Research ArticleAdult Brain
Open Access
Accurate Patient-Specific Machine Learning Models of Glioblastoma Invasion Using Transfer Learning
L.S. Hu, H. Yoon, J.M. Eschbacher, L.C. Baxter, A.C. Dueck, A. Nespodzany, K.A. Smith, P. Nakaji, Y. Xu, L. Wang, J.P. Karis, A.J. Hawkins-Daarud, K.W. Singleton, P.R. Jackson, B.J. Anderies, B.R. Bendok, R.S. Zimmerman, C. Quarles, A.B. Porter-Umphrey, M.M. Mrugala, A. Sharma, J.M. Hoxworth, M.G. Sattur, N. Sanai, P.E. Koulemberis, C. Krishna, J.R. Mitchell, T. Wu, N.L. Tran, K.R. Swanson and J. Li
American Journal of Neuroradiology March 2019, 40 (3) 418-425; DOI: https://doi.org/10.3174/ajnr.A5981
L.S. Hu
aFrom the Department of Radiology (L.S.H., J.M.H., J.R.M., T.W., J.L.)
H. Yoon
fArizona State University (H.Y., Y.X., L.W., T.W., J.L.), Tempe, Arizona
J.M. Eschbacher
gDepartments of Pathology (J.M.E.)
L.C. Baxter
hRadiology (L.C.B., A.N., J.P.K.)
A.C. Dueck
kDepartment of Biostatistics (A.C.D.), Mayo Clinic in Arizona, Scottsdale, Arizona
A. Nespodzany
hRadiology (L.C.B., A.N., J.P.K.)
K.A. Smith
iNeurosurgery (K.A.S., P.N., N.S.)
P. Nakaji
iNeurosurgery (K.A.S., P.N., N.S.)
Y. Xu
fArizona State University (H.Y., Y.X., L.W., T.W., J.L.), Tempe, Arizona
L. Wang
fArizona State University (H.Y., Y.X., L.W., T.W., J.L.), Tempe, Arizona
J.P. Karis
hRadiology (L.C.B., A.N., J.P.K.)
A.J. Hawkins-Daarud
bPrecision Neurotherapeutics Lab (A.J.H.-D., K.W.S., P.R.J, B.R.B., K.R.S.)
K.W. Singleton
bPrecision Neurotherapeutics Lab (A.J.H.-D., K.W.S., P.R.J, B.R.B., K.R.S.)
P.R. Jackson
bPrecision Neurotherapeutics Lab (A.J.H.-D., K.W.S., P.R.J, B.R.B., K.R.S.)
B.J. Anderies
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
B.R. Bendok
bPrecision Neurotherapeutics Lab (A.J.H.-D., K.W.S., P.R.J, B.R.B., K.R.S.)
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
R.S. Zimmerman
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
C. Quarles
jNeuroimaging Research (C.Q.), Barrow Neurological Institute, Phoenix, Arizona
A.B. Porter-Umphrey
dDepartment of Neuro-Oncology (A.B.P.-U., M.M.M., A.S.)
M.M. Mrugala
dDepartment of Neuro-Oncology (A.B.P.-U., M.M.M., A.S.)
A. Sharma
dDepartment of Neuro-Oncology (A.B.P.-U., M.M.M., A.S.)
J.M. Hoxworth
aFrom the Department of Radiology (L.S.H., J.M.H., J.R.M., T.W., J.L.)
M.G. Sattur
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
N. Sanai
iNeurosurgery (K.A.S., P.N., N.S.)
P.E. Koulemberis
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
C. Krishna
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
J.R. Mitchell
aFrom the Department of Radiology (L.S.H., J.M.H., J.R.M., T.W., J.L.)
lH. Lee Moffitt Cancer Center and Research Institute (J.R.M.), Tampa, Florida.
T. Wu
aFrom the Department of Radiology (L.S.H., J.M.H., J.R.M., T.W., J.L.)
fArizona State University (H.Y., Y.X., L.W., T.W., J.L.), Tempe, Arizona
N.L. Tran
eDepartment of Cancer Biology (N.L.T.), Mayo Clinic in Arizona, Phoenix, Arizona
K.R. Swanson
bPrecision Neurotherapeutics Lab (A.J.H.-D., K.W.S., P.R.J, B.R.B., K.R.S.)
cDepartment of Neurosurgery (B.J.A., B.R.B., R.S.Z., M.G.S., P.E.K., C.K., K.R.S.)
J. Li
aFrom the Department of Radiology (L.S.H., J.M.H., J.R.M., T.W., J.L.)
fArizona State University (H.Y., Y.X., L.W., T.W., J.L.), Tempe, Arizona

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In this issue
American Journal of Neuroradiology
Vol. 40, Issue 3
1 Mar 2019
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L.S. Hu, H. Yoon, J.M. Eschbacher, L.C. Baxter, A.C. Dueck, A. Nespodzany, K.A. Smith, P. Nakaji, Y. Xu, L. Wang, J.P. Karis, A.J. Hawkins-Daarud, K.W. Singleton, P.R. Jackson, B.J. Anderies, B.R. Bendok, R.S. Zimmerman, C. Quarles, A.B. Porter-Umphrey, M.M. Mrugala, A. Sharma, J.M. Hoxworth, M.G. Sattur, N. Sanai, P.E. Koulemberis, C. Krishna, J.R. Mitchell, T. Wu, N.L. Tran, K.R. Swanson, J. Li
Accurate Patient-Specific Machine Learning Models of Glioblastoma Invasion Using Transfer Learning
American Journal of Neuroradiology Mar 2019, 40 (3) 418-425; DOI: 10.3174/ajnr.A5981
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Accurate Patient-Specific Machine Learning Models of Glioblastoma Invasion Using Transfer Learning
L.S. Hu, H. Yoon, J.M. Eschbacher, L.C. Baxter, A.C. Dueck, A. Nespodzany, K.A. Smith, P. Nakaji, Y. Xu, L. Wang, J.P. Karis, A.J. Hawkins-Daarud, K.W. Singleton, P.R. Jackson, B.J. Anderies, B.R. Bendok, R.S. Zimmerman, C. Quarles, A.B. Porter-Umphrey, M.M. Mrugala, A. Sharma, J.M. Hoxworth, M.G. Sattur, N. Sanai, P.E. Koulemberis, C. Krishna, J.R. Mitchell, T. Wu, N.L. Tran, K.R. Swanson, J. Li
American Journal of Neuroradiology Mar 2019, 40 (3) 418-425; DOI: 10.3174/ajnr.A5981
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