ArticleFrontiers in nutrition2025
Association between urinary heavy metals and cardiovascular-kidney-metabolic syndrome: mediating roles of TyG, WWI, and eGFR.
Article in Frontiers in nutrition, 2025. 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.
- Association Between Blood Heavy Metals and Selenium with All-Cause Mortality in Cardiovascular-Kidney-Metabolic Syndrome Populations: Exploring the Mediating Effects of Inflammatory Biomarkers.Cardiovascular toxicology · 2026Article
- Relationship between depressive symptom trajectories and cardiovascular disease risk in middle-aged and older adults with cardiovascular-kidney-metabolic syndrome stages 0-3.BMC cardiovascular disorders · 2026Article
- Cardiovascular-Kidney-Metabolic (CKM) Syndrome Staging and Relevance to Precision Nutrition.Nutrients · 2026Review
- Cardiovascular-kidney-metabolic syndrome: a comprehensive review of pathophysiology, epidemiology, diagnosis, and management.Cardiovascular diabetology · 2026Review
- Emerging multidimensional biomarker system for cardiovascular-kidney-metabolic syndrome: from multi-omics integration to clinical artificial intelligence.Cardiovascular diabetology · 2026Review
- Urinary Polycyclic Aromatic Hydrocarbons and Advanced Cardiovascular-Kidney-Metabolic Syndrome: Inflammatory-Nutritional Pathways as Mediators.Mediators of inflammation · 2026Article
- Dietary inflammation and socioeconomic status mediate depression-constipation link: a cross-sectional analysis of NHANES 2005-2010.Frontiers in nutrition · 2025Article
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Cardiovascular-kidney-metabolic (CKM) syndrome is a multistage disorder with significant global health and socioeconomic impact. Environmental factors are increasingly recognized as key risk factors in disease development. This study aims to assess the relationship between urinary heavy metals and CKM risk, as well as the mediating roles of triglyceride-glucose index (TyG), weight-adjusted waist index (WWI), and estimated glomerular filtration rate (eGFR). Methods: This cross-sectional analysis uses data from the National Health and Nutrition Examination Survey (NHANES). CKM stages 0-2 are classified as non-advanced, and stages 3-4 as advanced. Multivariable logistic regression, restricted cubic splines (RCS), weighted quantile sum (WQS) regression, quantile-based g-computation (Qgcomp) regression, and Bayesian kernel machine regression (BKMR) were applied to explore associations between metal exposure and advanced CKM. Mediation analysis examined the roles of TyG, WWI, and eGFR in heavy metal-induced advanced CKM. Results: Among 5,221 participants, 4,340 were non-advanced and 881 had advanced CKM. Both individual and mixed heavy metal exposures were positively linked to advanced CKM risk. Cobalt (Co) was identified as a primary contributor. TyG, WWI, and eGFR partially mediate the relationship between heavy metal exposure and advanced CKM prevalence. Conclusion: Heavy metal exposure is associated with increased CKM risk. TyG, WWI, and eGFR were found to partially mediate the association between heavy metal exposure and advanced CKM prevalence, suggesting potential pathways linking environmental exposures to CKM risk.
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