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Disentangling heterogeneity of Malignant Pleural Mesothelioma through deep integrative omics analyses

View ORCID ProfileLise Mangiante, View ORCID ProfileNicolas Alcala, View ORCID ProfileAlex Di Genova, View ORCID ProfileAlexandra Sexton-Oates, Abel Gonzalez-Perez, Azhar Khandekar, Erik N. Bergstrom, View ORCID ProfileJaehee Kim, Colin Giacobi, Nolwenn Le Stang, Sandrine Boyault, Cyrille Cuenin, Severine Tabone-Eglinger, Francesca Damiola, Catherine Voegele, Maude Ardin, Marie-Cecile Michallet, Lorraine Soudade, View ORCID ProfileTiffany M. Delhomme, Arnaud Poret, Marie Brevet, Marie-Christine Copin, Sophie Giusiano-Courcambeck, Diane Damotte, Cecile Girard, Veronique Hofman, Paul Hofman, Jérôme Mouroux, Stephanie Lacomme, Julien Mazieres, Vincent Thomas de Montpreville, Corinne Perrin, Gaetane Planchard, Isabelle Rouquette, Christine Sagan, Arnaud Scherpereel, Francoise Thivolet, Jean-Michel Vignaud, View ORCID ProfileDidier Jean, Anabelle Gilg Soit Ilg, Robert Olaso, Vincent Meyer, Anne Boland, Jean-Francois Deleuze, Janine Altmuller, Peter Nuernberg, View ORCID ProfileSylvie Lantuejoul, Akram Ghantous, Charles Maussion, Pierre Courtiol, View ORCID ProfileHector Hernandez-Vargas, View ORCID ProfileChristophe Caux, Nicolas Girard, View ORCID ProfileNuria Lopez-Bigas, View ORCID ProfileLudmil B. Alexandrov, View ORCID ProfileFrançoise Galateau Salle, View ORCID ProfileMatthieu Foll, View ORCID ProfileLynnette Fernandez-Cuesta
doi: https://doi.org/10.1101/2021.09.27.461908
Lise Mangiante
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Nicolas Alcala
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Alex Di Genova
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Alexandra Sexton-Oates
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Abel Gonzalez-Perez
2Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
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Azhar Khandekar
3Department of Cellular and Molecular Medicine, Department of Bioengineering and Moores Cancer Center, UC San Diego, La Jolla, CA, 92093, USA
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Erik N. Bergstrom
3Department of Cellular and Molecular Medicine, Department of Bioengineering and Moores Cancer Center, UC San Diego, La Jolla, CA, 92093, USA
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Jaehee Kim
4Department of Biology, Stanford University, Stanford, USA
5Department of Computational Biology, Cornell University, Ithaca, New York, USA
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Colin Giacobi
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Nolwenn Le Stang
6UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, 69008 Lyon, France
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Sandrine Boyault
7Cancer Genomic Platform, Translational Research and Innovation department, Centre Léon Bérard ; Lyon, 69008 ; France
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Cyrille Cuenin
8EpiGenomics and Mechanisms Branch (EGM); International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Severine Tabone-Eglinger
6UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, 69008 Lyon, France
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Francesca Damiola
6UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, 69008 Lyon, France
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Catherine Voegele
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Maude Ardin
9TERI (Tumor Escape, Resistance and Immunity) Department, Centre de Recherche en Cancérologie de Lyon (CRCL), Centre Léon Bérard (CLB), Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, 69008 Lyon, France
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Marie-Cecile Michallet
9TERI (Tumor Escape, Resistance and Immunity) Department, Centre de Recherche en Cancérologie de Lyon (CRCL), Centre Léon Bérard (CLB), Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, 69008 Lyon, France
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Lorraine Soudade
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Tiffany M. Delhomme
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
2Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
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Arnaud Poret
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Marie Brevet
10Cypath & Cypath-rb ; Villeurbanne, 69100, France
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Marie-Christine Copin
11University of Lille, CHU Lille, Institut de Pathologie, Tumorothèque du Centre Régional de Référence en Cancérologie, Avenue Oscar Lambret, F-59000 Lille, France
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Sophie Giusiano-Courcambeck
12Department of Pathology, CHU NORD, Marseille, France
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Diane Damotte
13Centre de Recherche des Cordeliers, Sorbonne Université, INSERM, Université de Paris, Team Inflammation, complement and cancer, F-75006, Paris, France and Department of Pathology, Hôpitaux Universitaire Paris Centre, Tumorothèque /CRB Cancer, Cochin Hospital, Assistance Publique - Hôpitaux de Paris, Paris, France
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Cecile Girard
14CHU of Nantes, Tumorothèque, Nantes, F44093, France
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Veronique Hofman
15Université Côte d’Azur, Laboratory of Clinical and Experimental Pathology, Nice Center Hospital, FHU OncoAge, Biobank BB-0033-00025, and IRCAN Inserm U1081/CNRS 7284, 06002 Nice, France
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Paul Hofman
15Université Côte d’Azur, Laboratory of Clinical and Experimental Pathology, Nice Center Hospital, FHU OncoAge, Biobank BB-0033-00025, and IRCAN Inserm U1081/CNRS 7284, 06002 Nice, France
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Jérôme Mouroux
16Université Côte d’Azur, Department of Thoracic Surgery, Nice Center Hospital, FHU OncoAge, and IRCAN Inserm U1081/CNRS 7284, 06002 Nice, France
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Stephanie Lacomme
17Nancy Regional University Hospital, CHRU, CRB BB-0033-00035, INSERM U1256, Nancy, France
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Julien Mazieres
18Toulouse University Hospital, Université Paul Sabatier, Toulouse, France
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Vincent Thomas de Montpreville
19Department of Pathology; Marie Lannelongue Hospital; Le Plessis Robinson; 92350 France
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Corinne Perrin
20Hospices Civils de Lyon, Institut de Pathologie, Centre de Ressources Biologiques des HCL, Tissu-Tumorothèque Est, Lyon, France
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Gaetane Planchard
21CHU of Caen, 14 033 Caen; MESOPATH Regional Center
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Isabelle Rouquette
22Centre de Pathologie des Côteaux, Centre de Ressources Biologiques (CRB Cancer), IUCT Oncopole, 31500, Toulouse
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Christine Sagan
14CHU of Nantes, Tumorothèque, Nantes, F44093, France
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Arnaud Scherpereel
23University of Lille, CHU Lille, INSERM, OncoThAI, NETMESO network, Lille, France
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Francoise Thivolet
20Hospices Civils de Lyon, Institut de Pathologie, Centre de Ressources Biologiques des HCL, Tissu-Tumorothèque Est, Lyon, France
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Jean-Michel Vignaud
24Department of Biopathology, CHRU Nancy, Vandoeuvre-les-Nancy, France and BRC, BB-0033-00035, CHRU Nancy, Vandoeuvre-les-Nancy, France
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Didier Jean
25Centre de Recherche des Cordeliers; Inserm; Sorbonne Université; Université de Paris; Functional Genomics of Solid Tumors; Paris, 75006; France
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Anabelle Gilg Soit Ilg
26Direction Santé Environnement Travail, Santé Publique France
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Robert Olaso
27Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
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Vincent Meyer
27Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
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Anne Boland
27Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
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Jean-Francois Deleuze
27Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine (CNRGH), 91057, Evry, France
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Janine Altmuller
28Cologne Centre for Genomics (CCG), Cologne, Germany
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Peter Nuernberg
28Cologne Centre for Genomics (CCG), Cologne, Germany
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Sylvie Lantuejoul
6UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, 69008 Lyon, France
29Grenoble Alpes University
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Akram Ghantous
8EpiGenomics and Mechanisms Branch (EGM); International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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Charles Maussion
30Owkin, Inc., New York, NY, USA
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Pierre Courtiol
30Owkin, Inc., New York, NY, USA
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Hector Hernandez-Vargas
31UMR INSERM 1052, CNRS 5286, UCBL1, Cancer Research Center of Lyon, Centre Léon Bérard, 69008 Lyon, France, Lyon Cancer Research Center (CRCL)
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Christophe Caux
9TERI (Tumor Escape, Resistance and Immunity) Department, Centre de Recherche en Cancérologie de Lyon (CRCL), Centre Léon Bérard (CLB), Université de Lyon, Université Claude Bernard Lyon 1, INSERM 1052, CNRS 5286, 69008 Lyon, France
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Nicolas Girard
32Institut Curie, Institut du thorax Curie Montsouris, Paris, France, and UVSQ, Paris Saclay, Versailles, France
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Nuria Lopez-Bigas
2Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
33Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
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Ludmil B. Alexandrov
3Department of Cellular and Molecular Medicine, Department of Bioengineering and Moores Cancer Center, UC San Diego, La Jolla, CA, 92093, USA
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Françoise Galateau Salle
6UMR INSERM 1052, CNRS 5286, Cancer Research Center of Lyon, MESOPATH-MESOBANK, Department of Biopathology, Cancer Centre Léon Bérard, 69008 Lyon, France
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Matthieu Foll
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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  • For correspondence: fernandezcuestal@iarc.fr follm@iarc.fr
Lynnette Fernandez-Cuesta
1Rare Cancers Genomics Team (RCG), Genomic Epidemiology Branch (GEM), International Agency for Research on Cancer/World Health Organisation (IARC/WHO), Lyon, 69008, France
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  • For correspondence: fernandezcuestal@iarc.fr follm@iarc.fr
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Summary

Malignant Pleural Mesothelioma (MPM) is an aggressive cancer with rising incidence and challenging clinical management. Using the largest series of whole-genome sequencing data integrated with transcriptomic and epigenomic data using multi-omic factor analysis, we demonstrate that MPM heterogeneity arises from four sources of variation: tumor cell morphology, ploidy, adaptive immune response, and CpG island methylator phenotype. Previous genomic studies focused on describing only the tumor cell morphology factor, although we robustly find the three other sources in all publicly available cohorts. We prove how these sources of variation explain the biological functions performed by the cancer cells, and how genomic events shape MPM molecular profiles. We show how these new sources of variation help understand the heterogeneity of the clinical behavior of MPM and drug responses measured in cell lines. These findings unearth the interplay between MPM functional biology and its genomic history, and ultimately, inform classification, prognostication and treatment.

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Competing Interest Statement

Where authors are identified as personnel of the International Agency for Research on Cancer/World Health Organisation, the authors alone are responsible for the views expressed in this article and they do not necessarily represent the decisions, policy or views of the International Agency for Research on Cancer/World Health Organisation. Where authors are identified as personnel of the Centre de Recherche en Cancerologie de Lyon (CRCL), the authors declare no conflict of interests. A.S. participated in expert boards and clinical trials with Astra-Zeneca, BMS, MSD, Roche. N.G. declares consultancy, research support from BMS, Astra-Zeneca, Roche, and MSD. All the other authors declare no conflict of interests.

Footnotes

  • ↵† These authors jointly supervised the study

  • Lead contact: fernandezcuestal{at}iarc.fr (L.F.C.)

  • https://ega-archive.org/studies/EGAS00001004812

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Disentangling heterogeneity of Malignant Pleural Mesothelioma through deep integrative omics analyses
Lise Mangiante, Nicolas Alcala, Alex Di Genova, Alexandra Sexton-Oates, Abel Gonzalez-Perez, Azhar Khandekar, Erik N. Bergstrom, Jaehee Kim, Colin Giacobi, Nolwenn Le Stang, Sandrine Boyault, Cyrille Cuenin, Severine Tabone-Eglinger, Francesca Damiola, Catherine Voegele, Maude Ardin, Marie-Cecile Michallet, Lorraine Soudade, Tiffany M. Delhomme, Arnaud Poret, Marie Brevet, Marie-Christine Copin, Sophie Giusiano-Courcambeck, Diane Damotte, Cecile Girard, Veronique Hofman, Paul Hofman, Jérôme Mouroux, Stephanie Lacomme, Julien Mazieres, Vincent Thomas de Montpreville, Corinne Perrin, Gaetane Planchard, Isabelle Rouquette, Christine Sagan, Arnaud Scherpereel, Francoise Thivolet, Jean-Michel Vignaud, Didier Jean, Anabelle Gilg Soit Ilg, Robert Olaso, Vincent Meyer, Anne Boland, Jean-Francois Deleuze, Janine Altmuller, Peter Nuernberg, Sylvie Lantuejoul, Akram Ghantous, Charles Maussion, Pierre Courtiol, Hector Hernandez-Vargas, Christophe Caux, Nicolas Girard, Nuria Lopez-Bigas, Ludmil B. Alexandrov, Françoise Galateau Salle, Matthieu Foll, Lynnette Fernandez-Cuesta
bioRxiv 2021.09.27.461908; doi: https://doi.org/10.1101/2021.09.27.461908
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Disentangling heterogeneity of Malignant Pleural Mesothelioma through deep integrative omics analyses
Lise Mangiante, Nicolas Alcala, Alex Di Genova, Alexandra Sexton-Oates, Abel Gonzalez-Perez, Azhar Khandekar, Erik N. Bergstrom, Jaehee Kim, Colin Giacobi, Nolwenn Le Stang, Sandrine Boyault, Cyrille Cuenin, Severine Tabone-Eglinger, Francesca Damiola, Catherine Voegele, Maude Ardin, Marie-Cecile Michallet, Lorraine Soudade, Tiffany M. Delhomme, Arnaud Poret, Marie Brevet, Marie-Christine Copin, Sophie Giusiano-Courcambeck, Diane Damotte, Cecile Girard, Veronique Hofman, Paul Hofman, Jérôme Mouroux, Stephanie Lacomme, Julien Mazieres, Vincent Thomas de Montpreville, Corinne Perrin, Gaetane Planchard, Isabelle Rouquette, Christine Sagan, Arnaud Scherpereel, Francoise Thivolet, Jean-Michel Vignaud, Didier Jean, Anabelle Gilg Soit Ilg, Robert Olaso, Vincent Meyer, Anne Boland, Jean-Francois Deleuze, Janine Altmuller, Peter Nuernberg, Sylvie Lantuejoul, Akram Ghantous, Charles Maussion, Pierre Courtiol, Hector Hernandez-Vargas, Christophe Caux, Nicolas Girard, Nuria Lopez-Bigas, Ludmil B. Alexandrov, Françoise Galateau Salle, Matthieu Foll, Lynnette Fernandez-Cuesta
bioRxiv 2021.09.27.461908; doi: https://doi.org/10.1101/2021.09.27.461908

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