Evidence map›Paper›PMID 41039080›Full record

ArticleJournal of exposure science & environmental epidemiology2025

Evaluation and comparison of tools used to quantify aggregate PFAS exposure: Extractable organic fluorine, PFAS burden scores and summed PFAS concentrations.

Rachel A Klein, Shelley H Liu, Joseph M Braun, Katherine E Manz

Abstract readComparative Study
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 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Rachel A KleinDepartment of Environmental Health Science, University of Michigan, 1415 E Washington Heights, Ann Arbor, MI, 48109, USA.
Shelley H LiuDepartment of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, New York, 10029, USA.
Joseph M BraunDepartment of Epidemiology, Brown University, Providence, Rhode ISL, 02912, USA.
Katherine E ManzDepartment of Environmental Health Science, University of Michigan, 1415 E Washington Heights, Ann Arbor, MI, 48109, USA. katmanz@umich.edu.

Funding

The PFAS exposure burden calculator: A novel tool for cross-study harmonization, biomonitoring and report-backR01ES035804 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Shelley Han Liu · 2025 to 2026
$762k
Improving precision in modeling childhood executive function trajectories using psychometricsK25HD104918 · NICHD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI LIU, SHELLEY HAN · 2021 to 2025
$651k
Assessment of Early Life PFAS Exposure in Perinatal Biospecimens, Infant Formula, and Breastmilk.K01ES035398 · NIEHS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI MANZ, KATHERINE ELIZABETH · 2023 to 2025
$552k
Endocrine disruptors and insulin resistance: quantifying impacts with a novel exposure burden scoreR03ES033374 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI LIU, SHELLEY HAN · 2021 to 2022
$185k
NICHD NIH HHS K25 HD104918NIEHS NIH HHS K01 ES035398NIEHS NIH HHS R01 ES035804NIEHS NIH HHS R03 ES033374
6 · The paper itself

Abstract

backgroundBioaccumulation, widespread usage, and adverse human health effects emphasize per- and polyfluoroalkyl substances (PFAS) as an important public health concern. There is a need for an aggregate PFAS exposure measure due to the increasing diversity of structures. Aggregate measures are important for informing clinical care, biomonitoring, and research standardization. Current approaches for human biomonitoring of PFAS include targeting and quantifying a limited number of molecules and estimating exposure based on summed concentrations or statistical modeling. Extractable organofluorine (EOF) has been proposed as an aggregate PFAS biomarker that quantifies the total organically bound fluorine in a sample, encompassing PFAS regardless of knowing the exact chemical structures. However, EOF in human biomonitoring studies or environmental epidemiology is limited.

objectiveThe objective of this study is to comprehensively assess human studies that measure EOF and target PFAS in the same sample by conducting a literature search, data extraction, and secondary data analysis.

methodsWe assessed the correlation of three aggregate PFAS exposure metrics with each other: EOF, adjusted summed concentrations of PFAS identified by the National Academies of Science Engineering and Medicine (NASEM), and PFAS burden scores.

resultsAcross 8 published studies from US, Asia and Europe with 163 samples, EOF concentrations were higher than NASEM summed PFAS concentrations, and EOF was strongly associated with PFAS burden scores and NASEM sum. EOF does not identify or differentiate non-PFAS sources of fluorine which limits identification of individual molecules and their potential toxicity. SIGNIFICANCE: Correlations between EOF, summed targeted PFAS concentrations, and PFAS burden scores demonstrated that EOF is a practical tool for estimating PFAS exposure and identifying individuals with high exposure to PFAS. Thus, EOF could be utilized for identifying individuals or sub-populations with high aggregate PFAS exposure. Practical considerations in laboratory analyses, including instrumentation, sample matrix, and sample extraction procedure, remain potential barriers to widespread implementation of EOF as a biomonitoring tool. IMPACT: This study highlights the potential of extractable organofluorine (EOF) as a comprehensive biomarker for assessing aggregate PFAS exposure in human populations. By analyzing data from eight studies across the US, Asia, and Europe, we found that EOF concentrations were higher than summed PFAS concentrations and correlated strongly with PFAS burden scores. Although EOF does not identify specific fluorine sources, its strong associations suggest it is a practical tool for detecting high PFAS exposure. While EOF offers promise for identifying at-risk populations, practical challenges in laboratory analyses may limit its widespread use in biomonitoring programs.

Indexed as

Biological MonitoringEnvironmental ExposureEnvironmental MonitoringEnvironmental PollutantsFluorineFluorocarbonsBiomarkersHumansBiomarkersEnvironmental PollutantsFluorineFluorocarbonsExposure assessmentExtractable organic fluorinePFAS burden scoresTargeted PFAS analysis

Identifiers

PMID41039080
PMCPMC12583196

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Registered trials

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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.