Evidence map›Paper›PMID 41520125›Full record

ArticleMolecular cancer2026

Multi-omics profiling uncovers immune-molecular clusters with distinct chemo-immunotherapeutic vulnerabilities in a mouse model of triple-negative breast cancer.

Olivier Castellanet, Jean Monatte, Nathan Corvaisier, Abdessamad El Kaoutari, Muge Kaya, Lorène Ferreira, Stephane Audebert, Luc Camoin, Alexandre de Nonneville, Anthony Gonçalves and 4 more

Abstract read
In one paragraph

Article in Molecular cancer, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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

14 authors.

Olivier Castellanet *Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Jean Monatte *Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Nathan Corvaisier *Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Abdessamad El Kaoutari *Aix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Muge KayaAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Experimental Histopathology ICEP Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Lorène FerreiraAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Experimental Histopathology ICEP Platform, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Stephane AudebertAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Luc CamoinAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Alexandre de NonnevilleAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Anthony GonçalvesAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Jean-Paul BorgAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Paula MicheaAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France.
Flavio MainaAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France. flavio.maina@univ-amu.fr.
Fabienne LamballeAix Marseille Univ, CNRS, INSERM, Institut Paoli-Calmettes, Centre de Recherche en Cancérologie de Marseille (CRCM), Marseille, France. fabienne.lamballe@inserm.fr.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundTriple-negative breast cancer (TNBC) is a highly aggressive and heterogeneous breast cancer subtype with limited treatment options. Predicting patient response to chemo-immunotherapy remains challenging, highlighting the need for robust stratification strategies.

methodsWe performed a multi-parametric analysis combining histological, genomic, transcriptomic, proteomic, and immune profiling in the immunocompetent MMTV-R26

resultsMulti-parametric analysis of TNBC heterogeneity modeled by the MMTV-R26

conclusionOur study provides a robust preclinical platform for precision immuno-oncology, enabling stratification of TNBC patients for tailored onco-immunotherapies.

Indexed as

Biomarkers, TumorImmunotherapyTriple Negative Breast NeoplasmsAnimalsDisease Models, AnimalFemaleGene Expression ProfilingGenomicsHumansMiceMultiomicsProteomicsBiomarkers, TumorBreast cancer modelsChemo-immunotherapy responseImmunocompetent mouse modelMolecular and immune stratificationMulti-parametric analysisPD-1 blockadePrecision immuno-oncologySyngeneic graft modelsTriple-Negative Breast CancerTumor heterogeneityTumor immune microenvironment

Identifiers

PMID41520125
PMCPMC12918088

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.