Evidence map›Paper›PMID 41788312›Full record

ArticleFrontiers in cell and developmental biology2026

Cumulative inflammatory burden of metal mixtures is associated with central obesity, cardiovascular disease, and mortality: findings from NHANES.

Yuanhao Feng, Qing Chen, Jiawei Peng, Zhihao Ma, Yiduo Bai, Wenjun Liu, Jijun Wu

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Article in Frontiers in cell and developmental biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Yuanhao Feng *Department of General Surgery, Zhaoqing Central People's Hospital, Zhaoqing, China.
Qing Chen *Orthopedic of Department, Shenzhen Third People's Hospital, Shenzhen, Guangdong, China.
Jiawei PengDepartment of Vascular Surgery, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, Guangdong, China.
Zhihao MaDepartment of Interventional Radiology, Binhaiwan Central Hospital of Dongguan, Dongguan, Guangdong, China.
Yiduo BaiOrthopedic of Department, Shenzhen Third People's Hospital, Shenzhen, Guangdong, China.
Wenjun LiuOrthopedic of Department, Shenzhen Third People's Hospital, Shenzhen, Guangdong, China.
Jijun WuDepartment of Interventional Radiology, Binhaiwan Central Hospital of Dongguan, Dongguan, Guangdong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The exposure of heavy metals is a serious environmental risk factor for cardiometabolic health. However, the association of cumulative inflammatory load of metal mixtures with cardiovascular disease (CVD) and mortality remain incompletely characterized. This study aimed to evaluate the associations of a metal mixture inflammatory index (MMII) with CVD and mortality, and to examine whether central obesity measured by weight-adjusted waist index WWI statistically mediates the association of MMII with CVD in an exploratory cross-sectional study. Methods: Data were obtained from 7 cycles of the National Health and Nutrition Examination Survey (NHANES 2005-2018) with mortality follow-up through 2019. A total of 11,577 adults aged ≥20 years with complete urinary metal, inflammatory markers, CVD, and WWI data were included. Using inductively coupled plasma mass spectrometry (ICP-MS), nine metals' urinary concentrations were measured. MMII was calculated using reduced rank and stepwise regression based on inflammation biomarkers. Linear association of MMII with CVD was examined using logistic regression and Cox proportional hazards models, along with RCS and exploratory mediation analyses for associations with prevalence and mortality. Results: Elevated MMII levels were noticeably associated with increased odds of CVD (OR = 2.79, 95% CI: 1.81-4.29). Estimates from mediation analyses further indicated that WWI statistically explained 11.4% of the effect observed. Elevated MMII was associated with a higher risk of all-cause mortality (HR = 2.39, 95% CI: 1.69-3.38), without significant association with cardiovascular mortality. Conclusion: Elevated levels of MMII reflect the burden of metal mixtures and are linked to central obesity, cardiovascular disease (CVD), and all-cause mortality.

Indexed as

cardiovascular diseasecentral obesityinflammatory burdenmetal mixturesmortality riskNHANES

Identifiers

PMID41788312
PMCPMC12956676

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