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Research ArticleAdult Brain

A Multiparametric Model for Mapping Cellularity in Glioblastoma Using Radiographically Localized Biopsies

P.D. Chang, H.R. Malone, S.G. Bowden, D.S. Chow, B.J.A. Gill, T.H. Ung, J. Samanamud, Z.K. Englander, A.M. Sonabend, S.A. Sheth, G.M. McKhann, M.B. Sisti, L.H. Schwartz, A. Lignelli, J. Grinband, J.N. Bruce and P. Canoll
American Journal of Neuroradiology May 2017, 38 (5) 890-898; DOI: https://doi.org/10.3174/ajnr.A5112
P.D. Chang
aFrom the Departments of Radiology (P.D.C., L.H.S., A.L., J.G.)
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H.R. Malone
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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S.G. Bowden
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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D.S. Chow
eDepartment of Radiology (D.S.C.), University of San Francisco School of Medicine, San Francisco, California.
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B.J.A. Gill
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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T.H. Ung
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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J. Samanamud
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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Z.K. Englander
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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A.M. Sonabend
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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S.A. Sheth
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
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G.M. McKhann II
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
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M.B. Sisti
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
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L.H. Schwartz
aFrom the Departments of Radiology (P.D.C., L.H.S., A.L., J.G.)
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A. Lignelli
aFrom the Departments of Radiology (P.D.C., L.H.S., A.L., J.G.)
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J. Grinband
aFrom the Departments of Radiology (P.D.C., L.H.S., A.L., J.G.)
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J.N. Bruce
bNeurological Surgery (H.R.M., S.G.B., B.J.A.G., T.H.U., Z.K.E., A.M.S., S.A.S., G.M.M., M.B.S., J.N.B.)
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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P. Canoll
cPathology and Cell Biology (P.C.), College of Physicians and Surgeons at Columbia University, New York, New York
dGabriele Bartoli Brain Tumor Laboratory and the Irving Cancer Research Center (H.R.M., S.G.B., B.J.A.G., T.H.U., J.S., Z.K.E., A.M.S., J.N.B., P.C.), New York, New York
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American Journal of Neuroradiology: 38 (5)
American Journal of Neuroradiology
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1 May 2017
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P.D. Chang, H.R. Malone, S.G. Bowden, D.S. Chow, B.J.A. Gill, T.H. Ung, J. Samanamud, Z.K. Englander, A.M. Sonabend, S.A. Sheth, G.M. McKhann, M.B. Sisti, L.H. Schwartz, A. Lignelli, J. Grinband, J.N. Bruce, P. Canoll
A Multiparametric Model for Mapping Cellularity in Glioblastoma Using Radiographically Localized Biopsies
American Journal of Neuroradiology May 2017, 38 (5) 890-898; DOI: 10.3174/ajnr.A5112

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A Multiparametric Model for Mapping Cellularity in Glioblastoma Using Radiographically Localized Biopsies
P.D. Chang, H.R. Malone, S.G. Bowden, D.S. Chow, B.J.A. Gill, T.H. Ung, J. Samanamud, Z.K. Englander, A.M. Sonabend, S.A. Sheth, G.M. McKhann, M.B. Sisti, L.H. Schwartz, A. Lignelli, J. Grinband, J.N. Bruce, P. Canoll
American Journal of Neuroradiology May 2017, 38 (5) 890-898; DOI: 10.3174/ajnr.A5112
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  • Biologically-informed deep neural networks provide quantitative assessment of intratumoral heterogeneity in post-treatment glioblastoma
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