ArticleArchives of public health = Archives belges de sante publique2024
The association of urinary heavy metal exposure with frailty susceptibility and mortality in middle-aged and older adults: a population-based study.
Article in Archives of public health = Archives belges de sante publique, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 15 citations in OpenAlex.
- Association between metal co-exposure and frailty: exploring the potential explanatory pathway of inflammation.Biometals : an international journal on the role of metal ions in biology, biochemistry, and medicine · 2026Article
- Associations Between Hair Heavy Metal Concentrations and Frailty in Mexican Adults: a Cross-Sectional Study.Research square · 2026Article
- Flexible statistical approaches for modeling nonlinear relationships in diabetes prediction using splines, Bayesian kernel regression and Bayesian regression trees.Discover analytics · 2026Article
- Metals and metalloids concentrations in adults aged 50 and older from Mexico.Research square · 2025Article
- Public Health Concerns at the Intersection of Drinking Water Contamination and Low Healthcare Access in Maine.Maine policy review · 2025Article
- The association between social determinants of health and all-cause, cardiovascular mortality in US rheumatoid arthritis: a cohort study of NHANES.BMC public health · 2025Article
- Inverse associations between dietary flavonoid and subclass intakes and frailty in U.S. adults.Frontiers in nutrition · 2025Article
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
Abstract
Heavy metals' presence as environmental pollutants has a close link to adverse health effects. Frailty, a clinical syndrome hallmarked by elevated vulnerability to stressors, presents a substantial challenge in healthcare. However, the association between exposure to heavy metals and frailty largely remains unexplored. Utilizing data from the National Health and Nutrition Examination Survey (NHANES) spanning 2003-2018 and correlated with the U.S. National Death Index (NDI) from 2019, we investigated mortality outcomes. Logistic regression, Cox regression, Kaplan-Meier survival curves, weighted quantile-sum (WQS) regression, and Bayesian kernel machine regression (BKMR) were employed to assess the association between heavy metal exposure and frailty incidence and mortality in the frail population. Eight metals were measured in urine using inductively coupled plasma mass spectrometry with values adjusted for urinary creatinine, which was used to reflect heavy metal exposure. The cohort incorporated 5370 female participants aged 45 and above, with 1518 diagnosed with frailty. The findings indicated a substantial correlation between exposure to specific heavy metals, namely tungsten (odds ratio [OR]: 1.94, 95% confidence interval [CI]: 1.31-2.89), cobalt (OR: 1.64, 95% CI: 1.40-1.93), cadmium (OR: 1.93, 95% CI: 1.52-2.43), and uranium (OR: 7.36, 95% CI: 1.53-35.28), and an elevated risk of frailty. WQS and BKMR regression models identified cadmium, cobalt, and tungsten as main contributors to frailty. Cox regression analysis, after adjustment for covariates, suggested that the higher the exposure levels to cadmium and lead, the higher the risk of death in frail patients, with associated hazard ratios (HR) of 95% CI: 1.96 (1.53, 2.52) and 1.30 (1.13, 1.49), respectively. Our study revealed a significant positive correlation between exposure to heavy metal mixtures and frailty onset in middle-aged and older adults, along with increased mortality in frail patients. Cobalt, cadmium, and tungsten emerged as prominent contributors to frailty, with cobalt and cadmium directly impacting the long-term life expectancy of frail patients.
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