Evidence mapPaperPMID 42579123Full record

ArticleEnvironmental science & technology2026

AOP-Based Analysis of Curated Transcriptomic Data Reveals a Context-Dependent Core Mechanism of PFAS-Induced Liver Steatosis.

Nicoletta D'Alessandro, Luca Mannino, Giusy Del Giudice, Laura Ylä-Outinen, Noora Perho, Laura A Saarimäki, Emanuele Di Lieto, Zeyad Al-Abdulraheem, Marcella Torres Maia, Simo Inkala and 6 more

Abstract read
In one paragraph

Article in Environmental science & technology, 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

16 authors.

Nicoletta D'AlessandroFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.ORCID 0009-0004-2505-6657
Luca ManninoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Giusy Del GiudiceFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Laura Ylä-OutinenFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Noora PerhoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Laura A SaarimäkiFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Emanuele Di LietoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Zeyad Al-AbdulraheemFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Marcella Torres MaiaFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Simo InkalaFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Lorenzo CampiniFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Lena MöbusFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Jack MorikkaFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Antonio FedericoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.
Angela SerraFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.ORCID 0000-0002-3374-1492
Dario GrecoFinnish Hub for Development and Validation of Integrated Approaches (FHAIVE), Faculty of Medicine and Health Technology, Tampere University, Tampere33520, Finland.ORCID 0000-0001-9195-9003

Funding

H2020 Environment 101037509HORIZON EUROPE Digital, Industry and Space 101137742HORIZON EUROPE European Research Council 101043848HORIZON EUROPE Health 101137405
6 · The paper itself

Abstract

Toxicology faces the need to shift from generalized hazard evaluation toward precision approaches that account for the impact of the exposed biological systems. This need is particularly evident for per- and polyfluoroalkyl substances (PFAS), a highly persistent and diverse chemical class whose multiorgan apical toxicities are well documented, yet whose mechanistic understanding remains fragmented. To address this gap, a comprehensive toxicogenomic collection covering multiple PFAS and biological systems is curated, harmonized, and standardized. Through systematic integration of these data with the Adverse Outcome Pathway framework, biological context-aware key event networks that capture the progression from molecular initiating events to apical outcomes are reconstructed. Additionally, new transcriptomic profiles from macrophages exposed to seven PFAS are generated to address the critical but under-investigated immune-related context. Analysis reveals that PFAS toxicity arises from shared early molecular perturbations that diverge across biological systems to produce organ-specific outcomes where immune-related processes consistently emerge as central contributors across multiple contexts. In the liver emerges a conserved mechanistic core underlying PFAS-induced steatosis activated through system-specific pathways shaped by PFAS physicochemical properties and biological context. Overall, this work provides a framework for advancing precision toxicology, enabling rapid, mechanistically grounded, and context-aware PFAS hazard characterization, and supporting the prioritization of uncharacterized PFAS based on shared and context-dependent mechanistic patterns.

Indexed as

Fatty LiverFluorocarbonsAnimalsToxicogeneticsTranscriptomeFluorocarbonsadverse outcome pathwayscontextualized mechanismsdata curationmechanism of actionper- and polyfluoroalkyl substancesprecision toxicologytoxicogenomics

Identifiers

PMID42579123
PMCPMC13472045

What Socratic holds

Textmetadata
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 Socratic graph.