Evidence map›Paper›PMID 39256588›Full record

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.

Shudi Pan, Zhenjiang Li, Bruna Rubbo, Victoria Quon-Chow, Jiawen Carmen Chen, Brittney O Baumert, Erika Garcia, Max T Aung, David V Conti, Lida Chatzi

Abstract readScoping Review
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
20citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

20 citing papers in PubMed.

  1. Article
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  6. Article
  7. Review
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  9. Article
  10. Article
  11. Review
  12. Article
  13. Review
  14. Article
  15. The role of per- and polyfluoroalkyl substances in cognitive impairment and dementia.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2025
    Review
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Shudi PanDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA. shudipan@usc.edu.ORCID http://orcid.org/0000-0003-2583-2607
Zhenjiang LiDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
Bruna RubboDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
Victoria Quon-ChowDepartment of Dana and David Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, CA, USA.
Jiawen Carmen ChenDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
Brittney O BaumertDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
Erika GarciaDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
Max T AungDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
David V ContiDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.
Lida ChatziDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern, California, Los Angeles, CA, USA.

Funding

Translational Research Support CoreP30ES007048 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI ROB S MCCONNELL · 1996 to 2026
$46.4M
Teen Longitudinal Assessment of Bariatric Surgery (Teen-LABS) Research ProjectUM1DK072493 · NIDDK · UNIVERSITY OF COLORADO DENVER · PI INGE, THOMAS HARRIS · 2011 to 2020
$10.5M
Teen Longitudinal Assessment of Bariatric Surgery (Teen-LABS) renewalUM1DK095710 · NIDDK · UNIVERSITY OF CINCINNATI · PI JENKINS, TODD M, XIE, CHANGCHUN · 2011 to 2020
$9.4M
Training Grant in Genomic Analysis and InterpretationT32ES013678 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI GAUDERMAN, WILLIAM JAMES, MCCONNELL, ROB S · 2006 to 2023
$5.6M
Effects of DDE exposure on adipose tissue function, weight loss and metabolic improvement after bariatric surgery: A new paradigm for study of lipophilic chemicalsR01ES030364 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CHATZI, VAIA LIDA · 2020 to 2024
$3.2M
Environmental Chemical Exposures and Longitudinal Changes of Glucose Metabolism, Insulin Sensitivity and B Cell Function in YouthR01ES029944 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CHATZI, VAIA LIDA · 2019 to 2023
$3.1M
Longitudinal integration of environmental exposures, omics, and childhood NAFLD (LEON) StudyU01HG013288 · NHGRI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI AUNG, TUN (MAX) M, CHATZI, VAIA LIDA · 2023 to 2025
$2.4M
Hepatotoxic effects of perfluoroalkyl substances: a new epidemiological approach for studying environmental fatty liver diseaseR01ES030691 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CHATZI, VAIA LIDA · 2020 to 2022
$1.9M
NHGRI NIH HHS U01 HG013288NIDDK NIH HHS UM1 DK072493NIDDK NIH HHS UM1 DK095710NIEHS NIH HHS P30 ES007048NIEHS NIH HHS R01 ES029944NIEHS NIH HHS R01 ES030364NIEHS NIH HHS R01 ES030691NIEHS NIH HHS T32 ES013678
6 · The paper itself

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.

Indexed as

Environmental ExposureEnvironmental PollutantsPersistent Organic PollutantsBayes TheoremEpidemiologic StudiesHumansEnvironmental PollutantsPersistent Organic PollutantsChemicals in ProductsEpidemiologyMixture Analysis MethodsMixturesPerfluorinated ChemicalsPesticides

Identifiers

PMID39256588
PMCPMC11891089

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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 OpenQuestion graph.