Evidence map›Paper›PMID 42288595›Full record

ArticleScientific reports2026

The metal mixture inflammatory index has been associated with an increased prevalence of chronic obstructive pulmonary disease and higher all-cause mortality.

Zixing Yan, Xinyun Xie, Ziming Wang

Abstract read
In one paragraph

Article in Scientific reports, 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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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Zixing Yan *Department of Gastroenterology, Fuzhou Hospital of Traditional Chinese Medicine Affiliated to Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian, China.
Xinyun Xie *Department of Respiratory and Oncology, Chengdu Sixth People's Hospital, Chengdu, Sichuan, China.
Ziming WangDepartment of Thoracic Surgery, Shanghai Pulmonary Hospital, School of Medicine, Tongji University, No. 507 Zhengmin Road, Shanghai, 200443, China. zmwang0123@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Chronic obstructive pulmonary disease (COPD) is a common respiratory condition with increasing prevalence and mortality worldwide. The Metal Mixture Inflammation Index (MMII) is a novel metric designed to quantify the potential impact of mixed heavy metal exposure on systemic low-grade inflammation. The weight-adjusted waist index (WWI) has emerged as a new anthropometric indicator of obesity. This study aimed to investigate the association between MMII and COPD, assess the mediating role of WWI, and evaluate the relationship between MMII and both all-cause and cardiovascular mortality among individuals with COPD. A study was conducted using data from the 2005-2018 National Health and Nutrition Examination Survey (NHANES). Logistic regression, subgroup analysis, and restricted cubic spline (RCS) models were employed to examine the association between MMII and COPD prevalence. Mediation analysis was performed to explore the potential mediating effect of WWI on the relationship between MMII and COPD. Additionally, Cox proportional hazards models were used to assess the associations between MMII and all-cause and cardiovascular mortality in individuals with and without COPD. A total of 11,577 participants were included, comprising 550 individuals with COPD and 11,027 without COPD. After adjustment for known confounders in multivariable logistic regression models, each unit increase in MMII and WWI was associated with a 5.85-fold (OR = 5.85, 95% CI: 3.41-10.03) and 1.30-fold (OR = 1.30, 95% CI: 1.06-1.59) increase in the odds of COPD, respectively. Similar results were observed when MMII and WWI were categorized into tertiles, with a significant dose-response trend (P for trend < 0.05). RCS models revealed a linear positive association between both MMII and WWI with COPD prevalence. Mediation analysis indicated that WWI exerted significant direct and indirect effects, accounting for 2.40% of the association between MMII and COPD. Moreover, higher MMII levels were associated with increased all-cause mortality in the general population (HR = 2.41, P < 0.001), COPD population (HR = 2.62, P = 0.033), and non-COPD population (HR = 2.04, P < 0.001). No significant association was found between MMII and cardiovascular mortality. MMII was positively and linearly associated with COPD prevalence. Elevated MMII levels were independently associated with increased all-cause mortality among the overall, COPD, and non-COPD populations, but no significant relationship was observed with cardiovascular mortality. In addition, WWI partially mediated this association, suggesting a role for obesity in the pathway linking metal mixture exposure to COPD.

Indexed as

InflammationMetals, HeavyPulmonary Disease, Chronic ObstructiveAgedCardiovascular DiseasesFemaleHumansMaleMiddle AgedNutrition SurveysPrevalenceMetals, HeavyChronic obstructive pulmonary diseaseMediation analysisMetal mixture inflammatory indexMortalityWeight-adjusted waist index

Identifiers

PMID42288595
PMCPMC13522601

What Socratic holds

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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 Socratic graph.