While molecular subgrouping has revolutionized medulloblastoma classification, the extent of heterogeneity within subgroups is unknown. Similarity network fusion (SNF) applied to genome-wide DNA methylation and gene expression data across 763 primary samples identifies very homogeneous clusters of patients, supporting the presence of medulloblastoma subtypes. After integration of somatic copy-number alterations, and clinical features specific to each cluster, we identify 12 different subtypes of medulloblastoma. Integrative analysis using SNF further delineates group 3 from group 4 medulloblastoma, which is not as readily apparent through analyses of individual data types. Two clear subtypes of infants with Sonic Hedgehog medulloblastoma with disparate outcomes and biology are identified. Medulloblastoma subtypes identified through integrative clustering have important implications for stratification of future clinical trials.

Intertumoral Heterogeneity within Medulloblastoma Subgroups / Cavalli F.M.G.; Remke M.; Rampasek L.; Peacock J.; Shih D.J.H.; Luu B.; Garzia L.; Torchia J.; Nor C.; Morrissy A.S.; Agnihotri S.; Thompson Y.Y.; Kuzan-Fischer C.M.; Farooq H.; Isaev K.; Daniels C.; Cho B.-K.; Kim S.-K.; Wang K.-C.; Lee J.Y.; Grajkowska W.A.; Perek-Polnik M.; Vasiljevic A.; Faure-Conter C.; Jouvet A.; Giannini C.; Nageswara Rao A.A.; Li K.K.W.; Ng H.-K.; Eberhart C.G.; Pollack I.F.; Hamilton R.L.; Gillespie G.Y.; Olson J.M.; Leary S.; Weiss W.A.; Lach B.; Chambless L.B.; Thompson R.C.; Cooper M.K.; Vibhakar R.; Hauser P.; van Veelen M.-L.C.; Kros J.M.; French P.J.; Ra Y.S.; Kumabe T.; Lopez-Aguilar E.; Zitterbart K.; Sterba J.; Finocchiaro G.; Massimino M.; Van Meir E.G.; Osuka S.; Shofuda T.; Klekner A.; Zollo M.; Leonard J.R.; Rubin J.B.; Jabado N.; Albrecht S.; Mora J.; Van Meter T.E.; Jung S.; Moore A.S.; Hallahan A.R.; Chan J.A.; Tirapelli D.P.C.; Carlotti C.G.; Fouladi M.; Pimentel J.; Faria C.C.; Saad A.G.; Massimi L.; Liau L.M.; Wheeler H.; Nakamura H.; Elbabaa S.K.; Perezpena-Diazconti M.; Chico Ponce de Leon F.; Robinson S.; Zapotocky M.; Lassaletta A.; Huang A.; Hawkins C.E.; Tabori U.; Bouffet E.; Bartels U.; Dirks P.B.; Rutka J.T.; Bader G.D.; Reimand J.; Goldenberg A.; Ramaswamy V.; Taylor M.D.. - In: CANCER CELL. - ISSN 1535-6108. - STAMPA. - 31:6(2017), pp. 737-754.e6. [10.1016/j.ccell.2017.05.005]

Intertumoral Heterogeneity within Medulloblastoma Subgroups

Giannini C.;
2017

Abstract

While molecular subgrouping has revolutionized medulloblastoma classification, the extent of heterogeneity within subgroups is unknown. Similarity network fusion (SNF) applied to genome-wide DNA methylation and gene expression data across 763 primary samples identifies very homogeneous clusters of patients, supporting the presence of medulloblastoma subtypes. After integration of somatic copy-number alterations, and clinical features specific to each cluster, we identify 12 different subtypes of medulloblastoma. Integrative analysis using SNF further delineates group 3 from group 4 medulloblastoma, which is not as readily apparent through analyses of individual data types. Two clear subtypes of infants with Sonic Hedgehog medulloblastoma with disparate outcomes and biology are identified. Medulloblastoma subtypes identified through integrative clustering have important implications for stratification of future clinical trials.
2017
Intertumoral Heterogeneity within Medulloblastoma Subgroups / Cavalli F.M.G.; Remke M.; Rampasek L.; Peacock J.; Shih D.J.H.; Luu B.; Garzia L.; Torchia J.; Nor C.; Morrissy A.S.; Agnihotri S.; Thompson Y.Y.; Kuzan-Fischer C.M.; Farooq H.; Isaev K.; Daniels C.; Cho B.-K.; Kim S.-K.; Wang K.-C.; Lee J.Y.; Grajkowska W.A.; Perek-Polnik M.; Vasiljevic A.; Faure-Conter C.; Jouvet A.; Giannini C.; Nageswara Rao A.A.; Li K.K.W.; Ng H.-K.; Eberhart C.G.; Pollack I.F.; Hamilton R.L.; Gillespie G.Y.; Olson J.M.; Leary S.; Weiss W.A.; Lach B.; Chambless L.B.; Thompson R.C.; Cooper M.K.; Vibhakar R.; Hauser P.; van Veelen M.-L.C.; Kros J.M.; French P.J.; Ra Y.S.; Kumabe T.; Lopez-Aguilar E.; Zitterbart K.; Sterba J.; Finocchiaro G.; Massimino M.; Van Meir E.G.; Osuka S.; Shofuda T.; Klekner A.; Zollo M.; Leonard J.R.; Rubin J.B.; Jabado N.; Albrecht S.; Mora J.; Van Meter T.E.; Jung S.; Moore A.S.; Hallahan A.R.; Chan J.A.; Tirapelli D.P.C.; Carlotti C.G.; Fouladi M.; Pimentel J.; Faria C.C.; Saad A.G.; Massimi L.; Liau L.M.; Wheeler H.; Nakamura H.; Elbabaa S.K.; Perezpena-Diazconti M.; Chico Ponce de Leon F.; Robinson S.; Zapotocky M.; Lassaletta A.; Huang A.; Hawkins C.E.; Tabori U.; Bouffet E.; Bartels U.; Dirks P.B.; Rutka J.T.; Bader G.D.; Reimand J.; Goldenberg A.; Ramaswamy V.; Taylor M.D.. - In: CANCER CELL. - ISSN 1535-6108. - STAMPA. - 31:6(2017), pp. 737-754.e6. [10.1016/j.ccell.2017.05.005]
Cavalli F.M.G.; Remke M.; Rampasek L.; Peacock J.; Shih D.J.H.; Luu B.; Garzia L.; Torchia J.; Nor C.; Morrissy A.S.; Agnihotri S.; Thompson Y.Y.; Kuzan-Fischer C.M.; Farooq H.; Isaev K.; Daniels C.; Cho B.-K.; Kim S.-K.; Wang K.-C.; Lee J.Y.; Grajkowska W.A.; Perek-Polnik M.; Vasiljevic A.; Faure-Conter C.; Jouvet A.; Giannini C.; Nageswara Rao A.A.; Li K.K.W.; Ng H.-K.; Eberhart C.G.; Pollack I.F.; Hamilton R.L.; Gillespie G.Y.; Olson J.M.; Leary S.; Weiss W.A.; Lach B.; Chambless L.B.; Thompson R.C.; Cooper M.K.; Vibhakar R.; Hauser P.; van Veelen M.-L.C.; Kros J.M.; French P.J.; Ra Y.S.; Kumabe T.; Lopez-Aguilar E.; Zitterbart K.; Sterba J.; Finocchiaro G.; Massimino M.; Van Meir E.G.; Osuka S.; Shofuda T.; Klekner A.; Zollo M.; Leonard J.R.; Rubin J.B.; Jabado N.; Albrecht S.; Mora J.; Van Meter T.E.; Jung S.; Moore A.S.; Hallahan A.R.; Chan J.A.; Tirapelli D.P.C.; Carlotti C.G.; Fouladi M.; Pimentel J.; Faria C.C.; Saad A.G.; Massimi L.; Liau L.M.; Wheeler H.; Nakamura H.; Elbabaa S.K.; Perezpena-Diazconti M.; Chico Ponce de Leon F.; Robinson S.; Zapotocky M.; Lassaletta A.; Huang A.; Hawkins C.E.; Tabori U.; Bouffet E.; Bartels U.; Dirks P.B.; Rutka J.T.; Bader G.D.; Reimand J.; Goldenberg A.; Ramaswamy V.; Taylor M.D.
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