Evidence map›Paper›PMID 40862712›Full record

ArticleCells2025

Multi-Omic Characterization of Epithelial-Mesenchymal Transition: Lipidomic and Metabolomic Profiles as Key Markers of TGF-β-Induced Transition in Huh7 Hepatocellular Carcinoma.

Agnese Bertoldi, Gaia Cusumano, Eleonora Calzoni, Husam B R Alabed, Roberto Maria Pellegrino, Sandra Buratta, Lorena Urbanelli, Carla Emiliani

Abstract read
In one paragraph

Article in Cells, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Extracellular Vesicles fromNanomaterials (Basel, Switzerland) · 2026
    Article
  4. 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

8 authors.

Agnese BertoldiDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.ORCID 0009-0006-1033-2940
Gaia CusumanoDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.ORCID 0009-0006-4216-4902
Eleonora CalzoniDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.ORCID 0000-0002-2876-952X
Husam B R AlabedDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.ORCID 0000-0002-9229-088X
Roberto Maria PellegrinoDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.ORCID 0000-0001-5594-383X
Sandra BurattaDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.
Lorena UrbanelliDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.ORCID 0000-0003-0621-8476
Carla EmilianiDepartment of Chemistry, Biology and Biotechnology, University of Perugia, Via del Giochetto, 06123 Perugia, Italy.

Funding

the European Union-NextGenerationEU under the Italian Ministry of University and Research (MUR) National Innovation Ecosystem grant ECS00000041-VITALITY-CUP J97G22000170005 ECS00000041-VITALITY-CUP J97G22000170005
6 · The paper itself

Abstract

Epithelial-mesenchymal transition (EMT) is a key process in cancer progression and fibrogenesis. In this study, EMT was induced in Huh7 hepatocellular carcinoma cells via TGF-β1 treatment, and the resulting lipidomic and metabolomic alterations were characterized. Morphological changes and protein marker analyses confirmed the transition to a mesenchymal phenotype, with reduced E-cadherin and increased vimentin and N-cadherin expression. Lipidomic profiling revealed a dose-dependent reorganization of membrane lipids, with a pronounced increase in the levels of ceramides, cholesteryl esters, and lysophospholipids, consistent with alterations in membrane structure, potential cellular stress, and modulation of inflammatory pathways. Changes in the content of phospholipid classes, including phosphatidylethanolamines and phosphatidylserines, indicate possible variations in membrane dynamics and potentially point to modifications in mitochondrial function, cellular stress responses, and redox balance. Metabolomic analysis further indicates an alteration of choline and phosphatidylcholine metabolism, consistent with a shift from de novo membrane synthesis toward lipid turnover. Reduced glycolytic capacity and modified acylcarnitine levels indicated impaired metabolic flexibility and mitochondrial efficiency. The integration of phenotypic, lipidomic, and metabolomic data suggests that TGF-β1 induces EMT and drives a coordinated metabolic reprogramming. These findings highlight the involvement of lipid and energy metabolism in sustaining EMT and suggest that specific metabolic reprogramming events characterize the mesenchymal shift in hepatocellular carcinoma. By exploring this process in a tumor-specific context, we aim to deepen our understanding of EMT complexity and its implications for tumor progression and therapeutic vulnerability.

Indexed as

Carcinoma, HepatocellularEpithelial-Mesenchymal TransitionLipidomicsLiver NeoplasmsMetabolomeMetabolomicsTransforming Growth Factor betaTransforming Growth Factor beta1Cell Line, TumorHumansLipid MetabolismMultiomicsTransforming Growth Factor betaTransforming Growth Factor beta1epithelial–mesenchymal transition (EMT)hepatocellular carcinoma (HCC)lipidomicmembrane remodelingmetabolomicTGF-β1 signaling

Identifiers

PMID40862712
PMCPMC12384463

What OpenQuestion holds

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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.