Evidence map›Paper›PMID 34500361›Full record

ArticleEnvironment international2021

Prenatal and postnatal exposure to PFAS and cardiometabolic factors and inflammation status in children from six European cohorts.

Eleni Papadopoulou, Nikos Stratakis, Xavier Basagaña, Anne Lise Brantsæter, Maribel Casas, Serena Fossati, Regina Gražulevičienė, Line Småstuen Haug, Barbara Heude, Léa Maitre and 13 more

Open access · goldAbstract read
In one paragraph

Article in Environment international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
38citing papers in PubMed, 3 pooled it
6.2field-weighted citation impact, top 2% of its field
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

38 citing papers in PubMed, 3 syntheses or guidelines pooled it, 88 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Article
  5. Stress-activated pathways mediate PFAS effects on human placental syncytiotrophoblast cells.Toxicological sciences : an official journal of the Society of Toxicology · 2026
    Article
  6. Combined Effects of PFAS and Metals on Cognitive Function.Environments (Basel, Switzerland) · 2026
    Article
  7. Article
  8. Article
  9. Review
  10. Review
  11. Article
  12. Article
  13. Epigenetic Consequences of In Utero PFAS Exposure: Implications for Development and Long-Term Health.International journal of environmental research and public health · 2025
    Review
  14. Article
  15. Global research trends on the human exposome: a bibliometric analysis (2005-2024).Environmental science and pollution research international · 2025
    Review
  16. Review
  17. Article
  18. Article
  19. Article
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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

23 authors at 13 institutions in 8 countries.

Eleni PapadopoulouNorwegian Institute of Public Health, Oslo, Norway. Electronic address: elpa@fhi.no.
Nikos StratakisDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA; Department of Complex Genetics and Epidemiology, CAPHRI School for Public Health and Primary Care, University of Maastricht, Maastricht, the Netherlands.
Xavier BasagañaISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologia y Salud Pública (CIBERESP), Madrid, Spain.
Anne Lise BrantsæterNorwegian Institute of Public Health, Oslo, Norway.
Maribel CasasISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologia y Salud Pública (CIBERESP), Madrid, Spain.
Serena FossatiISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologia y Salud Pública (CIBERESP), Madrid, Spain.
Regina GražulevičienėDepartment of Environmental Sciences, Vytautas Magnus University, Kaunas, Lithuania.
Line Småstuen HaugNorwegian Institute of Public Health, Oslo, Norway.
Barbara HeudeCentre for Research in Epidemiology and Statistics, INSERM, Université de Paris, INRAe, Paris, France.
Léa MaitreISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologia y Salud Pública (CIBERESP), Madrid, Spain.
Rosemary R C McEachanBradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK.
Oliver RobinsonMRC Centre for Environment and Health, School of Public Health, Imperial College London, UK.
Theano RoumeliotakiDepartment of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Crete, Greece.
Eduard SabidóProteomics Unit, Centre de Regulació Genòmica, Barcelona Institute of Science and Technology, Barcelona, Spain.
Eva BorràsProteomics Unit, Centre de Regulació Genòmica, Barcelona Institute of Science and Technology, Barcelona, Spain.
Jose UrquizaISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologia y Salud Pública (CIBERESP), Madrid, Spain.
Marina VafeiadiDepartment of Social Medicine, Faculty of Medicine, University of Crete, Heraklion, Crete, Greece.
Yinqi ZhaoDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA.
Rémy SlamaTeam of Environmental Epidemiology applied to Reproduction and Respiratory Health, Inserm, CNRS, University Grenoble Alpes, Institute of Advanced Biosciences, Joint research center (U1209), La Tronche, Grenoble, France.
John WrightBradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK.
David V ContiDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA.
Martine VrijheidISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologia y Salud Pública (CIBERESP), Madrid, Spain.
Lida ChatziDepartment of Preventive Medicine, Keck School of Medicine, University of Southern California, Los Angeles, USA.
Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública · ESNorwegian Institute of Public Health · NOUniversity of Southern California · USBarcelona Institute for Global Health · ESCentre for Genomic Regulation · ESInserm · FRUniversity of Crete · GRBradford Royal Infirmary · GBBradford Teaching Hospitals NHS Foundation Trust · GBMaastricht University · NLMRC Centre for Environment and HealthPompeu Fabra University · ESVytautas Magnus University · LT

Funding

Translational Research Support CoreP30ES007048 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI ROB S MCCONNELL · 1996 to 2026
$46.4M
Statistical Methods for Integrative Genomics in CancerP01CA196569 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Paul Marjoram · 2016 to 2026
$25.5M
USC RESEARCH CENTER FOR LIVER DISEASES: PILOT PROGRAMSP30DK048522 · NIDDK · UNIVERSITY OF SOUTHERN CALIFORNIA · PI OOKHTENS, MURAD · 1995 to 2020
$21.8M
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
Incorporating intermediate biomarkers of folate with colorectal cancerR01CA140561 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CONTI, DAVID V, SCHUMACHER, FREDRICK RAY · 2011 to 2015
$1.9M
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
HIERARCHICAL MODELING OF INTERACTIONS IN GENOME-WIDE AND PATHWAY-BASED STUDIESR01ES016813 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CONTI, DAVID V · 2009 to 2010
$1.1M
The adipose exposome effects on the plasma metabolome, body composition and metabolic outcomes after bariatric surgeryR21ES028903 · NIEHS · EMORY UNIVERSITY · PI CHATZI, VAIA LIDA, ZIEGLER, THOMAS R · 2018 to 2019
$455k
Developmental origins of child liver injury: Effects of prenatal environmental exposuresR21ES029681 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI CHATZI, VAIA LIDA · 2019 to 2020
$453k
Department of Health RP-PG-0407-10044NCI NIH HHS P01 CA196569NCI NIH HHS R01 CA140561NIDDK NIH HHS P30 DK048522NIEHS NIH HHS P30 ES007048NIEHS NIH HHS R01 ES016813NIEHS NIH HHS R01 ES029944NIEHS NIH HHS R01 ES030364NIEHS NIH HHS R01 ES030691NIEHS NIH HHS R21 ES028903NIEHS NIH HHS R21 ES029681
6 · The paper itself

Abstract

Developing children are particularly vulnerable to the effects of exposure to per- and polyfluoroalkyl substances (PFAS), a group of endocrine disrupting chemicals. We hypothesized that early life exposure to PFASs is associated with poor metabolic health in children. We studied the association between prenatal and postnatal PFASs mixture exposure and cardiometabolic health in children, and the role of inflammatory proteins. In 1,101 mothers-child pairs from the Human Early Life Exposome project, we measured the concentrations of PFAS in blood collected in pregnancy and at 8 years (range = 6-12 years). We applied Bayesian Kernel Machine regression (BKMR) to estimate the associations between exposure to PFAS mixture and the cardiometabolic factors as age and sex- specific z-scores of waist circumference (WC), systolic and diastolic blood pressures (BP), and concentrations of triglycerides (TG), high-density lipoprotein (HDL-C) and low-density lipoprotein (LDL-C) cholesterol. We measured thirty six inflammatory biomarkers in child plasma and examined the underlying role of inflammatory status for the exposure-outcome association by integrating the three panels into a network. Exposure to the PFAS mixture was positively associated with HDL-C and systolic BP, and negatively associated with WC, LDL-C and TG. When we examined the independent effects of the individual chemicals in the mixture, prenatal PFHxS was negatively associated with HDL-C and prenatal PFNA was positively associated with WC and these were opposing directions from the overall mixture. Further, the network consisted of five distinct communities connected with positive and negative correlations. The selected inflammatory biomarkers were positively, while the postnatal PFAS were negatively related with the included cardiometabolic factors, and only prenatal PFOA was positively related with the pro-inflammatory cytokine IL-1beta and WC. Our study supports that prenatal, rather than postnatal, PFAS exposure might contribute to an unfavorable lipidemic profile and adiposity in childhood.

Indexed as

Alkanesulfonic AcidsCardiovascular DiseasesEnvironmental PollutantsFluorocarbonsBayes TheoremFemaleHumansInflammationPregnancyAlkanesulfonic AcidsEnvironmental PollutantsFluorocarbonsAdiposityBKMRCardiometabolic riskHDLInflammationPFAS

Identifiers

PMID34500361
PMCPMC11847598
OpenAlexW3198134536

What OpenQuestion holds

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Read underepoch 390

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.