Evidence map›Paper›PMID 42288964›Full record

ArticleAmerican journal of industrial medicine2026

Per- and Polyfluoroalkyl Substances (PFAS) Exposure Profiles and Their Predictors in a Study of US Volunteer Firefighters.

Katherine A Lubina, Zorimar Rivera-Núñez, Miriam M Calkins, Robert Laumbach, Shou-En Lu, Jefferey L Burgess, Elena Austin, Derrick L Edwards, Maria D H Koeppel, Jaclyn M Goodrich and 7 more

Abstract read
In one paragraph

Article in American journal of industrial medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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

17 authors.

Katherine A LubinaRutgers, the State University of New Jersey School of Public Health, Piscataway, New Jersey, USA.ORCID https://orcid.org/0000-0003-2421-3521
Zorimar Rivera-NúñezRutgers, the State University of New Jersey School of Public Health, Piscataway, New Jersey, USA.
Miriam M CalkinsNational Institute for Occupational Safety and Health, Centers for Disease Control and Prevention, Cincinnati, Ohio, USA.
Robert LaumbachRutgers, the State University of New Jersey School of Public Health, Piscataway, New Jersey, USA.
Shou-En LuRutgers, the State University of New Jersey School of Public Health, Piscataway, New Jersey, USA.
Jefferey L BurgessUniversity of Arizona Mel and Enid Zuckerman College of Public Health, Tucson, Arizona, USA.ORCID https://orcid.org/0000-0003-2362-9509
Elena AustinUniversity of Washington, Hans Rosling Center for Population Health, Seattle, Washington, USA.ORCID https://orcid.org/0000-0002-4724-1042
Derrick L EdwardsTennessee Tech University, Counseling & Psychology, Cookeville, Tennessee, USA.ORCID https://orcid.org/0000-0003-4111-0217
Maria D H KoeppelCenter for Fire, Rescue, & EMS Health Research, NDRI-USA, Leawood, Kansas, USA.
Jaclyn M GoodrichUniversity of Michigan School of Public Health, Ann Arbor, Michigan, USA.ORCID https://orcid.org/0000-0002-8289-9253
Zhihua Tina FanNew Jersey Department of Health Public Health and Environmental Laboratories, Ewing, New Jersey, USA.
Chang Ho YuNew Jersey Department of Health Public Health and Environmental Laboratories, Ewing, New Jersey, USA.
Kaleigh M HintonGillings School of Global Public Health, Department of Epidemiology, Chapel Hill, North Carolina, USA.
Casey C GrantDSRAE, LLC, Belmont, Massachusetts, USA.
Brian KubielToms River Fire Department, Toms River, New Jersey, USA.
Daniel RoyMonmouth Fire Department, Monmouth, Maine, USA.
Judith M GraberRutgers, the State University of New Jersey School of Public Health, Piscataway, New Jersey, USA.ORCID https://orcid.org/0000-0003-2981-4289

Funding

Per- and polyfluoroalkyl substances (PFAS) occurrence and associations with dyslipidemia among community-based U.S. volunteer firefightersF31ES036099 · NIEHS · RUTGERS BIOMEDICAL AND HEALTH SCIENCES · PI LUBINA, KATHERINE ALEXIS · 2024 to 2025
$93k
Federal Emergency Management Agency EMW-2015-FP-00213Federal Emergency Management Agency EMW-2019-FP-00517NIEHS NIH HHS 1F31ES036099NIEHS NIH HHS F31 ES036099NIOSH CDC HHS T42 OH 008422NIOSH CDC HHS T42 OH008422Robert Wood Johnson Barnabas Health and Rutgers Cancer Institute of New Jersey
6 · The paper itself

Abstract

introductionFirefighters may experience occupational exposure to per- and polyfluoroalkyl substances (PFAS). Volunteer firefighters make up 65% of the US fire service, but their serum PFAS profiles have not been well characterized. This study aims to (1) describe PFAS serum profiles among US volunteer firefighters from 9 states enrolled in the Firefighter Cancer Assessment and Prevention Study (CAPS), and (2) identify predictors of their serum PFAS concentrations.

methodsTwelve PFAS were quantified in serum of 550 active volunteer firefighters collected at enrollment into CAPS between 2020 and 2023. Fire service, occupational, sociodemographic, and health predictors of interest were captured in the CAPS enrollment survey. PFAS detection frequencies, average concentrations, and distributions were characterized overall and by regional groups. Associations between serum PFAS and predictors of interest were assessed using multivariable generalized estimating equation models for all participants and by sex in those < 50 years old.

resultsCAPS participants' serum PFAS profiles varied by geography, age, and sex. Firefighting, occupational, sociodemographic, and health factors were associated with serum PFAS in the full cohort. In sex-stratified models, some associations differed between males and females and from the full cohort.

conclusionStronger associations between sociodemographic and health factors with serum PFAS, with less strong associations between serum PFAS and occupational and fire service factors highlight the likely multifaceted exposure experience of volunteer firefighters and the relative importance of community factors. Sex and age differences in serum profiles and associations with predictors may imply different exposure and elimination pathways among male and female volunteer firefighters.

Indexed as

FirefightersFluorocarbonsOccupational ExposureAdultFemaleHumansMaleMiddle AgedUnited StatesVolunteersFluorocarbonsfirst respondersoccupational exposureper‐ and polyfluoroalkyl substances (PFAS)volunteer firefighters

Identifiers

PMID42288964
PMCPMC13456399

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.