Evidence map›Paper›PMID 42370611›Full record

ArticleAnnals of work exposures and health2026

Occupation and serum concentrations of per- and polyfluoroalkyl substances: data from the 2013 to 2014 National Health and Nutrition Examination Survey.

Abimbola Ojo, Karyn Heavner, Dhimiter Bello, Wenjun Li, Anila Bello

Abstract read
In one paragraph

Article in Annals of work exposures and health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Abimbola OjoDepartment of Public Health, University of Massachusetts Lowell, Zuckerberg College of Health Sciences, University of Massachusetts Lowell, 61 Wilder Street, O'Leary 540, Lowell, MA 01854, United States.ORCID 0009-0004-1948-3492
Karyn HeavnerDepartment of Public Health, University of Massachusetts Lowell, Zuckerberg College of Health Sciences, University of Massachusetts Lowell, 61 Wilder Street, O'Leary 540, Lowell, MA 01854, United States.ORCID 0000-0002-8231-4382
Dhimiter BelloDepartment of Biomedical and Nutritional Sciences, University of Massachusetts Lowell, Zuckerberg College of Health Sciences, University of Massachusetts Lowell, 883 Broadway Street, Dugan 108-C, Lowell, MA 01854, United States.ORCID 0000-0003-2402-5651
Wenjun LiDepartment of Public Health, University of Massachusetts Lowell, Zuckerberg College of Health Sciences, University of Massachusetts Lowell, 61 Wilder Street, O'Leary 540, Lowell, MA 01854, United States.ORCID 0000-0001-5335-7386
Anila BelloDepartment of Biomedical and Nutritional Sciences, University of Massachusetts Lowell, Zuckerberg College of Health Sciences, University of Massachusetts Lowell, 883 Broadway Street, Dugan 108-C, Lowell, MA 01854, United States.ORCID 0000-0002-9934-908X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundOccupational exposure to per- and polyfluoroalkyl substances (PFASs) is a growing concern, as workers may experience higher exposures compared to the general population. However, the contribution of occupational exposure to PFAS on overall body burden remains understudied.

objectiveThis study aims to identify occupational groups with high PFAS body burden based on the data from 2013 to 2014 National Health and Nutrition Examination Survey (NHANES) and assess potential health risks using the National Academy of Sciences, Engineering, and Medicine (NASEM) guidelines for clinicians.

methodsSerum concentration of 12 PFAS compounds among U.S. residents aged ≥16 yr was obtained from the 2013 to 2014 NHANES (N = 2099), which provides the most recent cycle with detailed information on current and longest jobs. Occupational history was obtained from 2010 U.S. Bureau of the Census Industrial & Occupational Classification coding system reported in the NHANES dataset. Occupations and industries associated with the highest PFAS body burden were determined and categorized into 3 risk groups per NASEM thresholds (<2, 2 to 20, and >20 ng/mL) for the sum of 7 PFAS. Survey-weighted linear regressions were conducted to compare PFAS levels across 23 occupational/industry groups, stratified by gender and age.

resultsHigher total PFAS concentrations (sum of all detectable PFAS) were observed for both current and longest jobs (GMs: 12.4 to 14.4 ng/mL) in construction/extraction, installation/maintenance/repair, and arts/design/entertainment/sports/media occupations. PFOA, PFOS, PFHxS, and PFNA accounted for >70% of total PFAS body burden. Over 20% of participants exceeded the NASEM high-risk threshold (≥20 ng/mL) in installation/maintenance/repair, construction, manufacturing, durable goods, and transportation/warehousing, with GMs ranging from 28.6 to 37.6 ng/mL. Elevated PFAS levels were observed in construction and installation/maintenance/repair groups in adjusted models, relative to their respective reference groups. Significantly elevated associations were most pronounced among adults aged 30 to 64 and among females in installation/maintenance/repair compared with sales.

conclusionsThe observed differences in PFAS serum levels, including elevated body burdens among workers in construction/extraction, arts/design/entertainment/sports/media, and installation/maintenance/repair, underscore the need for targeted biomonitoring and exposure intervention among these occupational groups.

Indexed as

FluorocarbonsOccupational ExposureOccupationsAdolescentAdultAgedBody BurdenFemaleHumansMaleMiddle AgedNutrition SurveysUnited StatesYoung AdultFluorocarbonsNASEMNHANESoccupational exposurePFASrisk assessmentserum biomarkers

Identifiers

PMID42370611
PMCPMC13312122

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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.