MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm

Owen P. Leary; Zhusi Zhong; Lulu Bi; Zhicheng Jiao; Yu-Wei Dai; Kevin Ma; Shanzeh Sayied; Daniel Kargilis; Maliha Imami; Lin-Mei Zhao; Xue Feng; Gerald Riccardello; Scott Collins; Konstantina Svokos; Abhay Moghekar; Li Yang; Harrison Bai; Petra M. Klinge; Jerrold L. Boxerman

doi:10.3174/ajnr.A8372

Research ArticleNeurodegenerative Disorder Imaging

MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm

Owen P. Leary, Zhusi Zhong, Lulu Bi, Zhicheng Jiao, Yu-Wei Dai, Kevin Ma, Shanzeh Sayied, Daniel Kargilis, Maliha Imami, Lin-Mei Zhao, Xue Feng, Gerald Riccardello, Scott Collins, Konstantina Svokos, Abhay Moghekar, Li Yang, Harrison Bai, Petra M. Klinge and Jerrold L. Boxerman

American Journal of Neuroradiology October 2024, 45 (10) 1536-1544; DOI: https://doi.org/10.3174/ajnr.A8372

Owen P. Leary

aFrom the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Zhusi Zhong

bDepartment of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island

cSchool of Electronic Engineering (Z.Z.), Xidian University, Xi’an, China

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Lulu Bi

bDepartment of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Zhicheng Jiao

bDepartment of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Yu-Wei Dai

dDepartment of Neurology (Y.-W.D., L.Y.), The Second Xiangya Hospital, Central South University, Hunan, China

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Kevin Ma

aFrom the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island

fColumbia University Vagelos College of Physicians and Surgeons (K.M.), New York, New York

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Shanzeh Sayied

aFrom the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Daniel Kargilis

eDepartment of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland

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Maliha Imami

eDepartment of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland

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Lin-Mei Zhao

eDepartment of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland

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Xue Feng

gCarina Medical (X.F.), Lexington, Kentucky

hDepartment of Biomedical Engineering (X.F.), University of Virginia, Charlottesville, Virginia

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Gerald Riccardello

bDepartment of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Scott Collins

bDepartment of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Konstantina Svokos

aFrom the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Abhay Moghekar

iDepartment of Neurology (A.M.), Johns Hopkins University School of Medicine, Baltimore, Maryland

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Li Yang

dDepartment of Neurology (Y.-W.D., L.Y.), The Second Xiangya Hospital, Central South University, Hunan, China

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Harrison Bai

eDepartment of Radiology (D.K., M.I., L.-M.Z., H.B.), Johns Hopkins University School of Medicine, Baltimore, Maryland

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Petra M. Klinge

aFrom the Department of Neurosurgery (O.P.L., K.M., S.S., K.S., P.M.K.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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Jerrold L. Boxerman

bDepartment of Diagnostic Imaging (Z.Z., L.B., Z.J., G.R., S.C., J.L.B.), Brown University Warren Alpert Medical School, Providence, Rhode Island

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MRI-Based Prediction of Clinical Improvement after Ventricular Shunt Placement for Normal Pressure Hydrocephalus: Development and Evaluation of an Integrated Multisequence Machine Learning Algorithm

American Journal of Neuroradiology Oct 2024, 45 (10) 1536-1544; DOI: 10.3174/ajnr.A8372

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MRI Prediction Post-Ventricular Shunt Placement

American Journal of Neuroradiology Oct 2024, 45 (10) 1536-1544; DOI: 10.3174/ajnr.A8372

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