ArticleJournal of translational medicine2025
Heavy metals and their relationships with lung function and airway inflammation: insights from a population-based study.
Article in Journal of translational medicine, 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.
- Climate-amplified wildland-urban interface disasters create persistent internal metal mixtures associated with pulmonary impairment.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Associations between dietary fat-soluble vitamins and pulmonary function and airway inflammation: A cross-sectional study.Medicine · 2026Article
- Recent Progress in Adsorption Removal of Heavy Metal Ions from Wastewater Using Biomass-Based Materials.Gels (Basel, Switzerland) · 2026Review
- Heavy metals and mortality in cardiovascular-kidney-metabolic syndrome: Insights from the NHANES cohort.Medicine · 2025Article
- Prenatal exposure to metal(loid)s mixture and childhood lung function: Exploring sex-specific associations.Environmental epidemiology (Philadelphia, Pa.) · 2025Article
- Comments on "heavy metals and their relationships with lung function and airway inflammation: insights from a population-based study".Journal of translational medicine · 2025Article
- Commentary: Higher blood manganese level associated with increased risk of adult latent tuberculosis infection in the US population.Frontiers in public health · 2025Article
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Funding
Abstract
backgroundHumans are commonly exposed to various heavy metals, but their effects on human respiratory health, especially lung function and airway inflammation, remain poorly understood.
methodsThis study included data from the 2011-2012 National Health and Nutrition Examination Survey (NHANES) and utilized multivariable linear regression, subgroup analyses, interaction tests, Bayesian kernel machine regression (BKMR), and weighted quantile sum (WQS) regression to explore the relationship between heavy metals, airway inflammation, and lung function.
resultsThis study included 3576 adult participants. In the fully adjusted model, a positive relationship was observed between serum mercury (Hg) and fractional exhaled nitric oxide (FeNO) [0.20 (0.02, 0.37). Serum cadmium (Cd) had a significant negative connection with FEV1 [-106.22 (-143.64, -68.80)], FVC [-74.94 (-119.22, -30.66)], and FEV1/FVC [-1.35 (-1.82, -0.88)], serum lead (Pb) also showed a significant negative association with FEV₁ [-17.85 (-27.48, -8.21)], FVC [-14.84 (-26.22, -3.45)], and FEV₁/FVC [-0.14 (-0.26, -0.02)], while serum manganese (Mn) exhibited a significant positive relationship with FEV1/FVC [0.09 (0.02, 0.15)]. Selenium (Se) exposure showed a positive association with FEV₁ and FEV₁/FVC in Model 2, although these associations were not significant in the fully adjusted model. Subgroup analyses revealed that Body Mass Index (BMI) influenced the relationship between serum Hg, Mn, Se, Pb, and FeNO. BKMR analysis suggested a negative one-way exposure-response association among Cd exposure and FeNO, FEV1, and FEV1/FVC. The overall effect of co-exposure to the five heavy metals on FeNO levels was inhibitory. WQS analysis identified Cd exposure as the most significant negative associated factor on FeNO, FEV1, and FEV1/FVC. In contrast, Hg exposure was the most significant positive factor associated with FeNO, Se contributed the strongest positive weight to FEV₁ and FEV₁/FVC.
conclusionsWe found inconsistent associations between heavy metals, lung function, and airway inflammation. Cd and Pb exposure was associated with reduced lung function, whereas Hg exposure was positively associated with airway inflammation. Se contributed the strongest positive weight to FEV₁ and FEV₁/FVC in the WQS analysis, although Se was not significantly associated with FEV₁ and FEV₁/FVC in the fully adjusted model. These findings underscore the imperative for strengthened environmental regulation of heavy metal exposure. Future studies should employ more prospective methodologies to clarify these relationships.
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