Evidence map›Paper›PMID 42402419›Full record

ArticleEnvironmental health and preventive medicine2026

Heavy metal exposure and risk of all-cause and cardiovascular mortality in population with cardiovascular-kidney-metabolic syndrome stage 0-3: a cohort study.

Yiyang Liu, Fujian Li, Ying Huang, Jiansheng Cai, You Li

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Article in Environmental health and preventive medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Yiyang LiuSchool of Public Health, Guilin Medical University.
Fujian LiGuangxi Hospital Division of the First Affiliated Hospital, Sun Yat-sen University.
Ying HuangSchool of Public Health, Guilin Medical University.
Jiansheng CaiSchool of Public Health, Guilin Medical University.
You LiSchool of Public Health, Guilin Medical University.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEvidence on the association between blood metal exposure and mortality among adults with cardiovascular-kidney-metabolic (CKM) syndrome stages 0-3 remains limited. We examined the associations of blood lead (Pb), cadmium (Cd), mercury (Hg), selenium (Se), and manganese (Mn) with all-cause and cardiovascular mortality in this population.

methodsWe analyzed data from 4,394 adults with CKM stages 0-3 from the National Health and Nutrition Examination Survey (NHANES) 2011-2018 linked to mortality records. Blood metal concentrations were measured using inductively coupled plasma mass spectrometry. Weighted Cox proportional hazards models, restricted cubic spline (RCS) analyses, and weighted quantile sum (WQS) regression were used to assess associations of individual and mixed metal exposures with mortality outcomes.

resultsIn the fully adjusted model, elevated blood Cd levels were associated with a higher risk of all-cause mortality (HR = 1.71, 95% CI: 1.26-2.33). In contrast, blood Se showed an inverse association with all-cause mortality, with lower risks observed in Q2 (HR = 0.61, 95% CI: 0.41-0.90) and Q4 (HR = 0.59, 95% CI: 0.38-0.93). RCS analyses showed nonlinear associations of Cd and Se with all-cause mortality. Cd exhibited an inverted U-shaped pattern, whereas Se showed an L-shaped inverse association. WQS regression suggested a positive association between mixed metal exposure and all-cause mortality (HR = 1.16, 95% CI: 0.99-1.34; P = 0.046). Associations with cardiovascular mortality were weaker and less consistent.

conclusionsAmong U.S. adults with stage 0-3 cardiovascular-kidney-metabolic syndrome, elevated blood cadmium levels and reduced blood selenium levels were potentially associated with a higher risk of all-cause mortality.

Indexed as

Cardio-Renal SyndromeCardiovascular DiseasesEnvironmental ExposureEnvironmental PollutantsMetabolic SyndromeMetals, HeavyAdultCohort StudiesFemaleHumansMaleMiddle AgedNutrition SurveysSeleniumUnited StatesEnvironmental PollutantsMetals, HeavySeleniumBlood metalsCardiovascular mortalityCKM syndromeMortalityNHANES

Identifiers

PMID42402419
PMCPMC13366184

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.