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
Results
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
Results
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
Results
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
Results
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
Results
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
Methods
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
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