Evidence map›Paper›PMID 42649496›Full record

ArticleMolecular cancer2026

Deep molecular profiling of lung neuroendocrine tumours and supra-carcinoids.

Alexandra Sexton-Oates, Émilie Mathian, Noah Candeli, Yuliya Lim, Catherine Voegele, Alex Di Genova, Laurane Mangé, Zhaozhi Li, Tijmen van Weert, Lipika Kalson and 65 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. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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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.

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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

75 authors.

Alexandra Sexton-Oates *Computational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Émilie Mathian *Computational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Noah CandeliEuropean Molecular Biology Laboratory, Barcelona, Spain.
Yuliya LimComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Catherine VoegeleComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Alex Di GenovaInstituto de Ciencias de La Ingeniería, Universidad de O'Higgins, Rancagua, Chile.
Laurane MangéComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Zhaozhi LiDepartment of Computational Biology, Cornell University, New York, USA.
Tijmen van WeertDepartment of Pathology, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Centre, Maastricht, The Netherlands.
Lipika KalsonComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Tiffany M DelhommeComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Lisa M HillenDepartment of Pathology, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Centre, Maastricht, The Netherlands.
Ricardo Blázquez-EncinasMaimonides Biomedical Research Institute of Cordoba (IMIBIC), Cordoba, Spain.
Abel Gonzalez-PerezInstitute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain.
Maike L MorrisonDepartment of Biology, Stanford University, Stanford, CA, USA.
Eleonora LauricellaInterdisciplinary Department of Medicine, University of Bari "Aldo Moro", Bari, Italy.
Lise MangianteComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Lisa BonhemeComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Laura MoonenDepartment of Pathology, GROW Research Institute for Oncology and Reproduction, Maastricht University Medical Centre, Maastricht, The Netherlands.
Gudrun AbsengerDepartment of Internal Medicine, Division of Oncology, Medical University of Graz, Graz, Austria.
Janine AltmullerMax Delbrück Center for Molecular Medicine in the Helmholtz Association, Berlin, Germany.
Cyril DegletagneCancer Genomic Platform, Centre de Recherche en Cancérologie de Lyon (CRCL) INSERM U1052-CNRS UMR5286, Université de Lyon, Université Claude Bernard Lyon1, Centre Léon Bérard, Lyon, France.
Odd Terje BrustugunInstitute of Clinical Medicine, University of Oslo, Oslo, Norway.
Vincent CahaisEpigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC-WHO), Lyon, France.
Giovanni CentonzeDepartment of Pathology and Laboratory Medicine, First Pathology Division, Fondazione IRCCS Istituto Nazionale Dei Tumori, Milan, Italy.
Amélie ChabrierComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France.
Cyrille CueninEpigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC-WHO), Lyon, France.
Francesca DamiolaCNRS 5286, Lyon 1 University & Department of Biopathology, Pathology Research Platform, Cancer Research Center of Lyon, INSERM 1052, CNR MESOPATH NETMESO, Centre Léon Bérard, Lyon, France.
Vincent Thomas de MontprévilleDepartment of Pathology, Hôpital Marie-Lannelongue, Groupe Hospitalier Paris Saint Joseph, Le Plessis Robinson, France.
Jean-François DeleuzeCentre National de Recherche en Génomique Humaine (CNRGH), CEA-Institut de Biologie François Jacob, Université Paris-Saclay, Evry, France.
Anne-Marie C DingemansDepartment of Pulmonary Medicine, Erasmus MC Cancer Institute, University Medical Center, Rotterdam, The Netherlands.
Élie FadelDepartment of Pathology, Hôpital Marie-Lannelongue, Groupe Hospitalier Paris Saint Joseph, Le Plessis Robinson, France.
Nicolas GadotCNRS 5286, Lyon 1 University & Department of Biopathology, Pathology Research Platform, Cancer Research Center of Lyon, INSERM 1052, CNR MESOPATH NETMESO, Centre Léon Bérard, Lyon, France.
Akram GhantousEpigenomics and Mechanisms Branch, International Agency for Research On Cancer (IARC-WHO), Lyon, France.
Paolo GrazianoDepartment of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, Rome, Italy.
Paul HofmanIHU RespirERA, Laboratory of Clinical and Experimental Pathology, FHU OncoAge, Côte d'Azur University, Nice, France.
Véronique HofmanIHU RespirERA, Laboratory of Clinical and Experimental Pathology, FHU OncoAge, Côte d'Azur University, Nice, France.
Alejandro Ibáñez-CostaMaimonides Biomedical Research Institute of Cordoba (IMIBIC), Cordoba, Spain.
Stéphanie LacommeCenter of Biological Resources BB-0033-00035, University Hospital of Nancy, Vandœuvre‑lès‑Nancy, France.
Nuria Lopez-BigasInstitute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain.
Marius Lund-IversenDepartment of Pathology, Oslo University Hospital, Oslo, Norway.
Massimo MilioneDepartment of Pathology and Laboratory Medicine, First Pathology Division, Fondazione IRCCS Istituto Nazionale Dei Tumori, Milan, Italy.
Lucia Anna MuscarellaLaboratory of Oncology, Fondazione IRCCS Casa Sollievo Della Sofferenza, San Giovanni Rotondo, Italy.
Sergio Pedraza-ArevaloMaimonides Biomedical Research Institute of Cordoba (IMIBIC), Cordoba, Spain.
Corinne PerrinHospices Civils de Lyon Biobank (CRB HCL), Tissu-Tumorothèque Est, Lyon, France.
Gaetane PlanchardPathology Department, Caen University Hospital, Normandy University, Caen, France.
Helmut PopperPathology Institute for Diagnostics and Research, Medical University Graz, Graz, Austria.
Luca RozDepartment of Experimental Oncology, Fondazione IRCCS - Istituto Nazionale Dei Tumori, Milan, Italy.
Angelo SparaneoLaboratory of Oncology, Fondazione IRCCS Casa Sollievo Della Sofferenza, San Giovanni Rotondo, Italy.
Wieneke BuikhuisenDepartment of Thoracic Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands.
José van den BergDepartment of Pathology, Netherlands Cancer Institute, Amsterdam, The Netherlands.
Margot TesselaarDepartment of Medical Oncology, Netherlands Cancer Institute, Amsterdam, The Netherlands.
Jaehee KimDepartment of Computational Biology, Cornell University, New York, USA.
Ernst Jan M SpeelDepartment of Pathology and Clinical Bioinformatics, Erasmus Medical Center, Rotterdam, The Netherlands.
Séverine Tabone-EglingerPlateforme de Gestion Des Echantillons Biologique, Centre Léon Bérard, Cancer Research Center of Lyon, Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Lyon, France.
Thomas WalterGastroenterology and Technologies for Health, INSERM UMR 1052 CNRS UMR 5286, Cancer Research Center of Lyon, University of Lyon, Lyon, France.
Gavin M WrightUniversity of Melbourne, Melbourne, Australia.
Justo P CastañoMaimonides Biomedical Research Institute of Cordoba (IMIBIC), Cordoba, Spain.
Lara ChalabreysseDepartment of Pathology, Groupe Hospitalier Est, Hospices Civils de Lyon, Bron, France.
Liming ChenDepartment of Mathematics and Informatics, Ecole Centrale de Lyon, Lyon, France.
Christophe CauxCISTAR Team, Cancer Research Center of Lyon, INSERM U1052, CNRS UMR5286, Université de Lyon, 8 Université Lyon 1, Centre Léon Bérard, Lyon, France.
Marco VolanteDepartment of Oncology, University of Turin at San Luigi Hospital, Orbassano, Turin, Italy.
Nicolas GirardInstitut Curie, Paris, France.
Jean-Michel VignaudDepartment of Biopathologie, Nancy University Hospital, Nancy, France.
Esther CondeDepartment of Pathology, Hospital Universitario 12 de Octubre, Universidad Complutense de Madrid, Madrid, Spain.
Audrey Mansuet-LupoDepartment of Pathology, Cochin Hospital, APHP Paris Centre, Paris City University, Paris, France.
Luka BrcicDepartment of Pathology, Hospital Graz II, Graz, Austria.
Giuseppe PelosiDepartment of Oncology and Hemato-Oncology, University of Milan, Milan, Italy.
Mauro Giulio PapottiDepartment of Oncology, University of Turin, Turin, Italy.
Sylvie LantuejoulGrenoble Alpes University, Grenoble, France.
Jules DerksDepartment of Pulmonary Medicine, Erasmus MC Cancer Institute, University Medical Center, Rotterdam, The Netherlands.
Talya DaytonEuropean Molecular Biology Laboratory, Barcelona, Spain.
Nicolas Alcala *Computational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France. alcalan@iarc.who.int.
Matthieu FollComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France. follm@iarc.who.int.
Lynnette Fernandez-CuestaComputational Cancer Genomics Team, Genomic Epidemiology Branch, International Agency for Research On Cancer (IARC-WHO), 25 Avenue Tony Garnier, Lyon CEDEX 07, 69372, France. fernandezcuestal@iarc.who.int.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundLung neuroendocrine tumours (NETs, also known as carcinoids) are rapidly rising in incidence worldwide but have unknown aetiology and limited therapeutic options beyond surgery. The current WHO classification, based on mitotic count and presence or absence of necrosis, divides lung NETs into grade-1 typical, and grade-2 atypical tumours. This dichotomous classification however does not account for recently described molecular entities nor is it sufficient for clinical management.

methodsHere we conducted integrative multi-omic analyses on over 300 lung NETs including whole-genome sequencing, transcriptome profiling, and DNA methylation arrays, followed by archetype analysis, to identify and characterise molecular groups. We further investigated molecular groups using spatial RNA sequencing and proteomics, and deep learning analysis of whole slide images.

resultsThe integration of multi-omic data provided definitive proof of the existence of four strikingly different molecular groups that vary in patient characteristics, genomic and transcriptomic profiles, microenvironment, and morphology. Among these, we identified a new molecular group, enriched for highly aggressive supra-carcinoids that displayed an immune-rich microenvironment linked to tumour-macrophage crosstalk. We uncovered an undifferentiated cell population within supra-carcinoids and show the transcriptomic similarities between supra-carcinoids and the recently identified atypical small cell lung cancer tumours, further demonstrating their molecular link to high-grade lung neuroendocrine carcinomas. Multi-regional genomic analyses identified distinct evolutionary trajectories, suggesting that molecular groups are determined early in tumourigenesis by genomic events, and that transitions between groups, though infrequent, are possible for supra-carcinoids. Deep learning models accurately identified these groups based on morphology alone, outperforming current histological criteria. Together with the validation of a panel of immunohistochemistry markers, we demonstrated that these molecular groups can be accurately identified based on morphological features, facilitating their future implementation in the clinical setting. Our proposed morpho-molecular classification highlights potential group-specific therapeutic opportunities, with differences in expression to DLL3, EGFR, FGFR and TERT inhibitor targets.

conclusionsOverall, our findings unify previously proposed molecular classifications and refine the lung cancer map by revealing novel tumour phenotypes with potential implications for prognosis and therapeutic management.

Indexed as

Carcinoid TumorGene Expression ProfilingLung NeoplasmsNeuroendocrine TumorsBiomarkers, TumorDNA MethylationGene Expression Regulation, NeoplasticGenomicsHumansMultiomicsProteomicsTranscriptomeTumor MicroenvironmentBiomarkers, TumorCancerDeep-learningGenomicsMulti-omicsPulmonary carcinoids

Identifiers

PMID42649496
PMCPMC13520247

What Socratic holds

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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 Socratic graph.