Evidence map›Paper›PMID 41824853›Full record

ArticleMedicine2026

Genetic association and potential mediators between metabolic syndrome and chronic obstructive pulmonary disease: A Mendelian randomization study.

Yunlong Zhang, Qun Zhang

Abstract read
In one paragraph

Article in 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.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

2 authors.

Yunlong ZhangThe First Clinical College of Shandong University of Traditional Chinese Medicine, Jinan, China.
Qun ZhangDepartment of Science and Education, Guang'anmen Hospital Jinan Hospital (Jinan Municipal Hospital of Traditional Chinese Medicine), Jinan, China.ORCID 0009-0002-4748-6469

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Chronic obstructive pulmonary disease (COPD) is a common and serious health issue. Epidemiological studies indicate a significant link between metabolic syndrome (MetS) and its components with the risk of developing COPD. However, observational studies are prone to confounding and reverse causation, so the causal relationship and underlying mechanisms between MetS and COPD remain unclear. This study used 2-sample Mendelian randomization (MR) to examine the causal relationship between MetS, its components, and COPD. Univariable Mendelian randomization identified causal links, followed by multivariable Mendelian randomization (MVMR) to assess regulatory effects of risk factors. A 2-step MR approach further explored mediation mechanisms. Genetic data were obtained from large genome-wide association study consortia of European populations. Genetically predicted MetS significantly increased COPD risk (OR = 1.53; 95% CI: 1.37-1.70; P = 6.63e-15). Among its components, waist circumference and hypertension were key contributors, while higher fasting glucose appeared protective. MVMR analysis revealed that the association between MetS and COPD is primarily mediated by body mass index (BMI), as the association was no longer significant after adjusting for BMI. Two-step MR confirmed BMI mediated most (86-94%) of MetS and waist circumference effects on COPD, with alcohol consumption having a smaller, opposite mediating effect. No evidence supported a reverse causal effect of COPD on MetS. This study demonstrates that genetically predicted MetS, particularly obesity and hypertension, causally increases COPD risk, with BMI as a key mediator. Proactive weight management could effectively prevent COPD in MetS patients.

Indexed as

Metabolic SyndromePulmonary Disease, Chronic ObstructiveBody Mass IndexGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansHypertensionMendelian Randomization AnalysisPolymorphism, Single NucleotideRisk FactorsWaist Circumferencebody mass indexcausal effectchronic obstructive pulmonary diseaseMendelian randomizationmetabolic syndrome

Identifiers

PMID41824853
PMCPMC12991744

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