Evidence map›Paper›PMID 40809763›Full record

ArticleFrontiers in public health2025

The relationship between mixed exposure to blood metal and serum neurofilament light chain levels in the general U.S. population: an unsupervised clustering approach.

Jiyu Nie, Lin Wen, Zhentian Lai, Chuhang Lin, Haiyin Li, Jing Zhang, Shen Xie, Xiaosong Ben, Chunxia Jing

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Article in Frontiers in public health, 2025. 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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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Jiyu Nie *Department of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.
Lin Wen *Department of Medical Records, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China.
Zhentian LaiDepartment of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.
Chuhang LinDepartment of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.
Haiyin LiDepartment of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.
Jing ZhangDepartment of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.
Shen XieDepartment of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.
Xiaosong BenDepartment of Thoracic Surgery, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Guangzhou, China.
Chunxia JingDepartment of Public Health and Preventive Medicine, School of Medicine, Jinan University, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Serum neurofilament light chain (sNfL) has demonstrate significant clinical value in quantifying neuronal injury. Concurrently, extensive evidence has linked metal exposure to neurotoxic effects. However, the potential association between metal exposure and circulating sNfL levels remains uninvestigated in population-based study. Objective: We applied a novel unsupervised clustering method (k-medoids) incorporating blood metals concentrations to stratify the general U. S. population into different exposure profiles to investigate the association between metal exposure and sNfL levels. Methods: We analyzed data from the 2013-2014 NHANES cycle, and 513 participants were included in this study. Multivariate regression model, Bayesian kernel regression (BKMR) and quantile g-computation (QGC) were used to assess the relationship between individual and mixed metal exposure and sNfL. Results: Multivariate regression revealed a significant positive association between blood cadmium concentrations and elevated sNfL levels in the overall population (β = 0.115, 95%CI: 0.039-0.190, Conclusion: This study provides systematic evidence that blood cadmium concentration can be used as the predominant driver of early neuronal injury, as objectively quantified through sNfL biomarker.

Indexed as

Environmental ExposureMetalsNeurofilament ProteinsAdultBiomarkersCadmiumCluster AnalysisFemaleHumansMaleMiddle AgedNutrition SurveysUnited StatesBiomarkersCadmiumMetalsneurofilament protein LNeurofilament ProteinsBKMRG-computationmetal exposureserum neurofilament light chainunsupervised machine learning

Identifiers

PMID40809763
PMCPMC12343511

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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.