Evidence map›Paper›PMID 42231969›Full record

ArticleiScience2026

Deciphering the single-cell molecular landscape of ampullary cancer: A rare gastrointestinal malignancy.

Karina Cancino-Maldonado, Ramiro Fernández, Clémentine Decamps, Jenny Bonifacio-Mundaca, Eloy Ruiz, Sandro Casavilca-Zambrano, Pascal Pineau, Frédéric Lopez, Stéphane Bertani, Juan Pablo Cerapio

Abstract read
In one paragraph

Article in iScience, 2026. 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

10 authors.

Karina Cancino-MaldonadoCentre de Recherches en Cancérologie de Toulouse, Toulouse, France.
Ramiro FernándezInternational Joint Laboratory of Molecular Anthropological Oncology, INEN, IRD, Lima, Peru.
Clémentine DecampsCentre de Recherches en Cancérologie de Toulouse, Toulouse, France.
Jenny Bonifacio-MundacaInternational Joint Laboratory of Molecular Anthropological Oncology, INEN, IRD, Lima, Peru.
Eloy RuizInternational Joint Laboratory of Molecular Anthropological Oncology, INEN, IRD, Lima, Peru.
Sandro Casavilca-ZambranoInternational Joint Laboratory of Molecular Anthropological Oncology, INEN, IRD, Lima, Peru.
Pascal PineauInternational Joint Laboratory of Molecular Anthropological Oncology, INEN, IRD, Lima, Peru.
Frédéric LopezCentre de Recherches en Cancérologie de Toulouse, Toulouse, France.
Stéphane BertaniUMR 152 PHARMADEV, Université de Toulouse, IRD, Toulouse, France.
Juan Pablo CerapioCentre de Recherches en Cancérologie de Toulouse, Toulouse, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Ampullary carcinoma (AC) is a rare epithelial cancer, representing around 0.2% of all gastrointestinal malignancies worldwide, with an estimated incidence of 0.73 per 100,000 people. The rarity of AC, combined with the intricate anatomy of its site of origin, often complicates histopathological diagnosis. Recent advances in molecular research, however, have begun to illuminate its underlying biological complexity. In this study, we present the first comprehensive single-cell transcriptomic atlas of AC, encompassing both malignant epithelial populations and the tumor immune microenvironment (TIME). We identified upregulation of oncogenic drivers previously linked to AC, along with an AC-specific transcriptional program featuring potential biomarkers for minimally invasive diagnostics. Furthermore, we characterized an immunosuppressive TIME, enriched in anti-inflammatory-like tumor-associated macrophages (TAMs) and T cell subsets with limited antitumor activity. Collectively, these findings provide a foundational resource for the identification and validation of candidate biomarkers for early detection and targeted therapies in AC.

Indexed as

bioinformaticscancer systems biologyimmunologypathologyprecision medicinesystems biologytranscriptomics

Identifiers

PMID42231969
PMCPMC13223973

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Registered trials

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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.