Evidence map›Paper›PMID 40311333›Full record

ArticleThe Science of the total environment2025

High-dimensional mediation analysis to elucidate the role of metabolites in the association between PFAS exposure and reduced SARS-CoV-2 IgG in pregnancy.

Haibin Guan, Jia Chen, Kirtan Kaur, Bushra Amreen, Corina Lesseur, Georgia Dolios, Syam S Andra, Srinivasan Narasimhan, Divya Pulivarthi, Vishal Midya and 4 more

Abstract read
In one paragraph

Article in The Science of the total environment, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Review
  3. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

14 authors.

Haibin GuanDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Jia ChenDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA. Electronic address: jia.chen@mssm.edu.
Kirtan KaurDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Bushra AmreenDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Corina LesseurDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Georgia DoliosDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Syam S AndraDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Srinivasan NarasimhanDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Divya PulivarthiDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Vishal MidyaDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Lotje D De WitteDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Veerle BerginkDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Anna-Sophie RommelDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
Lauren M PetrickDepartment of Environmental Medicine, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Institute for Exposomic Research, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; The Bert Strassburger Metabolic Center, Sheba Medical Center, Tel-Hashomer, Israel. Electronic address: lauren.petrick@mssm.edu.

Funding

Conduits: Mount Sinai Health System Translational Science HubUL1TR004419 · NCATS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Rosalind J Wright · 2022 to 2026
$46.4M
Untargeted Analysis ResourceU2CES026561 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI WRIGHT, ROBERT O · 2015 to 2025
$24.5M
The Mount Sinai Transdisciplinary Center on Early Environmental ExposuresP30ES023515 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Chris Gennings · 2014 to 2026
$21.3M
Untargeted Analysis ResourceU2CES030859 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI ARORA, MANISH · 2019 to 2025
$8.2M
Research Training Program in Pediatric ExposomicsT32HD049311 · NICHD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KECIA Nicole CARROLL, Robert O Wright · 2007 to 2026
$7.4M
The longer-term impact of prenatal exposure to SARS-CoV-2 infection and the COVID-19 vaccine on behavior, cognition, and brain functioning in the childR01HD109613 · NICHD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Anna-Sophie Rommel · 2022 to 2026
$3.6M
NCATS NIH HHS UL1 TR004419NICHD NIH HHS R01 HD109613NICHD NIH HHS T32 HD049311NIEHS NIH HHS P30 ES023515NIEHS NIH HHS U2C ES026561NIEHS NIH HHS U2C ES030859
6 · The paper itself

Abstract

We previously found that per- and polyfluoroalkyl substances (PFAS) mixture exposure is inversely associated with SARS-CoV-2 IgG (IgG) antibody levels in pregnant individuals. Here, we aim to identify metabolites mediating this relationship to elucidate the underlying biological pathways. This cross-sectional study included 59 pregnant participants from a US-based pregnancy cohort. Untargeted metabolomic profiling was performed using Liquid Chromatography-High Resolution Mass Spectrometry (LC-HRMS), and Weighted Quantile Sum (WQS) regression was applied to assess the PFAS and metabolites mixture effects on IgG. Metabolite indices positively or negatively associated with IgG levels were constructed separately and their mediation effects were examined independently and jointly. The PFAS-index was negatively associated with IgG levels (beta = -0.315, p < 0.001), with PFHpS and PFHxS as major contributors. Two metabolites-indices were constructed, one positively (beta = 1.249, p < 0.001) and one negatively (beta = -1.200, p < 0.001) associated with IgG. Key contributors for these indices included trigonelline, adipate, p-octopamine, and n-acetylproline. Analysis of a single mediator showed that 74.6 % (95 % CI: 45.9 %, 98.0 %) and 68.6 % (95 % CI: 41.8 %, 94.1 %) of the PFAS index-IgG total effect were mediated by the negative and positive metabolites-indices, respectively. Joint analysis of the metabolites-indices indicated a cumulative mediation effect of 83.8 % (95 % CI: 58.1 %, 98.7 %). Enriched pathways associated with these metabolites-indices were phenylalanine, tyrosine, and tryptophan biosynthesis and arginine metabolism. We observed significant mediation effects of plasma metabolites on the PFAS-IgG relationship, suggesting that PFAS is associated with alteration in the balance of plasma metabolites that contributes to reduced plasma IgG production.

Indexed as

COVID-19Environmental ExposureEnvironmental PollutantsFluorocarbonsImmunoglobulin GAdultCross-Sectional StudiesFemaleHumansMediation AnalysisPregnancySARS-CoV-2Environmental PollutantsFluorocarbonsImmunoglobulin GMediation analysisMetabolomicsMixture modelingPer- and polyfluoroalkyl substances (PFAS)SARS-CoV-2 IgG antibodyWeighted quantile sum regression

Identifiers

PMID40311333
PMCPMC12160087

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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.