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Mangiante L, Alcala N, Sexton-Oates A, Di Genova A, Gonzalez-Perez A, Khandekar A, Bergstrom EN, Kim J, Liu X, Blazquez-Encinas R, Giacobi C, Le Stang N, Boyault S, Cuenin C, Tabone-Eglinger S, Damiola F, Voegele C, Ardin M, Michallet MC, Soudade L, Delhomme TM, Poret A, Brevet M, Copin MC, Giusiano-Courcambeck S, Damotte D, Girard C, Hofman V, Hofman P, Mouroux J, Cohen C, Lacomme S, Mazieres J, de Montpreville VT, Perrin C, Planchard G, Rousseau N, Rouquette I, Sagan C, Scherpereel A, Thivolet F, Vignaud JM, Jean D, Ilg AGS, Olaso R, Meyer V, Boland-Auge A, Deleuze JF, Altmuller J, Nuernberg P, Ibáñez-Costa A, Castaño JP, Lantuejoul S, Ghantous A, Maussion C, Courtiol P, Hernandez-Vargas H, Caux C, Girard N, Lopez-Bigas N, Alexandrov LB, Galateau-Salle F, Foll M, Fernandez-Cuesta L. Multiomic analysis of malignant pleural mesothelioma identifies molecular axes and specialized tumor profiles driving intertumor heterogeneity. Nat Genet 2023; 55:607-618. [PMID: 36928603 PMCID: PMC10101853 DOI: 10.1038/s41588-023-01321-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2021] [Accepted: 01/26/2023] [Indexed: 03/17/2023]
Abstract
Malignant pleural mesothelioma (MPM) is an aggressive cancer with rising incidence and challenging clinical management. Through a large series of whole-genome sequencing data, integrated with transcriptomic and epigenomic data using multiomics factor analysis, we demonstrate that the current World Health Organization classification only accounts for up to 10% of interpatient molecular differences. Instead, the MESOMICS project paves the way for a morphomolecular classification of MPM based on four dimensions: ploidy, tumor cell morphology, adaptive immune response and CpG island methylator profile. We show that these four dimensions are complementary, capture major interpatient molecular differences and are delimited by extreme phenotypes that-in the case of the interdependent tumor cell morphology and adapted immune response-reflect tumor specialization. These findings unearth the interplay between MPM functional biology and its genomic history, and provide insights into the variations observed in the clinical behavior of patients with MPM.
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Affiliation(s)
- Lise Mangiante
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
- Department of Medicine, Stanford University, Stanford, CA, USA
| | - Nicolas Alcala
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | - Alexandra Sexton-Oates
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | - Alex Di Genova
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
- Instituto de Ciencias de la Ingeniería, Universidad de O'Higgins, Rancagua, Chile
- Centro de Modelamiento Matemático UMI-CNRS 2807, Universidad de Chile, Santiago, Chile
| | - Abel Gonzalez-Perez
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Centro de Investigación Biomédica en Red en Cáncer, Instituto de Salud Carlos III, Madrid, Spain
| | - Azhar Khandekar
- Department of Cellular and Molecular Medicine, Department of Bioengineering and Moores Cancer Center, University of California, San Diego, La Jolla, CA, USA
| | - Erik N Bergstrom
- Department of Cellular and Molecular Medicine, Department of Bioengineering and Moores Cancer Center, University of California, San Diego, La Jolla, CA, USA
| | - Jaehee Kim
- Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA, USA
- Department of Computational Biology, Cornell University, Ithaca, NY, USA
| | - Xiran Liu
- Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA, USA
| | - Ricardo Blazquez-Encinas
- Maimonides Biomedical Research Institute of Cordoba, Córdoba, Spain
- Department of Cell Biology, Physiology and Immunology, University of Cordoba, Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición, Córdoba, Spain
| | - Colin Giacobi
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | - Nolwenn Le Stang
- UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, Lyon, France
| | - Sandrine Boyault
- Cancer Genomic Platform, Translational Research and Innovation Department, Centre Léon Bérard, Lyon, France
| | - Cyrille Cuenin
- EpiGenomics and Mechanisms Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | - Severine Tabone-Eglinger
- UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, Lyon, France
| | - Francesca Damiola
- UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, Lyon, France
| | - Catherine Voegele
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | - Maude Ardin
- Tumor Escape, Resistance and Immunity Department, Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Lyon, France
| | - Marie-Cecile Michallet
- Tumor Escape, Resistance and Immunity Department, Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Lyon, France
| | - Lorraine Soudade
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | - Tiffany M Delhomme
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Arnaud Poret
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | | | - Marie-Christine Copin
- University of Lille, Centre Hospitalier Universitaire Lille, Institut de Pathologie, Tumorothèque du Centre de Référence Régional en Cancérologie, Lille, France
| | | | - Diane Damotte
- Centre de Recherche des Cordeliers, Inflammation, Complement and Cancer Team, Sorbonne Université, INSERM, Université de Paris, Paris, France
- Department of Pathology, Hôpitaux Universitaire Paris Centre, Tumorothèque/CRB Cancer, Cochin Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
| | - Cecile Girard
- Tumorothèque Centre Hospitalier Universitaire de Nantes, Nantes, France
| | - Veronique Hofman
- Université Côte d'Azur, Laboratory of Clinical and Experimental Pathology, Nice Center Hospital, FHU OncoAge, Biobank BB-0033-00025 and IRCAN Inserm U1081/CNRS 7284, Nice, France
| | - Paul Hofman
- Université Côte d'Azur, Laboratory of Clinical and Experimental Pathology, Nice Center Hospital, FHU OncoAge, Biobank BB-0033-00025 and IRCAN Inserm U1081/CNRS 7284, Nice, France
| | - Jérôme Mouroux
- Université Côte d'Azur, Department of Thoracic Surgery, Nice Center Hospital, FHU OncoAge and IRCAN Inserm U1081/CNRS 7284, Nice, France
| | - Charlotte Cohen
- Department of Thoracic Surgery, FHU OncoAge, Nice Pasteur Hospital, Université Côte d'Azur, Nice, France
| | - Stephanie Lacomme
- Nancy Regional University Hospital, Centre Hospitalier Régional Universitaire, CRB BB-0033-00035, INSERM U1256, Nancy, France
| | - Julien Mazieres
- Toulouse University Hospital, Université Paul Sabatier, Toulouse, France
| | | | - Corinne Perrin
- Hospices Civils de Lyon, Institut de Pathologie, Centre de Ressources Biologiques des HCL, Tissu-Tumorothèque Est, Lyon, France
| | - Gaetane Planchard
- Centre Hospitalier Universitaire de Caen, MESOPATH Regional Center, Caen, France
| | - Nathalie Rousseau
- Centre Hospitalier Universitaire de Caen, MESOPATH Regional Center, Caen, France
| | - Isabelle Rouquette
- Centre de Pathologie des Côteaux, Centre de Ressources Biologiques (CRB Cancer), IUCT Oncopole, Toulouse, France
| | - Christine Sagan
- Tumorothèque Centre Hospitalier Universitaire de Nantes, Nantes, France
| | - Arnaud Scherpereel
- University of Lille, Centre Hospitalier Universitaire Lille, INSERM, OncoThAI, NETMESO Network, Lille, France
| | - Francoise Thivolet
- Hospices Civils de Lyon, Institut de Pathologie, Centre de Ressources Biologiques des HCL, Tissu-Tumorothèque Est, Lyon, France
| | - Jean-Michel Vignaud
- Department of Biopathology, Centre Hospitalier Régional Universitaire de Nancy, Vandoeuvre-les-Nancy, France
- BRC, BB-0033-00035, Centre Hospitalier Régional Universitaire de Nancy, Vandoeuvre-les-Nancy, France
| | - Didier Jean
- Centre de Recherche des Cordeliers, INSERM, Sorbonne Université, Université de Paris, Functional Genomics of Solid Tumors, Paris, France
| | | | - Robert Olaso
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, Evry, France
| | - Vincent Meyer
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, Evry, France
| | - Anne Boland-Auge
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, Evry, France
| | - Jean-Francois Deleuze
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, Evry, France
| | | | | | - Alejandro Ibáñez-Costa
- Maimonides Biomedical Research Institute of Cordoba, Córdoba, Spain
- Department of Cell Biology, Physiology and Immunology, University of Cordoba, Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición, Córdoba, Spain
| | - Justo P Castaño
- Maimonides Biomedical Research Institute of Cordoba, Córdoba, Spain
- Department of Cell Biology, Physiology and Immunology, University of Cordoba, Córdoba, Spain
- Reina Sofia University Hospital, Córdoba, Spain
- CIBER Fisiopatología de la Obesidad y Nutrición, Córdoba, Spain
| | - Sylvie Lantuejoul
- UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, Lyon, France
- Grenoble Alpes University, Saint-Martin-d'Hères, France
| | - Akram Ghantous
- EpiGenomics and Mechanisms Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France
| | | | | | - Hector Hernandez-Vargas
- UMR INSERM 1052, CNRS 5286, UCBL1, Centre Léon Bérard, Lyon, France
- Centre de Recherche en Cancérologie de Lyon, Lyon, France
| | - Christophe Caux
- Tumor Escape, Resistance and Immunity Department, Centre de Recherche en Cancérologie de Lyon, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, Lyon, France
| | - Nicolas Girard
- Institut Curie, Institut du Thorax Curie Montsouris, Paris, France
- Université de Versailles Saint-Quentin-en-Yvelines, Université Paris-Saclay, Versailles, France
| | - Nuria Lopez-Bigas
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain
- Centro de Investigación Biomédica en Red en Cáncer, Instituto de Salud Carlos III, Madrid, Spain
- Institució Catalana de Recerca i Estudis Avançats, Barcelona, Spain
| | - Ludmil B Alexandrov
- Department of Cellular and Molecular Medicine, Department of Bioengineering and Moores Cancer Center, University of California, San Diego, La Jolla, CA, USA
| | - Françoise Galateau-Salle
- UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, Lyon, France
| | - Matthieu Foll
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France.
| | - Lynnette Fernandez-Cuesta
- Rare Cancers Genomics Team, Genomic Epidemiology Branch, International Agency for Research on Cancer/World Health Organization, Lyon, France.
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