Health & Medicinearticle2026-08-27

Deep molecular profiling of lung neuroendocrine tumours and supra-carcinoids

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Abstract

BACKGROUND: Lung 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. METHODS: Here 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. RESULTS: The 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. CONCLUSIONS: Overall, 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.

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View paper (DOI)Open access versionOpenAlexMolecular CancerPublished 2026-08-27

Authors: Alexandra Sexton-Oates, Émilie Mathian, Noah Candeli, Yuliya Lim, Catherine Voegele, A. Di Genova, Laurane Mangé, Zhaozhi Li, Tijmen van Weert, Lipika Kalson, Tiffany M. Delhomme, Lisa M. Hillen, Ricardo Blázquez-Encinas, Abel Gonzalez-Perez, Maike L. Morrison, E Lauricella, Lise Mangiante, Lisa Bonheme, Laura Moonen, Gudrun Absenger, Janine Altmüller, Cyril Dégletagne, Odd Terje Brustugun, Vincent Cahais, Giovanni Centonze, Amélie Chabrier, Cyrille Cuenin, Francesca Damiola, Vincent Thomas de Montpreville, Jean-François Deleuze, Anne‐Marie C. Dingemans, Élie Fadel, Nicolas Gadot, A. Ghantous, Paolo Graziano, Paul Hofman, Hofman, Alejandro Ibáñez‐Costa, Stéphanie Lacomme, Núria López-Bigas, Marius Lund‐Iversen, Massimo Milione, Lucia Anna Muscarella, Sergio Pedraza-Arevalo, Corinne Perrin, G. Planchard, Helmut Popper, Luca Roz, Angelo Sparaneo, Wieneke Buikhuisen, José van den Berg, Margot Tesselaar, Jaehee Kim, E. J. M. Speel, Séverine Tabone-Eglinger, Thomas Walter, G Wright, Justo P. Castaño, Lara Chalabreysse, Liming Chen, Christophe Caux, Marco Volante, Nicolas Girard, Jean-Michel Vignaud, Esther Conde, Audrey Mansuet-Lupo, Luka Brcic, Giuseppe Pelosi, Mauro Giulio Papotti, Sylvie Lantuejoul, Jules Derks, Talya Dayton, Nicolas Alcala, Matthieu Foll, Lynnette Fernandez-Cuesta

Institutions: University of Bari Aldo Moro, Berlin Institute of Health at Charité - Universitätsmedizin Berlin, The University of Melbourne, Cornell University, Inserm, Université Grenoble Alpes, Commissariat à l'Énergie Atomique et aux Énergies Alternatives, Instituto de Salud Carlos III, Stanford University, Centre National de la Recherche Scientifique, Institució Catalana de Recerca i Estudis Avançats, Université de Caen Normandie, Erasmus MC, Assistance Publique – Hôpitaux de Paris, University of Oslo, Institut Universitaire de France, Research Institute Hospital 12 de Octubre, Hospital Universitario 12 De Octubre, Centre Hospitalier Régional et Universitaire de Nancy, Hospital Universitario Reina Sofía, University of Turin, Sapienza University of Rome, Lyon 1 Université, Hospices Civils de Lyon, Universitat Pompeu Fabra, Université Paris-Saclay, CEA Paris-Saclay, Casa Sollievo della Sofferenza, University of Milan, Medical University of Graz, Medical University of Vienna, Institut Curie, Erasmus MC Cancer Institute, St Vincent's Hospital Melbourne, Maastricht University Medical Centre, University of Córdoba, Hôpital Marie Lannelongue, Oslo University Hospital, Université de Versailles Saint-Quentin-en-Yvelines, Fondazione IRCCS Istituto Nazionale dei Tumori, Spanish Biomedical Research Centre in Physiopathology of Obesity and Nutrition, Centro de Investigación Biomédica en Red de Cáncer, Instituto Maimónides de Investigación Biomédica de Córdoba, Hôpital Cochin, University of O'Higgins, Vestre Viken Hospital Trust, Centre de Recherche en Cancérologie de Lyon, Graz University Hospital, Centre international de recherche sur le cancer, The Netherlands Cancer Institute, Max Delbrück Center, Santa Fe Institute, École Centrale de Lyon, European Molecular Biology Laboratory, Miguel de Cervantes University, Center for Mathematical Modeling, Ludwig Boltzmann Institute for Lung Vascular Research, Institute for Research in Biomedicine, Drammen Hospital, Centre Léon Bérard, Hôpital Paris Saint-Joseph, Centre National de Recherche en Génomique Humaine, Bases, Corpus, Langage, European Organisation for Rare Diseases