Association of heavy metal exposure with advanced cardiovascular-kidney-metabolic stages in US adults

Cardiovascular-kidney-metabolic (CKM) syndrome is a critical determinant of mortality. Research has demonstrated that environmental factors are significant risks for CKM, and heavy metal exposure contributes to various diseases. However, the impact of heavy metal on CKM syndrome has not been evaluated. This investigation was to elucidate the link between heavy metal and advanced CKM stages from National Health and Nutrition Examination Survey (NHANES). Multivariate logistic regression, weighted quantile sum (WQS) model, restricted cubic spline (RCS), and subgroup analysis were employed to analyze the relationships. Mediation analysis explored whether inflammation mediated the effects. 4,400 participants were included in this study, with 872 diagnosed with advanced CKM stages. The results revealed a positive and linear association of heavy metal, including cadmium (Cd), cobalt (Co) and lead (Pb), with advanced CKM stages. Furthermore, heavy metal mixtures were also found to correlate with advanced CKM stages, showing that Cd, Co and Pb contributed the weights of 32.40%, 34.20% and 22.80%, respectively. Additionally, systemic immune-inflammation index (SII) was identified as a mediator in the association of Cd and Co with advanced CKM stages, accounting for 2.69% and 3.91%, respectively. Our findings suggest that heavy metal exposure, especially Cd, Co, and Pb, might contribute to the development of CKM syndrome. More studies are needed to investigate the relationship between heavy metal and CKM syndrome.

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Journal
Environmental Sciences Europe
Published
2026-01-21
DOI
https://doi.org/10.1186/s12302-025-01302-7
Primary Topic
Heavy Metal Exposure and Toxicity
Type
article
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article

Association of heavy metal exposure with advanced cardiovascular-kidney-metabolic stages in US adults

Zhenyu Peng, ShuJing Yu, Wenbin Nan, Yanke Chen et al.
Environmental Sciences Europe
Heavy Metal Exposure and Toxicity
article

Association of heavy metal exposure with advanced cardiovascular-kidney-metabolic stages in US adults

Zhenyu Peng, ShuJing Yu, Wenbin Nan, Yanke Chen, Xu Cai
article en

Abstract

Cardiovascular-kidney-metabolic (CKM) syndrome is a critical determinant of mortality. Research has demonstrated that environmental factors are significant risks for CKM, and heavy metal exposure contributes to various diseases. However, the impact of heavy metal on CKM syndrome has not been evaluated. This investigation was to elucidate the link between heavy metal and advanced CKM stages from National Health and Nutrition Examination Survey (NHANES). Multivariate logistic regression, weighted quantile sum (WQS) model, restricted cubic spline (RCS), and subgroup analysis were employed to analyze the relationships. Mediation analysis explored whether inflammation mediated the effects. 4,400 participants were included in this study, with 872 diagnosed with advanced CKM stages. The results revealed a positive and linear association of heavy metal, including cadmium (Cd), cobalt (Co) and lead (Pb), with advanced CKM stages. Furthermore, heavy metal mixtures were also found to correlate with advanced CKM stages, showing that Cd, Co and Pb contributed the weights of 32.40%, 34.20% and 22.80%, respectively. Additionally, systemic immune-inflammation index (SII) was identified as a mediator in the association of Cd and Co with advanced CKM stages, accounting for 2.69% and 3.91%, respectively. Our findings suggest that heavy metal exposure, especially Cd, Co, and Pb, might contribute to the development of CKM syndrome. More studies are needed to investigate the relationship between heavy metal and CKM syndrome.

Environmental Sciences EuropeVol. 38(1)
Central South University (CN), Guilin Medical University (CN), Second Xiangya Hospital of Central South University (CN)
Zero hunger, Good health and well-being
Openalex Percentile: Top 83%
Heavy Metal Exposure and Toxicity
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Association of heavy metal exposure with advanced cardiovascular-kidney-metabolic stages in US adults — Zhenyu Peng, ShuJing Yu, et al. · Environmental Sciences Europe (2026) | TGRS Research Map | TGRS