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Bergthold G, Bandopadhayay P, Hoshida Y, Ramkissoon S, Ramkissoon L, Rich B, Maire CL, Paolella BR, Schumacher SE, Tabak B, Ferrer-Luna R, Ozek M, Sav A, Santagata S, Wen PY, Goumnerova LC, Ligon AH, Stiles C, Segal R, Golub T, Grill J, Ligon KL, Chan JA, Kieran MW, Beroukhim R. Expression profiles of 151 pediatric low-grade gliomas reveal molecular differences associated with location and histological subtype. Neuro Oncol 2015; 17:1486-96. [PMID: 25825052 DOI: 10.1093/neuonc/nov045] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Accepted: 02/26/2015] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Pediatric low-grade gliomas (PLGGs), the most frequent pediatric brain tumor, comprise a heterogeneous group of diseases. Recent genomic analyses suggest that these tumors are mostly driven by mitogene-activated protein kinase (MAPK) pathway alterations. However, little is known about the molecular characteristics inherent to their clinical and histological heterogeneity. METHODS We performed gene expression profiling on 151 paraffin-embedded PLGGs from different locations, ages, and histologies. Using unsupervised and supervised analyses, we compared molecular features with age, location, histology, and BRAF genomic status. We compared molecular differences with normal pediatric brain expression profiles to observe whether those patterns were mirrored in normal brain. RESULTS Unsupervised clustering distinguished 3 molecular groups that correlated with location in the brain and histological subtype. "Not otherwise specified" (NOS) tumors did not constitute a unified class. Supratentorial pilocytic astrocytomas (PAs) were significantly enriched with genes involved in pathways related to inflammatory activity compared with infratentorial tumors. Differences based on tumor location were not mirrored in location-dependent differences in expression within normal brain tissue. We identified significant differences between supratentorial PAs and diffuse astrocytomas as well as between supratentorial PAs and dysembryoplastic neuroepithelial tumors but not between supratentorial PAs and gangliogliomas. Similar expression patterns were observed between childhood and adolescent PAs. We identified differences between BRAF-duplicated and V600E-mutated tumors but not between primary and recurrent PLGGs. CONCLUSION Expression profiling of PLGGs reveals significant differences associated with tumor location, histology, and BRAF genomic status. Supratentorial PAs, in particular, are enriched in inflammatory pathways that appear to be tumor-related.
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Affiliation(s)
- Guillaume Bergthold
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Pratiti Bandopadhayay
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Yujin Hoshida
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Shakti Ramkissoon
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Lori Ramkissoon
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Benjamin Rich
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Cecile L Maire
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Brenton R Paolella
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Steven E Schumacher
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Barbara Tabak
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Ruben Ferrer-Luna
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Memet Ozek
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Aydin Sav
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Sandro Santagata
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Patrick Yung Wen
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Liliana C Goumnerova
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Azra H Ligon
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Charles Stiles
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Rosalind Segal
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Todd Golub
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Jacques Grill
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Keith L Ligon
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Jennifer A Chan
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Mark W Kieran
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
| | - Rameen Beroukhim
- Department of Cancer Biology, Dana-Farber Cancer Institute, and Harvard Medical School, Boston, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., C.S., R.S., R.B.); Broad Institute, Cambridge, Massachusetts (G.B., P.B., B.R.P., S.E.S., B.T., R.F.-L., T.G., R.B.); Pediatric Neuro-Oncology Program, Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Dana-Farber Cancer Institute and Boston Children's Hospital, and Harvard Medical School, Boston, Massachusetts (P.B., L.C.G., M.W.K.); Liver Cancer Program, Tisch Cancer Institute, Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York (Y.H.); Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts (S.R., S.S., P.Y.W., A.H.L., K.L.L., J.A.C.); Center for Molecular Oncologic Pathology, Dana-Farber Cancer Institute, Boston, Massachusetts (S.R., L.R., B.R., C.L.M., K.L.L.); Department of Neurosurgery, Acibadem University Medical Center, Istanbul, Turkey (M.O.); Department of Pathology, Acibadem University Medical Center, Istanbul, Turkey (A.S.); Department of Neurosurgery, Boston Children's Hospital, Boston, Massachusetts (L.C.G.); Departement de Cancerologie de l'enfant et de l'adolescent, Gustave Roussy and Unité Mixte de Recherche 8203 du Centre National de la Recherche Scientifique, Université Paris-Sud, Villejuif, France (J.G.); Department of Pathology, Boston Children's Hospital, Boston, Massachusetts (K.L.L.)
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