ArticleFrontiers in public health2023
Causality of particulate matter on cardiovascular diseases and cardiovascular biomarkers.
Article in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Gene-Air Pollution Interaction in Cardiovascular Disease: Lights and Shadows in a Tangled Risk Factor Network.International journal of molecular sciences · 2026Review
- Effect of natural environmental changes on Hainan migratory population with hypertension in China and related plasma metabolism features.Scientific reports · 2025Article
- Effect modification by cardiovascular and metabolic disease onset on long-term PMScientific reports · 2025Article
- The role of individual and regional environment factors on levels of a cardiovascular risk predictor in middle-aged and older Chinese adults.Journal of global health · 2025Article
- Air pollution and coronary atherosclerosis.Future cardiology · 2025Review
- Article
- Influence of air pollution on the nonaccidental death before and after the outbreak of COVID-19.BMC public health · 2024Article
- Particulate matter 2.5 causally increased genetic risk of autism spectrum disorder.BMC psychiatry · 2024Article
- Effect of intermediate-term firewood smoke air pollution on cardiometabolic risk factors and inflammatory markers.Frontiers in cardiovascular medicine · 2023Article
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Authors and funding
6 authors.
Funding
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Abstract
Background: Previous observational studies have shown that the prevalence of cardiovascular diseases (CVDs) is related to particulate matter (PM). However, given the methodological limitations of conventional observational research, it is difficult to identify causality conclusively. To explore the causality of PM on CVDs and cardiovascular biomarkers, we conducted a Mendelian randomization (MR) analysis. Method: In this study, we obtained summary-level data for CVDs and cardiovascular biomarkers including atrial fibrillation (AF), heart failure (HF), myocardial infarction (MI), ischemic stroke (IS), stroke subtypes, body mass index (BMI), lipid traits, fasting glucose, fasting insulin, and blood pressure from several large genome-wide association studies (GWASs). Then we used two-sample MR to assess the causality of PM on CVDs and cardiovascular biomarkers, 16 single nucleotide polymorphisms (SNPs) for PM2.5 and 6 SNPs for PM10 were obtained from UK Biobank participants. Inverse variance weighting (IVW) analyses under the fixed effects model were used as the main analytical method to calculate MR Estimates, followed by multiple sensitivity analyses to confirm the robustness of the results. Results: Our study revealed increases in PM2.5 concentration were significantly related to a higher risk of MI (odds ratio (OR), 2.578; 95% confidence interval (CI), 1.611-4.127; Conclusion: At the genetic level, our study suggested the causality of PM2.5 on MI, TG, as well HDL-C, and revealed the causality of PM10 on HF, IS, and HDL-C. Our findings indicated the need for continued improvements in air pollution abatement for CVDs prevention.
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