Evidence map›Paper›PMID 40092438›Full record

ArticleResearch square2025

Integrated Spheroid-to-Population Framework for Evaluating PFHpA-Associated Metabolic Dysfunction and Steatotic Liver Disease.

Brittney O Baumert, Ana C Maretti-Mira, Douglas I Walker, Zhenjiang Li, Nikos Stratakis, Hongxu Wang, Yinqi Zhao, Fabian Christoph Fischer, Qiran Jia, Damaskini Valvi and 19 more

Abstract readPreprint
In one paragraph

Article in Research square, 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. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

29 authors.

Brittney O BaumertDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0003-1220-8557
Ana C Maretti-MiraUSC Research Center for Liver Diseases, Division of Gastrointestinal and Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Douglas I WalkerGangarosa Department of Environmental Health, Rollins School of Public Health, 1518 Clifton Road, NE, Atlanta, GA, United States.
Zhenjiang LiDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0002-4806-6231
Nikos StratakisBarcelona Institute for Global Health, ISGlobal, Dr. Aiguader 88, 08003, Barcelona, Spain.ORCID 0000-0003-4613-0989
Hongxu WangDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Yinqi ZhaoDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Fabian Christoph FischerDepartment of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI 02881, United States.
Qiran JiaDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Damaskini ValviDepartment of Environmental Medicine and Climate Science, Icahn School of Medicine at Mount Sinai, New York, NY, United States.
Scott M BartellDepartment of Environmental and Occupational Health, University of California, Irvine, Irvine, CA, United States.
Carmen ChenDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Thomas IngeDepartment of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, United States.
Justin RyderDepartment of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, United States.
Todd JenkinsCincinnati Children's Hospital Medical Center, Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States.
Stephanie SisleyDepartment of Pediatrics, Baylor College of Medicine, Houston, TX, United States.
Stavra XanthakosCincinnati Children's Hospital Medical Center, Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, United States.
David E KleinerNational Institutes of Health, National Cancer Institute, Center for Cancer Research, Bethesda, MD, United States.ORCID 0000-0003-3442-4453
Rohit KohliDivision of Gastroenterology, Hepatology and Nutrition, Children's Hospital Los Angeles, Los Angeles, CA, United States.ORCID 0000-0002-0198-7703
Sarah RockDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Sandrah P EckelDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0001-6050-7880
Michele A La MerrillDepartment of Environmental Toxicology, University of California, Davis, CA, United States.ORCID 0000-0002-5720-5862
Max M AungDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Matthew P SalomonUSC Research Center for Liver Diseases, Division of Gastrointestinal and Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Rob McConnellDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Jesse GoodrichDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0001-6615-0472
David V ContiDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0002-2941-7833
Lucy Golden-MasonUSC Research Center for Liver Diseases, Division of Gastrointestinal and Liver Diseases, Department of Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0002-2087-4405
Lida ChatziDepartment of Population and Public Health Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.

Funding

Translational Research Support CoreP30ES007048 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI ROB S MCCONNELL · 1996 to 2026
$46.4M
University of Minnesota Clinical and Translational Science Institute (UMN CTSI)UL1TR000114 · NCATS · UNIVERSITY OF MINNESOTA · PI BLAZAR, BRUCE R · 2012 to 2015
$35.0M
Statistical Methods for Integrative Genomics in CancerP01CA196569 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI David V Conti · 2016 to 2026
$25.5M
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
Teen Longitudinal Assessment of Bariatric Surgery (Teen-LABS) Research ProjectUM1DK072493 · NIDDK · UNIVERSITY OF COLORADO DENVER · PI INGE, THOMAS HARRIS · 2011 to 2020
$10.5M
Cincinnati Center for Clinical and Translational Sciences and TrainingUL1TR000077 · NCATS · UNIVERSITY OF CINCINNATI · PI HEUBI, JAMES E. · 2012 to 2014
$9.9M
Teen Longitudinal Assessment of Bariatric Surgery (Teen-LABS) renewalUM1DK095710 · NIDDK · UNIVERSITY OF CINCINNATI · PI JENKINS, TODD M, XIE, CHANGCHUN · 2011 to 2020
$9.4M
Adolescent Bariatrics: Assessing Health Benefits & RisksU01DK072493 · NIDDK · CINCINNATI CHILDRENS HOSP MED CTR · PI INGE, THOMAS HARRIS · 2006 to 2010
$8.7M
Untargeted Analysis ResourceU2CES030859 · NIEHS · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI ARORA, MANISH · 2019 to 2025
$8.2M
Training Grant in Genomic Analysis and InterpretationT32ES013678 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI GAUDERMAN, WILLIAM JAMES, MCCONNELL, ROB S · 2006 to 2023
$5.6M
Translation CoreP2CES033433 · NIEHS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Jill E Johnston, Elizabeth Mary Kamai · 2022 to 2026
$4.9M
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
NCATS NIH HHS UL1 TR000077NCATS NIH HHS UL1 TR000114NCI NIH HHS P01 CA196569NHGRI NIH HHS U01 HG013288NIDDK NIH HHS R01 DK117004NIDDK NIH HHS R01 DK128117NIDDK NIH HHS U01 DK072493NIDDK NIH HHS UM1 DK072493NIDDK NIH HHS UM1 DK095710NIEHS NIH HHS P2C ES033433NIEHS NIH HHS P30 ES007048NIEHS NIH HHS P30 ES023515NIEHS NIH HHS R01 ES029944NIEHS NIH HHS R01 ES030364NIEHS NIH HHS R01 ES030691NIEHS NIH HHS R01 ES032831NIEHS NIH HHS R01 ES033688NIEHS NIH HHS R21 ES029681NIEHS NIH HHS R21 ES035148NIEHS NIH HHS T32 ES013678NIEHS NIH HHS U2C ES030859
6 · The paper itself

Abstract

The rising prevalence of metabolic dysfunction-associated steatotic liver disease (MASLD), particularly among pediatric populations, requires identification of modifiable risk factors to control disease progression. Per- and polyfluoroalkyl substances (PFAS) have emerged as potential contributors to liver damage; however, their role in the etiology of MASLD remains underexplored. This study aimed to bridge the gap between human epidemiological data and in vitro experimental findings to elucidate the effect of perfluoroheptanoic acid (PFHpA), a short chain, unregulated PFAS congener on MASLD development. Our analysis of the Teen-LABS cohort, a national multi-site study on obese adolescents undergoing bariatric surgery, revealed that doubling of PFHpA plasma levels was associated with an 80% increase in MASLD risk (OR, 1.8; 95% CI: 1.3-2.5) based on liver biospies. To further investigate the underlying mechanisms, we used 3D human liver spheroids and single-cell transcriptomics to assess the effect of PFHpA on hepatic metabolism. Integrative analysis identified dysregulation of common pathways in both human and spheroid models, particularly those involved in innate immunity, inflammation, and lipid metabolism. We applied the latent unknown clustering with integrated data (LUCID) model to assess associations between PFHpA exposure, multiomic signatures, and MASLD risk. Our results identified a proteome profile with significantly higher odds of MASLD (OR = 7.1), whereas a distinct metabolome profile was associated with lower odds (OR = 0.51), highlighting the critical role of protein dysregulation in disease pathogenesis. A translational framework was applied to uncover the molecular mechanisms of PFAS-induced MASLD in a cohort of obese adolescents. Identifying key molecular mechanisms for PFAS-induced MASLD can guide the development of targeted prevention and treatment.

Indexed as

Lipid MetabolismLiver DiseaseLiver SpheroidsMulti-Omic ProfilesPFAS (Per- and Polyfluoroalkyl Substances)

Identifiers

PMID40092438
PMCPMC11908348

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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.