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Research ArticleBRAIN
Open Access

MRI Surrogates for Molecular Subgroups of Medulloblastoma

S. Perreault, V. Ramaswamy, A.S. Achrol, K. Chao, T.T. Liu, D. Shih, M. Remke, S. Schubert, E. Bouffet, P.G. Fisher, S. Partap, H. Vogel, M.D. Taylor, Y.J. Cho and K.W. Yeom
American Journal of Neuroradiology May 2014, DOI: https://doi.org/10.3174/ajnr.A3990
S. Perreault
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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V. Ramaswamy
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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A.S. Achrol
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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K. Chao
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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T.T. Liu
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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D. Shih
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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M. Remke
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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S. Schubert
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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E. Bouffet
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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P.G. Fisher
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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S. Partap
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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H. Vogel
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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M.D. Taylor
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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Y.J. Cho
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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K.W. Yeom
From the Department of Neurology (S. Perreault, S.S., P.G.F., S. Partap, Y.J.C.), Division of Child Neurology, Department of Neurosurgery (A.S.A., K.C.), and Department of Radiology (K.W.Y.), Lucile Packard Children's Hospital at Stanford University, Palo Alto, California; Division of Child Neurology (S. Perreault), Centre Hospitalier Universitaire Sainte-Justine, Montreal, Quebec, Canada; Division of Neurosurgery (V.R., D.S., M.R., M.D.T.), Labatt Brain Tumour Research Centre (V.R., D.S., M.R., E.B., M.D.T.), and Division of Pediatric Hematology/Oncology (E.B), Hospital for Sick Children, Toronto, Ontario, Canada; Department of Laboratory Medicine and Pathobiology (V.S., D.S., M.R., M.D.T.), University of Toronto, Toronto, Ontario, Canada; Department of Radiology (T.T.L.), Richard M. Lucas Center for Imaging, and Department of Pathology (H.V.), Stanford University, Stanford, California.
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Abstract

BACKGROUND AND PURPOSE: Recently identified molecular subgroups of medulloblastoma have shown potential for improved risk stratification. We hypothesized that distinct MR imaging features can predict these subgroups.

MATERIALS AND METHODS: All patients with a diagnosis of medulloblastoma at one institution, with both pretherapy MR imaging and surgical tissue, served as the discovery cohort (n = 47). MR imaging features were assessed by 3 blinded neuroradiologists. NanoString-based assay of tumor tissues was conducted to classify the tumors into the 4 established molecular subgroups (WNT, sonic hedgehog, group 3, and group 4). A second pediatric medulloblastoma cohort (n = 52) from an independent institution was used for validation of the MR imaging features predictive of the molecular subtypes.

RESULTS: Logistic regression analysis within the discovery cohort revealed tumor location (P < .001) and enhancement pattern (P = .001) to be significant predictors of medulloblastoma subgroups. Stereospecific computational analyses confirmed that group 3 and 4 tumors predominated within the midline fourth ventricle (100%, P = .007), WNT tumors were localized to the cerebellar peduncle/cerebellopontine angle cistern with a positive predictive value of 100% (95% CI, 30%–100%), and SHH tumors arose in the cerebellar hemispheres with a positive predictive value of 100% (95% CI, 59%–100%). Midline group 4 tumors presented with minimal/no enhancement with a positive predictive value of 91% (95% CI, 59%–98%). When we used the MR imaging feature–based regression model, 66% of medulloblastomas were correctly predicted in the discovery cohort, and 65%, in the validation cohort.

CONCLUSIONS: Tumor location and enhancement pattern were predictive of molecular subgroups of pediatric medulloblastoma and may potentially serve as a surrogate for genomic testing.

Abbreviations

CP/CPA
cerebellar peduncle/cerebellopontine angle cistern
FSL
fMRI of the Brain Software Library
SHH
sonic hedgehog
WNT
wingless

Footnotes

  • Yoon-Jae Cho and Kristen W. Yeom are co-senior authors.

  • © 2014 American Society of Neuroradiology

Indicates open access to non-subscribers at www.ajnr.org

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MRI Surrogates for Molecular Subgroups of Medulloblastoma
S. Perreault, V. Ramaswamy, A.S. Achrol, K. Chao, T.T. Liu, D. Shih, M. Remke, S. Schubert, E. Bouffet, P.G. Fisher, S. Partap, H. Vogel, M.D. Taylor, Y.J. Cho, K.W. Yeom
American Journal of Neuroradiology May 2014, DOI: 10.3174/ajnr.A3990

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MRI Surrogates for Molecular Subgroups of Medulloblastoma
S. Perreault, V. Ramaswamy, A.S. Achrol, K. Chao, T.T. Liu, D. Shih, M. Remke, S. Schubert, E. Bouffet, P.G. Fisher, S. Partap, H. Vogel, M.D. Taylor, Y.J. Cho, K.W. Yeom
American Journal of Neuroradiology May 2014, DOI: 10.3174/ajnr.A3990
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