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Capper D, Jones DTW, Sill M, Hovestadt V, Schrimpf D, Sturm D, Koelsche C, Sahm F, Chavez L, Reuss DE, Kratz A, Wefers AK, Huang K, Pajtler KW, Schweizer L, Stichel D, Olar A, Engel NW, Lindenberg K, Harter PN, Braczynski AK, Plate KH, Dohmen H, Garvalov BK, Coras R, Hölsken A, Hewer E, Bewerunge-Hudler M, Schick M, Fischer R, Beschorner R, Schittenhelm J, Staszewski O, Wani K, Varlet P, Pages M, Temming P, Lohmann D, Selt F, Witt H, Milde T, Witt O, Aronica E, Giangaspero F, Rushing E, Scheurlen W, Geisenberger C, Rodriguez FJ, Becker A, Preusser M, Haberler C, Bjerkvig R, Cryan J, Farrell M, Deckert M, Hench J, Frank S, Serrano J, Kannan K, Tsirigos A, Brück W, Hofer S, Brehmer S, Seiz-Rosenhagen M, Hänggi D, Hans V, Rozsnoki S, Hansford JR, Kohlhof P, Kristensen BW, Lechner M, Lopes B, Mawrin C, Ketter R, Kulozik A, Khatib Z, Heppner F, Koch A, Jouvet A, Keohane C, Mühleisen H, Mueller W, Pohl U, Prinz M, Benner A, Zapatka M, Gottardo NG, Driever PH, Kramm CM, Müller HL, Rutkowski S, von Hoff K, Frühwald MC, Gnekow A, Fleischhack G, Tippelt S, Calaminus G, Monoranu CM, Perry A, Jones C, Jacques TS, Radlwimmer B, Gessi M, Pietsch T, Schramm J, Schackert G, Westphal M, Reifenberger G, Wesseling P, Weller M, Collins VP, Blümcke I, Bendszus M, Debus J, Huang A, Jabado N, Northcott PA, Paulus W, Gajjar A, Robinson GW, Taylor MD, Jaunmuktane Z, Ryzhova M, Platten M, Unterberg A, Wick W, Karajannis MA, Mittelbronn M, Acker T, Hartmann C, Aldape K, Schüller U, Buslei R, Lichter P, Kool M, Herold-Mende C, Ellison DW, Hasselblatt M, Snuderl M, Brandner S, Korshunov A, von Deimling A, Pfister SM. DNA methylation-based classification of central nervous system tumours. Nature 2018; 555:469-474. [PMID: 29539639 PMCID: PMC6093218 DOI: 10.1038/nature26000] [Citation(s) in RCA: 1580] [Impact Index Per Article: 263.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Accepted: 02/13/2018] [Indexed: 02/07/2023]
Abstract
Accurate pathological diagnosis is crucial for optimal management of patients with cancer. For the approximately 100 known tumour types of the central nervous system, standardization of the diagnostic process has been shown to be particularly challenging-with substantial inter-observer variability in the histopathological diagnosis of many tumour types. Here we present a comprehensive approach for the DNA methylation-based classification of central nervous system tumours across all entities and age groups, and demonstrate its application in a routine diagnostic setting. We show that the availability of this method may have a substantial impact on diagnostic precision compared to standard methods, resulting in a change of diagnosis in up to 12% of prospective cases. For broader accessibility, we have designed a free online classifier tool, the use of which does not require any additional onsite data processing. Our results provide a blueprint for the generation of machine-learning-based tumour classifiers across other cancer entities, with the potential to fundamentally transform tumour pathology.
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Affiliation(s)
- David Capper
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Neuropathology, Berlin, Germany
- German Cancer Consortium (DKTK), Partner Site Berlin, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - David T W Jones
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Martin Sill
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Division of Biostatistics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Volker Hovestadt
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniel Schrimpf
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Dominik Sturm
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
| | - Christian Koelsche
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Felix Sahm
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lukas Chavez
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - David E Reuss
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Annekathrin Kratz
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Annika K Wefers
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Kristin Huang
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Kristian W Pajtler
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
| | - Leonille Schweizer
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Neuropathology, Berlin, Germany
| | - Damian Stichel
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Adriana Olar
- Department of Pathology and Laboratory Medicine, Medical University of South Carolina, Charleston, South Carolina 29425, USA
- Department of Neurosurgery, Medical University of South Carolina, Charleston, South Carolina 29425, USA
- Hollings Cancer Center, Charleston, South Carolina 29425, USA
| | - Nils W Engel
- Department of Oncology and Hematology with Sections Bone Marrow Transplant and Pneumology, Hubertus Wald Tumorzentrum/University Cancer Center Hamburg, University Medical Center Hamburg, Hamburg, Germany
- Center for Neuropathology and Prion Research, Ludwig-Maximilians-University, Munich, Germany
| | - Kerstin Lindenberg
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Patrick N Harter
- Institute of Neurology (Edinger Institute), Goethe-University Frankfurt am Main, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz, Frankfurt am Main, German Cancer Research Center (DKFZ) Heidelberg, Germany
| | - Anne K Braczynski
- Institute of Neurology (Edinger Institute), Goethe-University Frankfurt am Main, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz, Frankfurt am Main, German Cancer Research Center (DKFZ) Heidelberg, Germany
| | - Karl H Plate
- Institute of Neurology (Edinger Institute), Goethe-University Frankfurt am Main, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz, Frankfurt am Main, German Cancer Research Center (DKFZ) Heidelberg, Germany
| | - Hildegard Dohmen
- Institute of Neuropathology, University of Giessen, Giessen, Germany
| | - Boyan K Garvalov
- Institute of Neuropathology, University of Giessen, Giessen, Germany
| | - Roland Coras
- Neuropathological Institute, University Hospital Erlangen, Friedrich Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Annett Hölsken
- Neuropathological Institute, University Hospital Erlangen, Friedrich Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Ekkehard Hewer
- Institute of Pathology, University of Bern, Bern, Switzerland
| | - Melanie Bewerunge-Hudler
- Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Matthias Schick
- Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Roger Fischer
- Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Rudi Beschorner
- Institute of Pathology and Neuropathology, Department of Neuropathology, University Hospital Tübingen, Tübingen, Germany
| | - Jens Schittenhelm
- Institute of Pathology and Neuropathology, Department of Neuropathology, University Hospital Tübingen, Tübingen, Germany
| | - Ori Staszewski
- Institute of Neuropathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Germany
| | - Khalida Wani
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Pascale Varlet
- Department of Neuropathology, Centre Hospitalier Sainte Anne, Paris, France
| | - Melanie Pages
- Department of Neuropathology, Centre Hospitalier Sainte Anne, Paris, France
| | - Petra Temming
- Pediatrics III, Pediatric Oncology and Hematology, University Hospital Essen, Essen, Germany
| | - Dietmar Lohmann
- Eye Cancer Research Group, Faculty of Medicine, University of Duisburg-Essen, Essen, Germany
| | - Florian Selt
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
- CCU Pediatric Oncology (G340), German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Hendrik Witt
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
| | - Till Milde
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
- CCU Pediatric Oncology (G340), German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Olaf Witt
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
- CCU Pediatric Oncology (G340), German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Eleonora Aronica
- Department of (Neuro)Pathology, Academic Medisch Centrum (AMC), University of Amsterdam, Amsterdam, The Netherlands
- Swammerdam Institute for Life Sciences, Center for Neuroscience, University of Amsterdam, Amsterdam, The Netherlands
- Stichting Epilepsie Instellingen Nederland (SEIN), Amsterdam, The Netherlands
| | - Felice Giangaspero
- Department of Radiological, Oncological and Anatomo-Pathological Sciences, Sapienza University, Rome, Italy
- IRCCS Neuromed, Pozzilli, Italy
| | - Elisabeth Rushing
- Department of Neuropathology, University Hospital Zurich, Zurich, Switzerland
| | | | - Christoph Geisenberger
- Department of Neurosurgery, Heidelberg University Hospital, Heidelberg, Germany
- Hubrecht Institute-KNAW (Royal Netherlands Academy of Arts and Sciences), Uppsalalaan 8, 3584 CT Utrecht, The Netherlands
| | - Fausto J Rodriguez
- Division of Neuropathology of the Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Albert Becker
- Department of Neuropathology, University of Bonn, Bonn, Germany
| | - Matthias Preusser
- Department of Medicine I, Comprehensive Cancer Center Vienna, CNS Unit (CCC-CNS), Medical University of Vienna, Vienna, Austria
| | | | - Rolf Bjerkvig
- Department of Biomedicine, University of Bergen, Bergen, Norway
- NORLUX Neuro-Oncology Laboratory, Department of Oncology, Luxembourg Institute of Health, Luxembourg, Luxembourg
| | - Jane Cryan
- Department of Neuropathology, Beaumont Hospital, Dublin, Ireland
| | - Michael Farrell
- Department of Neuropathology, Beaumont Hospital, Dublin, Ireland
| | - Martina Deckert
- Department of Neuropathology, University Hospital of Cologne, Cologne, Germany
| | - Jürgen Hench
- Department of Neuropathology, Institute of Pathology, Basel University Hospital, Basel, Switzerland
| | - Stephan Frank
- Department of Neuropathology, Institute of Pathology, Basel University Hospital, Basel, Switzerland
| | | | | | | | - Wolfgang Brück
- Institute of Neuropathology, University Medical Center Göttingen, Göttingen, Germany
| | - Silvia Hofer
- Division of Oncology, Luzerner Kantonsspital, Luzern, Switzerland
| | - Stefanie Brehmer
- Department of Neurosurgery, University Medical Center Mannheim, University of Heidelberg, Mannheim, Germany
| | - Marcel Seiz-Rosenhagen
- Department of Neurosurgery, University Medical Center Mannheim, University of Heidelberg, Mannheim, Germany
| | - Daniel Hänggi
- Department of Neurosurgery, University Medical Center Mannheim, University of Heidelberg, Mannheim, Germany
| | - Volkmar Hans
- Institut für Neuropathologie, Evangelisches Krankenhaus Bielefeld gGmbH, Bielefeld, Germany
- Institut für Neuropathologie, Universitätskinikum Essen, Essen, Germany
| | - Stephanie Rozsnoki
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Jordan R Hansford
- Children's Cancer Centre, Royal Children's Hospital, University of Melbourne, Melbourne, Victoria, Australia
- Murdoch Children's Research Institute, University of Melbourne, Melbourne, Victoria, Australia
- Department of Pediatrics, University of Melbourne, Melbourne, Victoria, Australia
| | - Patricia Kohlhof
- Institute for Pathology, Katharinenhospital Stuttgart, Stuttgart, Germany
| | - Bjarne W Kristensen
- Department of Pathology, Odense University Hospital, Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Matt Lechner
- University College London Cancer Institute and University College London Hospitals, London, UK
| | - Beatriz Lopes
- Department of Pathology, University of Virginia, Charlottesville, Virginia, USA
| | - Christian Mawrin
- Institute of Neuropathology, Otto-von-Guericke-University, Magdeburg, Germany
| | - Ralf Ketter
- Department of Neurosurgery, University Hospital Saarland, Homburg, Saar, Germany
| | - Andreas Kulozik
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
| | - Ziad Khatib
- Nicklaus Children's Hospital Brain Institute, Miami, Florida 33155, USA
| | - Frank Heppner
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Neuropathology, Berlin, Germany
- Cluster of Excellence, NeuroCure, Berlin, Germany
- Berlin Institute of Health (BIH), Berlin, Germany
| | - Arend Koch
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Department of Neuropathology, Berlin, Germany
| | - Anne Jouvet
- Département de Pathologie et Neuropathologie, Hôpital Neurologique, Hospices Civils de Lyon, Lyon, France
| | - Catherine Keohane
- Department of Neuropathology, Cork University Hospital, Cork, Ireland
| | - Helmut Mühleisen
- Department of Pathology, Ludwigsburg Hospital, Ludwigsburg, Germany
| | - Wolf Mueller
- Department of Neuropathology, Leipzig University, Leipzig, Germany
| | - Ute Pohl
- Department of Cellular Pathology, Queen's Hospital, Romford, UK
| | - Marco Prinz
- Institute of Neuropathology, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Germany
- BIOSS Centre for Biological Signalling Studies, University of Freiburg, Freiburg, Germany
| | - Axel Benner
- Division of Biostatistics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Marc Zapatka
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Nicholas G Gottardo
- Department of Pediatric Oncology and Haematology, Princess Margaret Hospital for Children, GPO Box D184, Perth, Western Australia 6840, Australia
- Telethon Kids Institute, University of Western Australia, PO Box 855, Perth, Western Australia 6872, Australia
- School of Paediatrics and Child Health, University of Western Australia, GPO Box D184, Perth, Western Australia 6840, Australia
| | - Pablo Hernáiz Driever
- Department of Pediatric Oncology/Hematology, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Christof M Kramm
- Division of Pediatric Hematology and Oncology, University Medical Center Göttingen, Göttingen, Germany
| | - Hermann L Müller
- Department of Pediatrics and Pediatric Hematology/Oncology, Klinikum Oldenburg AöR, Medical Campus University Oldenburg, 26133 Oldenburg, Germany
| | - Stefan Rutkowski
- Department for Pediatric Hematology and Oncology, University Hospital Hamburg-Eppendorf, Hamburg, Germany
| | - Katja von Hoff
- Department of Pediatric Oncology/Hematology, Charité-Universitätsmedizin Berlin, Berlin, Germany
- Department for Pediatric Hematology and Oncology, University Hospital Hamburg-Eppendorf, Hamburg, Germany
| | - Michael C Frühwald
- Children's Hospital Augsburg, Swabian Children's Cancer Centre, Augsburg, Germany
| | - Astrid Gnekow
- Children's Hospital Augsburg, Swabian Children's Cancer Centre, Augsburg, Germany
| | - Gudrun Fleischhack
- Pediatrics III, Pediatric Oncology and Hematology, University Hospital Essen, Essen, Germany
| | - Stephan Tippelt
- Pediatrics III, Pediatric Oncology and Hematology, University Hospital Essen, Essen, Germany
| | - Gabriele Calaminus
- Department of Pediatric Hematology/Oncology, University of Bonn Medical Center, Bonn, Germany
| | - Camelia-Maria Monoranu
- Department of Neuropathology, Insitute of Pathology, Comprehensive Cancer Center (CCC) Mainfranken, University of Würzburg, Würzburg, Germany
| | - Arie Perry
- Department of Pathology, University of California San Francisco, San Francisco, California, USA
| | - Chris Jones
- Division of Molecular Pathology, Institute of Cancer Research, London, UK
| | - Thomas S Jacques
- Developmental Biology and Cancer Programme, UCL Great Ormond Street Institute of Child Health and Histopathology Department, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Bernhard Radlwimmer
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Marco Gessi
- Department of Neuropathology, University of Bonn, Bonn, Germany
| | - Torsten Pietsch
- Department of Neuropathology, University of Bonn, Bonn, Germany
| | - Johannes Schramm
- Medical Faculty, University of Bonn Medical School, Bonn, Germany
| | - Gabriele Schackert
- Department of Neurosurgery, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Manfred Westphal
- Department of Neurosurgery, University Hospital Hamburg-Eppendorf, Hamburg, Germany
| | - Guido Reifenberger
- Department of Neuropathology, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- German Cancer Consortium (DKTK), partner site Essen/Düsseldorf, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Pieter Wesseling
- Department of Pathology, Princess Máxima Center for Pediatric Oncology and University Medical Center Utrecht, Utrecht, The Netherlands
- Department of Pathology, VU University Medical Center, Amsterdam, The Netherlands
| | - Michael Weller
- Department of Neurology, University Hospital and University of Zurich, Zurich, Switzerland
| | - Vincent Peter Collins
- Department of Pathology, Division of Molecular Histopathology, University of Cambridge, Cambridge, UK
| | - Ingmar Blümcke
- Neuropathological Institute, University Hospital Erlangen, Friedrich Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | - Martin Bendszus
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Jürgen Debus
- Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Annie Huang
- Department of Pediatrics, Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Nada Jabado
- Division of Hematology/Oncology, McGill University, Montreal, Quebec, Canada
| | - Paul A Northcott
- Department of Developmental Neurobiology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Werner Paulus
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Amar Gajjar
- Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Giles W Robinson
- Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Michael D Taylor
- Division of Neurosurgery, Arthur and Sonia Labatt Brain Tumor Research Centre, Hospital for Sick Children, University of Toronto, Toronto, Ontario, Canada
| | - Zane Jaunmuktane
- Division of Neuropathology, UCL Hospitals, Institute of Neurology, University College London, Queen Square, WC1N 3BG London, UK
- Department of Molecular Neuroscience, Institute of Neurology, University College London, Queen Square, WC1N 3BG London, UK
- Department of Neurodegeneration, Institute of Neurology, University College London, Queen Square, WC1N 3BG London, UK
| | | | - Michael Platten
- Department of Neurology, Universitätsmedizin Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Andreas Unterberg
- Department of Neurosurgery, Heidelberg University Hospital, Heidelberg, Germany
| | - Wolfgang Wick
- Department of Neurology, Heidelberg University Hospital, Heidelberg, Germany
| | - Matthias A Karajannis
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, New York, New York, USA
| | - Michel Mittelbronn
- Institute of Neurology (Edinger Institute), Goethe-University Frankfurt am Main, Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz, Frankfurt am Main, German Cancer Research Center (DKFZ) Heidelberg, Germany
- NORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health (LIH), Luxembourg, Luxembourg
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Luxembourg, Luxembourg
- Laboratoire national de santé (LNS), Dudelange, Luxembourg
- Luxembourg Centre of Neuropathology (LCNP), Luxembourg, Luxembourg
| | - Till Acker
- Institute of Neuropathology, University of Giessen, Giessen, Germany
| | - Christian Hartmann
- Department of Neuropathology, Hannover Medical School (MHH), Hannover, Germany
| | - Kenneth Aldape
- Department of Pathology, University of Toronto, Toronto, Ontario, Canada
| | - Ulrich Schüller
- Center for Neuropathology and Prion Research, Ludwig-Maximilians-University, Munich, Germany
- Institute of Neuropathology, University Medical Center, Hamburg-Eppendorf, Hamburg, Germany
- Research Institute Children's Cancer Center, Hamburg, Germany
- Department of Pediatric Hematology and Oncology, University Medical Center, Hamburg-Eppendorf, Hamburg, Germany
| | - Rolf Buslei
- Neuropathological Institute, University Hospital Erlangen, Friedrich Alexander University Erlangen-Nuremberg, Erlangen, Germany
- Section Neuropathology, Institute of Pathology, Sozialstiftung Bamberg, Klinikum am Bruderwald, Bamberg, Germany
| | - Peter Lichter
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Marcel Kool
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | | | - David W Ellison
- Department of Pathology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Martin Hasselblatt
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Matija Snuderl
- Division of Neuropathology, Department of Pathology, NYU Langone Medical Center, New York, New York, USA
| | - Sebastian Brandner
- Division of Neuropathology, UCL Hospitals, Institute of Neurology, University College London, Queen Square, WC1N 3BG London, UK
- Department of Neurodegeneration, Institute of Neurology, University College London, Queen Square, WC1N 3BG London, UK
| | - Andrey Korshunov
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Andreas von Deimling
- Department of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany
- Clinical Cooperation Unit Neuropathology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Stefan M Pfister
- Hopp Children's Cancer Center at the NCT Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology, German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology and Immunology, University Hospital Heidelberg, Heidelberg, Germany
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