Multiomic neuropathology improves diagnostic accuracy in pediatric neuro-oncology.


Journal

Nature medicine
ISSN: 1546-170X
Titre abrégé: Nat Med
Pays: United States
ID NLM: 9502015

Informations de publication

Date de publication:
04 2023
Historique:
received: 04 08 2022
accepted: 13 02 2023
medline: 21 4 2023
pubmed: 18 3 2023
entrez: 17 3 2023
Statut: ppublish

Résumé

The large diversity of central nervous system (CNS) tumor types in children and adolescents results in disparate patient outcomes and renders accurate diagnosis challenging. In this study, we prospectively integrated DNA methylation profiling and targeted gene panel sequencing with blinded neuropathological reference diagnostics for a population-based cohort of more than 1,200 newly diagnosed pediatric patients with CNS tumors, to assess their utility in routine neuropathology. We show that the multi-omic integration increased diagnostic accuracy in a substantial proportion of patients through annotation to a refining DNA methylation class (50%), detection of diagnostic or therapeutically relevant genetic alterations (47%) or identification of cancer predisposition syndromes (10%). Discrepant results by neuropathological WHO-based and DNA methylation-based classification (30%) were enriched in histological high-grade gliomas, implicating relevance for current clinical patient management in 5% of all patients. Follow-up (median 2.5 years) suggests improved survival for patients with histological high-grade gliomas displaying lower-grade molecular profiles. These results provide preliminary evidence of the utility of integrating multi-omics in neuropathology for pediatric neuro-oncology.

Identifiants

pubmed: 36928815
doi: 10.1038/s41591-023-02255-1
pii: 10.1038/s41591-023-02255-1
pmc: PMC10115638
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

917-926

Commentaires et corrections

Type : CommentIn
Type : ErratumIn

Informations de copyright

© 2023. The Author(s).

Références

Louis, D.N., Ohgaki, H., Wiestler, O.D. & Cavenee, W.K. WHO Classification of Tumours of the Central Nervous System. Revised 4th ed (WHO Press, 2016).
WHO Classification of Tumours Editorial Board. Central Nervous System Tumours. WHO Classification of Tumours, 5th ed, vol 6. https://publications.iarc.fr/601 (International Agency for Research on Cancer, 2021).
Sahm, F. et al. Next-generation sequencing in routine brain tumor diagnostics enables an integrated diagnosis and identifies actionable targets. Acta Neuropathol. 131, 903–910 (2016).
pubmed: 26671409 doi: 10.1007/s00401-015-1519-8
Capper, D. et al. DNA methylation-based classification of central nervous system tumours. Nature 555, 469–474 (2018).
pubmed: 29539639 pmcid: 6093218 doi: 10.1038/nature26000
Pickles, J. C. et al. DNA methylation-based profiling for paediatric CNS tumour diagnosis and treatment: a population-based study. Lancet Child Adolesc. Health 4, 121–130 (2020).
pubmed: 31786093 doi: 10.1016/S2352-4642(19)30342-6
Pages, M. et al. The implementation of DNA methylation profiling into a multistep diagnostic process in pediatric neuropathology: a 2-year real-world experience by the French Neuropathology Network. Cancers (Basel) 13, 1377 (2021).
pubmed: 33803647 doi: 10.3390/cancers13061377
Karimi, S. et al. The central nervous system tumor methylation classifier changes neuro-oncology practice for challenging brain tumor diagnoses and directly impacts patient care. Clin. Epigenetics 11, 185 (2019).
pubmed: 31806041 pmcid: 6896594 doi: 10.1186/s13148-019-0766-2
Erdmann, F., Kaatsch, P., Grabow, D. & Spix, C. German Childhood Cancer Registry—Annual Report 2019 (1980–2018). (Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI) at the University Medical Center of the Johannes Gutenberg University Mainz, 2020).
Clarke, M. et al. Infant high-grade gliomas comprise multiple subgroups characterized by novel targetable gene fusions and favorable outcomes. Cancer Discov. 10, 942–963 (2020).
pubmed: 32238360 pmcid: 8313225 doi: 10.1158/2159-8290.CD-19-1030
Guerreiro Stucklin, A. S. et al. Alterations in ALK/ROS1/NTRK/MET drive a group of infantile hemispheric gliomas. Nat. Commun. 10, 4343 (2019).
pubmed: 31554817 pmcid: 6761184 doi: 10.1038/s41467-019-12187-5
Lambo, S. et al. The molecular landscape of ETMR at diagnosis and relapse. Nature 576, 274–280 (2019).
pubmed: 31802000 pmcid: 6908757 doi: 10.1038/s41586-019-1815-x
Alhalabi, K. T. et al. PATZ1 fusions define a novel molecularly distinct neuroepithelial tumor entity with a broad histological spectrum. Acta Neuropathol. 142, 841–857 (2021).
pubmed: 34417833 pmcid: 8500868 doi: 10.1007/s00401-021-02354-8
Sievers, P. et al. Recurrent fusions in PLAGL1 define a distinct subset of pediatric-type supratentorial neuroepithelial tumors. Acta Neuropathol. 142, 827–839 (2021).
pubmed: 34355256 pmcid: 8500895 doi: 10.1007/s00401-021-02356-6
Stichel, D. et al. Routine RNA sequencing of formalin-fixed paraffin-embedded specimens in neuropathology diagnostics identifies diagnostically and therapeutically relevant gene fusions. Acta Neuropathol. 138, 827–835 (2019).
pubmed: 31278449 doi: 10.1007/s00401-019-02039-3
Gröbner, S. N. et al. The landscape of genomic alterations across childhood cancers. Nature 555, 321–327 (2018).
pubmed: 29489754 doi: 10.1038/nature25480
Sturm, D. et al. Hotspot mutations in H3F3A and IDH1 define distinct epigenetic and biological subgroups of glioblastoma. Cancer Cell 22, 425–437 (2012).
pubmed: 23079654 doi: 10.1016/j.ccr.2012.08.024
Pajtler, K. W. et al. Molecular classification of ependymal tumors across all CNS compartments, histopathological grades, and age groups. Cancer Cell 27, 728–743 (2015).
pubmed: 25965575 pmcid: 4712639 doi: 10.1016/j.ccell.2015.04.002
Sturm, D. et al. New brain tumor entities emerge from molecular classification of CNS-PNETs. Cell 164, 1060–1072 (2016).
pubmed: 26919435 pmcid: 5139621 doi: 10.1016/j.cell.2016.01.015
Cavalli, F. M. G. et al. Intertumoral heterogeneity within medulloblastoma subgroups. Cancer Cell 31, 737–754 (2017).
pubmed: 28609654 pmcid: 6163053 doi: 10.1016/j.ccell.2017.05.005
Deng, M. Y. et al. Diffuse glioneuronal tumour with oligodendroglioma-like features and nuclear clusters (DGONC)—a molecularly defined glioneuronal CNS tumour class displaying recurrent monosomy 14. Neuropathol. Appl. Neurobiol. 46, 422–430 (2020).
pubmed: 31867747 doi: 10.1111/nan.12590
Reinhardt, A. et al. Anaplastic astrocytoma with piloid features, a novel molecular class of IDH wildtype glioma with recurrent MAPK pathway, CDKN2A/B and ATRX alterations. Acta Neuropathol. 136, 273–291 (2018).
pubmed: 29564591 doi: 10.1007/s00401-018-1837-8
Wefers, A. K. et al. Isomorphic diffuse glioma is a morphologically and molecularly distinct tumour entity with recurrent gene fusions of MYBL1 or MYB and a benign disease course. Acta Neuropathol. 139, 193–209 (2020).
pubmed: 31563982 doi: 10.1007/s00401-019-02078-w
Sievers, P. et al. Epigenetic profiling reveals a subset of pediatric-type glioneuronal tumors characterized by oncogenic gene fusions involving several targetable kinases. Acta Neuropathol. 144, 1049–1052 (2022).
pubmed: 36070143 pmcid: 9547789 doi: 10.1007/s00401-022-02492-7
Louis, D. N. et al. The 2021 WHO Classification of Tumors of the Central Nervous System: a summary. Neuro Oncol. 23, 1231–1251 (2021).
pubmed: 34185076 pmcid: 8328013 doi: 10.1093/neuonc/noab106
Capper, D. et al. Practical implementation of DNA methylation and copy-number-based CNS tumor diagnostics: the Heidelberg experience. Acta Neuropathol. 136, 181–210 (2018).
pubmed: 29967940 pmcid: 6060790 doi: 10.1007/s00401-018-1879-y
Sievers, P. et al. A subset of pediatric-type thalamic gliomas share a distinct DNA methylation profile, H3K27me3 loss and frequent alteration of EGFR. Neuro Oncol. 23, 34–43 (2021).
pubmed: 33130881 doi: 10.1093/neuonc/noaa251
Bouffet, E. et al. Primary analysis of a phase II trial of dabrafenib plus trametinib (dab + tram) in BRAFV600–mutant pediatric low-grade glioma (pLGG). J. Clin. Oncol. 40, LBA2002 (2022).
doi: 10.1200/JCO.2022.40.17_suppl.LBA2002
Hargrave, D. R. et al. Dabrafenib + trametinib (dab + tram) in relapsed/refractory (r/r) BRAFV600–mutant pediatric high-grade glioma (pHGG): primary analysis of a phase II trial. J. Clin. Oncol. 40, 2009 (2022).
doi: 10.1200/JCO.2022.40.16_suppl.2009
Farouk Sait, S. et al. Debio1347, an oral FGFR inhibitor: results from a single-center study in pediatric patients with recurrent or refractory FGFR-altered gliomas. JCO Precis. Oncol. 5, PO.20.00444 (2021).
pubmed: 34250399 pmcid: 8232545
Bagchi, A. et al. Lorlatinib in a child with ALK-fusion-positive high-grade glioma. N. Engl. J. Med. 385, 761–763 (2021).
pubmed: 34407349 pmcid: 8672682 doi: 10.1056/NEJMc2101264
Desai, A. V. et al. Entrectinib in children and young adults with solid or primary CNS tumors harboring NTRK, ROS1, or ALK aberrations (STARTRK-NG). Neuro Oncol. 24, 1776–1789 (2022).
pubmed: 35395680 pmcid: 9527518 doi: 10.1093/neuonc/noac087
Doz, F. et al. Efficacy and safety of larotrectinib in TRK fusion-positive primary central nervous system tumors. Neuro Oncol. 24, 997–1007 (2022).
pubmed: 34850167 doi: 10.1093/neuonc/noab274
Jongmans, M. C. et al. Recognition of genetic predisposition in pediatric cancer patients: an easy-to-use selection tool. Eur. J. Med. Genet. 59, 116–125 (2016).
pubmed: 26825391 doi: 10.1016/j.ejmg.2016.01.008
Ripperger, T. et al. Childhood cancer predisposition syndromes—a concise review and recommendations by the Cancer Predisposition Working Group of the Society for Pediatric Oncology and Hematology. Am. J. Med. Genet. A 173, 1017–1037 (2017).
pubmed: 28168833 doi: 10.1002/ajmg.a.38142
van Tilburg, C. M. et al. The Pediatric Precision Oncology INFORM Registry: clinical outcome and benefit for patients with very high-evidence targets. Cancer Discov. 11, 2764–2779 (2021).
pubmed: 34373263 pmcid: 9414287 doi: 10.1158/2159-8290.CD-21-0094
Ecker, J. et al. Molecular diagnostics enables detection of actionable targets: the Pediatric Targeted Therapy 2.0 registry. Eur. J. Cancer 180, 71–84 (2022).
pubmed: 36542877 doi: 10.1016/j.ejca.2022.11.015
Thariat, J. et al. Avoidance or adaptation of radiotherapy in patients with cancer with Li–Fraumeni and heritable TP53-related cancer syndromes. Lancet Oncol. 22, e562–e574 (2021).
pubmed: 34856153 doi: 10.1016/S1470-2045(21)00425-3
Das, A. et al. Genomic predictors of response to PD-1 inhibition in children with germline DNA replication repair deficiency. Nat. Med. 28, 125–135 (2022).
pubmed: 34992263 pmcid: 8799468 doi: 10.1038/s41591-021-01581-6
Rittberg, R. et al. Immune checkpoint inhibition as primary adjuvant therapy for an IDH1-mutant anaplastic astrocytoma in a patient with CMMRD: a case report—usage of immune checkpoint inhibition in CMMRD. Curr. Oncol. 28, 757–766 (2021).
pubmed: 33535600 pmcid: 7985791 doi: 10.3390/curroncol28010074
Suwala, A. K. et al. Primary mismatch repair deficient IDH-mutant astrocytoma (PMMRDIA) is a distinct type with a poor prognosis. Acta Neuropathol. 141, 85–100 (2021).
pubmed: 33216206 doi: 10.1007/s00401-020-02243-6
Louis, D. N., Ohgaki, H., Wiestler, O. D. & Cavenee, W. K. WHO Classification of Tumours of the Central Nervous System. (IARC Press, 2007).
Robinson, J. T. et al. Integrative Genomics Viewer. Nat. Biotechnol. 29, 24–26 (2011).
pubmed: 21221095 pmcid: 3346182 doi: 10.1038/nbt.1754
Richards, S. et al. Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. Genet. Med. 17, 405–424 (2015).
pubmed: 25741868 pmcid: 4544753 doi: 10.1038/gim.2015.30
Chakravarthy, A. et al. Pan-cancer deconvolution of tumour composition using DNA methylation. Nat. Commun. 9, 3220 (2018).
pubmed: 30104673 pmcid: 6089972 doi: 10.1038/s41467-018-05570-1
Johann, P. D., Jager, N., Pfister, S. M. & Sill, M. RF_Purify: a novel tool for comprehensive analysis of tumor-purity in methylation array data based on random forest regression. BMC Bioinformatics 20, 428 (2019).
pubmed: 31419933 pmcid: 6697926 doi: 10.1186/s12859-019-3014-z
Hovestadt, V. & Zapatka, M. conumee: enhanced copy-number variation analysis using Illumina DNA methylation arrays. http://bioconductor.org/packages/conumee
Mermel, C. H. et al. GISTIC2.0 facilitates sensitive and confident localization of the targets of focal somatic copy-number alteration in human cancers. Genome Biol. 12, R41 (2011).
pubmed: 21527027 pmcid: 3218867 doi: 10.1186/gb-2011-12-4-r41
R Core Team. R: a language and environment for statistical computing. https://www.R-project.org (R Foundation for Statistical Computing, 2021).
Bahl, E., Koomar, T. & Michaelson, J. J. cerebroViz: an R package for anatomical visualization of spatiotemporal brain data. Bioinformatics 33, 762–763 (2017).
pubmed: 28011779 doi: 10.1093/bioinformatics/btw726

Auteurs

Dominik Sturm (D)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.
Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany.

David Capper (D)

Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
German Cancer Consortium (DKTK), Partner Site Berlin, German Cancer Research Center (DKFZ), Heidelberg, Germany.

Felipe Andreiuolo (F)

Department of Neuropathology, DGNN Brain Tumor Reference Center, University of Bonn, Bonn, Germany.
Laboratory of Neuropathology, Paulo Niemeyer State Brain Institute, Rio de Janeiro, Brazil.
D'Or Institute for Research and Education (IDOR), Rio de Janeiro, Brazil.

Marco Gessi (M)

Department of Neuropathology, DGNN Brain Tumor Reference Center, University of Bonn, Bonn, Germany.

Christian Kölsche (C)

Institute of Pathology, Heidelberg University Hospital, Heidelberg, Germany.

Annekathrin Reinhardt (A)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.

Philipp Sievers (P)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.

Annika K Wefers (AK)

Institute of Neuropathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Azadeh Ebrahimi (A)

Department of Neuropathology, DGNN Brain Tumor Reference Center, University of Bonn, Bonn, Germany.
Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Abigail K Suwala (AK)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.
Department of Neurological Surgery, Helen Diller Research Center, University of California, San Francisco, San Francisco, CA, USA.

Gerrit H Gielen (GH)

Department of Neuropathology, DGNN Brain Tumor Reference Center, University of Bonn, Bonn, Germany.

Martin Sill (M)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Daniel Schrimpf (D)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.

Damian Stichel (D)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Volker Hovestadt (V)

Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Bjarne Daenekas (B)

Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA.
Broad Institute of MIT and Harvard, Cambridge, MA, USA.

Agata Rode (A)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Stefan Hamelmann (S)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Christopher Previti (C)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Natalie Jäger (N)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Ivo Buchhalter (I)

Omics IT and Data Management Core Facility, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Mirjam Blattner-Johnson (M)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Barbara C Jones (BC)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.
Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany.

Monika Warmuth-Metz (M)

Department of Diagnostic and Interventional Neuroradiology, University Hospital of Würzburg, Würzburg, Germany.
Neuroradiological Reference Center for the Pediatric Brain Tumor (HIT) Studies of the German Society of Pediatric Oncology and Hematology, University Hospital Würzburg, since 2021 University Hospital Augsburg, Augsburg, Germany.

Brigitte Bison (B)

Neuroradiological Reference Center for the Pediatric Brain Tumor (HIT) Studies of the German Society of Pediatric Oncology and Hematology, University Hospital Würzburg, since 2021 University Hospital Augsburg, Augsburg, Germany.
Diagnostic and Interventional Neuroradiology, Faculty of Medicine, University of Augsburg, Augsburg, Germany.

Kerstin Grund (K)

Institute of Human Genetics, Heidelberg University Hospital, Heidelberg, Germany.

Christian Sutter (C)

Institute of Human Genetics, Heidelberg University Hospital, Heidelberg, Germany.

Steffen Hirsch (S)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.
Institute of Human Genetics, Heidelberg University Hospital, Heidelberg, Germany.

Nicola Dikow (N)

Institute of Human Genetics, Heidelberg University Hospital, Heidelberg, Germany.

Martin Hasselblatt (M)

Institute of Neuropathology, University Hospital Münster, Münster, Germany.

Ulrich Schüller (U)

Institute of Neuropathology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
Department of Paediatric Haematology and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
Research Institute Children's Cancer Center Hamburg, Hamburg, Germany.

Arend Koch (A)

Department of Neuropathology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.

Nicolas U Gerber (NU)

Department of Oncology, University Children's Hospital Zürich, Zürich, Switzerland.

Christine L White (CL)

Genetics and Molecular Pathology Laboratory, Hudson Institute of Medical Research, Clayton, VIC, Australia.
Department of Molecular and Translational Science, Monash University, Melbourne, VIC, Australia.
Victorian Clinical Genetics Services, Parkville, VIC, Australia.

Molly K Buntine (MK)

Genetics and Molecular Pathology Laboratory, Hudson Institute of Medical Research, Clayton, VIC, Australia.
Department of Molecular and Translational Science, Monash University, Melbourne, VIC, Australia.

Kathryn Kinross (K)

Australian and New Zealand Children's Haematology and Oncology Group (ANZCHOG), Hudson Institute of Medical Research, Clayton, VIC, Australia.

Elizabeth M Algar (EM)

Genetics and Molecular Pathology Laboratory, Hudson Institute of Medical Research, Clayton, VIC, Australia.
Department of Molecular and Translational Science, Monash University, Melbourne, VIC, Australia.
Department of Paediatrics, University of Melbourne, Parkville, VIC, Australia.

Jordan R Hansford (JR)

Women's and Children's Hospital, South Australia Health and Medical Research Institute, South Australia immunoGENomics Cancer Institute, University of Adelaide, Adelaide, SA, Australia.

Nicholas G Gottardo (NG)

Department of Paediatric and Adolescent Oncology/Haematology, Perth Children's Hospital, Nedlands, WA, Australia.
Centre for Child Health Research, University of Western Australia, Nedlands, WA, Australia.
Brain Tumour Research Program, Telethon Kids Institute, Nedlands, WA, Australia.

Martin U Schuhmann (MU)

Department of Neurosurgery, University of Tuebingen, Tuebingen, Germany.

Ulrich W Thomale (UW)

Department of Neurosurgery, Charité - Universitätsmedizin Berlin, Berlin, Germany.

Pablo Hernáiz Driever (P)

German HIT-LOGGIC Registry for low-grade glioma in children and adolescents, Department of Pediatric Oncology and Hematology, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.

Astrid Gnekow (A)

Swabian Children's Cancer Center, Paediatric and Adolescent Medicine, Faculty of Medicine, University Augsburg, Augsburg, Germany.

Olaf Witt (O)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Pediatric Oncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Hermann L Müller (HL)

Department of Pediatrics and Pediatric Hematology/Oncology, University Children's Hospital, Klinikum Oldenburg AöR, Oldenburg, Germany.

Gabriele Calaminus (G)

Department of Pediatric Hematology and Oncology, University Childrens' Hospital Muenster, Muenster, Germany.

Gudrun Fleischhack (G)

Pediatric Hematology and Oncology, Pediatrics III, University Children's Hospital of Essen, Essen, Germany.

Uwe Kordes (U)

Department of Paediatric Haematology and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Martin Mynarek (M)

Department of Paediatric Haematology and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.
Mildred Scheel Cancer Career Center HaTriCS4, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Stefan Rutkowski (S)

Department of Paediatric Haematology and Oncology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany.

Michael C Frühwald (MC)

Swabian Children's Cancer Center, Paediatric and Adolescent Medicine, Faculty of Medicine, University Augsburg, Augsburg, Germany.

Christof M Kramm (CM)

Department of Child and Adolescent Health, Division of Pediatric Hematology and Oncology, University Medical Center Göttingen, Göttingen, Germany.

Andreas von Deimling (A)

Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Torsten Pietsch (T)

Department of Neuropathology, DGNN Brain Tumor Reference Center, University of Bonn, Bonn, Germany.

Felix Sahm (F)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.
Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

Stefan M Pfister (SM)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany.
Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.

David T W Jones (DTW)

Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany. david.jones@kitz-heidelberg.de.
Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany. david.jones@kitz-heidelberg.de.

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