ArticleJournal of exposure science & environmental epidemiology2025
Applications of mixture methods in epidemiological studies investigating the health impact of persistent organic pollutants exposures: a scoping review.
Article in Journal of exposure science & environmental epidemiology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
What it found
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Who cites it
20 citing papers in PubMed.
- Environmental Mixture-Health Associations: Current Analytical Practice and Reporting Recommendations.China CDC weekly · 2026Article
- A two-step Bayesian clustering approach to relate PFAS mixture profiles and dietary patterns in early pregnancy.Environmental research · 2026Article
- Agricultural pesticide use and Alzheimer's disease dementia prevalence across US counties in a mixed supervised-unsupervised analysis.Scientific reports · 2026Article
- Associations of exposure to cotinine, polycyclic aromatic hydrocarbon, and metal(loid) mixtures during pregnancy with birth weight: the MIEHR study.Journal of exposure science & environmental epidemiology · 2026Article
- A Practical Framework for Incorporating Complex Survey Design in Bayesian Kernel Machine Regression.Stats · 2026Article
- Cold Waves and Elevation Strengthen the Association of Particulate Matter Exposure With Hypertension Prevalence: A Large Multiregional Study in China.Journal of the American Heart Association · 2026Article
- Environmental Pollutants and Food Allergy: From Traditional Triggers to Emerging Hazards.Clinical reviews in allergy & immunology · 2026Review
- Environmental Pollution and Its Impact on Kidney Diseases: A Comprehensive Review of Current Evidence.Life (Basel, Switzerland) · 2026Review
- Long-Term Per- and Polyfluoroalkyl Substances Exposure and Kidney Function in Taiwanese Adolescents and Young Adults: A 10-Year Prospective Cohort Study.Journal of xenobiotics · 2026Article
- Global prostate cancer risk associated with microplastic exposure: a statistical and machine learning analysis.Frontiers in public health · 2026Article
- Broad Applications of Distributed Lag Non-Linear Model in Public Health: A Comprehensive Review.GeoHealth · 2025Review
- Uncovering Exposure Patterns of Metals, PFAS, Phthalates, and PAHs and Their Combined Effect on Liver Injury Markers.Journal of xenobiotics · 2025Article
- Harnessing Geospatial Artificial Intelligence (GeoAI) for Environmental Epidemiology: A Narrative Review.Current environmental health reports · 2025Review
- Examining the association between gestational phenol exposure and infant non-nutritive suck in two Environmental influences on Child Health Outcomes cohorts.Environmental epidemiology (Philadelphia, Pa.) · 2025Article
- The role of per- and polyfluoroalkyl substances in cognitive impairment and dementia.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025Review
- Metabolic Signatures in Adipose Tissue Linking Lipophilic Persistent Organic Pollutant Mixtures to Blood Pressure Five Years After Bariatric Surgery Among Adolescents.Environmental science & technology · 2025Article
- The need for a cancer exposome atlas: a scoping review.JNCI cancer spectrum · 2025Article
- Article
- Relationship between air pollution exposure and insulin resistance in Chinese middle-aged and older populations: evidence from Chinese cohort.Frontiers in public health · 2025Article
- Integration of Immunometabolic Composite Indices and Machine Learning for Diabetic Retinopathy Risk Stratification: Insights from NHANES 2011 - 2020.Ophthalmology scienceArticle
Corrections and comments
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Authors and funding
10 authors.
Funding
Abstract
backgroundPersistent organic pollutants (POPs) are environmental chemicals characterized by long half-lives in nature and human bodies, posing significant health risks. The concept of the exposome, encompassing all lifetime environmental exposures, underscores the importance of studying POP as mixtures rather than in isolation. The increasing body of evidence on the health impacts of POP mixtures necessitates the proper application of statistical methods.
objectivesWe aimed to summarize studies on the overall effects of POP mixtures, identify patterns in applications of mixture methods-statistical methods for investigating the association of mixtures-and highlight current challenges in synthesizing epidemiologic evidence of POP mixtures on health effects as illustrated through a case study.
methodsWe conducted a systematic literature search on PubMed and Embase for epidemiological studies published between January 2011 and April 2023.
resultsWe included 240 studies that met our eligibility criteria. 126 studies focused on per- and polyfluoroalkyl substances (PFAS) mixtures only, while 40 analyzed three or more classes of POPs in mixture analyses. We identified 23 unique mixture methods used to estimate the overall effects of POP mixtures, with Bayesian Kernel Machine Regression (BKMR), a type of response-surface modeling, being the most common. Additionally, 22.9% of studies used a combination of methods, including response-surface modeling, index modeling, dimension reduction, and latent variable models. The most extensively explored health outcome category was body weight and birth sizes (n = 43), and neurological outcomes (n = 41). In the case study of PFAS mixtures and birth weight, 12 studies showed negative associations, while 4 showed null results, and 2 showed positive associations. IMPACT STATEMENT: This scoping review consolidates the existing literature on the overall effects of POP mixtures using statistical methods. By providing a comprehensive overview, our study illuminates the present landscape of knowledge in this field and underscores the methodological hurdles prevalent in epidemiological studies focused on POP mixtures. Through this analysis, we aim to steer future research directions, fostering a more nuanced comprehension of the intricate dynamics involved in assessing the health effects of POP mixtures. Our work stands as a significant contribution to the ongoing exploration of the chemical exposome.
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