Evidence map›Paper›PMID 40034261›Full record

ArticleBiochemistry and biophysics reports2025

Single-cell RNAseq reveals adverse metabolic transcriptional program in intrahepatic cholangiocarcinoma malignant cells.

Christophe Desterke, Raquel Francés, Claudia Monge, Yuanji Fu, Agnès Marchio, Pascal Pineau, Jorge Mata-Garrido

Abstract read
In one paragraph

Article in Biochemistry and biophysics reports, 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. 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

7 authors.

Christophe DesterkeFaculté de Médecine du Kremlin Bicêtre, Université Paris-Saclay, INSERM UMRS-1310, Le Kremlin-Bicêtre, France.
Raquel FrancésEnergy & Memory, Brain Plasticity Unit, CNRS, ESPCI Paris, PSL Research University, Paris, France.
Claudia MongeInstitut Pasteur, Université Paris Cité, Unité Organisation Nucléaire et Oncogenèse, INSERM U993, Paris, France.
Yuanji FuUniversité Paris Cité, INSERM, CNRS, Institut Necker Enfants Malades, F-75015, Paris, France.
Agnès MarchioInstitut Pasteur, Université Paris Cité, Unité Organisation Nucléaire et Oncogenèse, INSERM U993, Paris, France.
Pascal PineauInstitut Pasteur, Université Paris Cité, Unité Organisation Nucléaire et Oncogenèse, INSERM U993, Paris, France.
Jorge Mata-GarridoInstitut Pasteur, Université Paris Cité, Unité Organisation Nucléaire et Oncogenèse, INSERM U993, Paris, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Intrahepatic cholangiocarcinoma (ICA) is a highly aggressive primary liver cancer, which originates from the epithelial cells of the bile ducts. The transcriptional profile of metabolic enzymes was investigated at both bulk and single-cell levels in tumor samples from distinct ICA cohorts. In a training cohort (TCGA consortium), 16 genes encoding for metabolic enzymes were found overexpressed in cases with poor survival. A computed metabolic gene expression score was significantly associated with worse ICA prognosis at the univariate level (overall survival [OS] log-rank p = 8.2e-4). After adjusting for Ishak fibrosis score and tumor staging, the metabolic expression remained an independent predictor of poor prognosis (multivariate OS log-rank p = 0.01). Seven genes encoding key enzymes (FH, MAT2B, PLOD2, PLOD1, PDE6D, ALDOC, and NT5DC3) were validated as markers of the proliferative subclass of ICA in the GSE32225 dataset, related to poor prognosis. The metabolic score was significantly different between the inflammatory and proliferative subclasses in the validation cohort (p < 2.2e-16). At the single-cell level, in the tumor microenvironment of 10 ICA patients, these seven enzymes were predominantly expressed by malignant cells. The single-cell metabolic score was thus higher in malignant cells. This study identifies a metabolic transcriptional program linked to poor prognosis in ICA, independent of fibrosis and tumor staging.

Indexed as

EnzymeIntrahepatic cholangiocarcinomaKeggmetascoreLiver cancerMetabolic scoreSingle cell RNA sequencing

Identifiers

PMID40034261
PMCPMC11872667

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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.