blood concentrations were measured for manganese (Mn), copper (Cu), zinc (Zn), selenium (Se), and rubidium (Rb)
  • Urinary concentrations were measured for molybdenum (Mo), calcium (Ca), magnesium (Mg), and strontium (Sr)
  • A total of 2787 Chinese older adults were recruited in this cross-sectional study

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Citation

Zhang Y, Tian Z, Wei R, Lin F, Cheng X, Wang Y, et al.. (2026). Association of the essential metal mixture with biological aging in Chinese older adults: Investigating superoxide dismutase as a potential mediator.. Ecotoxicology and environmental safety. https://doi.org/10.1016/j.ecoenv.2026.119907