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Convolutional Neural Network–Based Automated Segmentation of the Spinal Cord and Contusion Injury: Deep Learning Biomarker Correlates of Motor Impairment in Acute Spinal Cord Injury
D.B. McCoy, S.M. Dupont, C. Gros, J. Cohen-Adad, R.J. Huie, A. Ferguson, X. Duong-Fernandez, L.H. Thomas, V. Singh, J. Narvid, L. Pascual, N. Kyritsis, M.S. Beattie, J.C. Bresnahan, S. Dhall, W. Whetstone, J.F. Talbott and TRACK-SCI Investigators
American Journal of Neuroradiology April 2019, 40 (4) 737-744; DOI: https://doi.org/10.3174/ajnr.A6020
D.B. McCoy
aFrom the Departments of Radiology and Biomedical Imaging (D.B.M., S.M.D., J.N., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
S.M. Dupont
aFrom the Departments of Radiology and Biomedical Imaging (D.B.M., S.M.D., J.N., J.F.T.)
C. Gros
fNeuroPoly Lab (C.G., J.C.-A.), Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, Quebec, Canada.
J. Cohen-Adad
fNeuroPoly Lab (C.G., J.C.-A.), Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, Quebec, Canada.
R.J. Huie
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
A. Ferguson
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
X. Duong-Fernandez
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
L.H. Thomas
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
V. Singh
dDepartments of Neurology (V.S.)
J. Narvid
aFrom the Departments of Radiology and Biomedical Imaging (D.B.M., S.M.D., J.N., J.F.T.)
L. Pascual
eOrthopedic Surgery (L.P.), Zuckerberg San Francisco General Hospital, University of California, San Francisco, San Francisco, California
N. Kyritsis
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
M.S. Beattie
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
J.C. Bresnahan
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
S. Dhall
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
W. Whetstone
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
J.F. Talbott
aFrom the Departments of Radiology and Biomedical Imaging (D.B.M., S.M.D., J.N., J.F.T.)
bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
Article Information
vol. 40 no. 4 737-744
PubMed
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History
- Received November 9, 2018
- Accepted after revision February 11, 2019
- Published online April 11, 2019.
Article Versions
- Latest version (March 28, 2019 - 09:36).
- You are viewing the most recent version of this article.
Copyright & Usage
© 2019 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org
Author Information
- D.B. McCoya,c,
- S.M. Duponta,
- C. Grosf,
- J. Cohen-Adadf,
- R.J. Huieb,c,
- A. Fergusonb,c,
- X. Duong-Fernandezb,c,
- L.H. Thomasb,c,
- V. Singhd,
- J. Narvida,
- L. Pascuale,
- N. Kyritsisb,c,
- M.S. Beattieb,c,
- J.C. Bresnahanb,c,
- S. Dhallb,c,
- W. Whetstoneb,c,
- J.F. Talbotta,b,
- TRACK-SCI Investigators
- aFrom the Departments of Radiology and Biomedical Imaging (D.B.M., S.M.D., J.N., J.F.T.)
- bNeurological Surgery (R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W., J.F.T.)
- cBrain and Spinal Injury Center (D.B.M., R.J.H., A.F., X.D.-F., L.H.T., N.K., M.S.B., J.C.B., S.D., W.W.)
- dDepartments of Neurology (V.S.)
- eOrthopedic Surgery (L.P.), Zuckerberg San Francisco General Hospital, University of California, San Francisco, San Francisco, California
- fNeuroPoly Lab (C.G., J.C.-A.), Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, Quebec, Canada.
- Please address correspondence to Jason F. Talbott, MD, PhD, Zuckerberg San Francisco General Hospital, 1001 Potrero Ave, Room 1X57C, San Francisco, CA 94110; e-mail: jason.talbott{at}ucsf.edu
Funding
Department of Defense
SC120259Craig H. Neilsen Foundation
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American Journal of Neuroradiology
Vol. 40, Issue 4
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Convolutional Neural Network–Based Automated Segmentation of the Spinal Cord and Contusion Injury: Deep Learning Biomarker Correlates of Motor Impairment in Acute Spinal Cord Injury
D.B. McCoy, S.M. Dupont, C. Gros, J. Cohen-Adad, R.J. Huie, A. Ferguson, X. Duong-Fernandez, L.H. Thomas, V. Singh, J. Narvid, L. Pascual, N. Kyritsis, M.S. Beattie, J.C. Bresnahan, S. Dhall, W. Whetstone, J.F. Talbott, TRACK-SCI Investigators
American Journal of Neuroradiology Apr 2019, 40 (4) 737-744; DOI: 10.3174/ajnr.A6020
Convolutional Neural Network–Based Automated Segmentation of the Spinal Cord and Contusion Injury: Deep Learning Biomarker Correlates of Motor Impairment in Acute Spinal Cord Injury
D.B. McCoy, S.M. Dupont, C. Gros, J. Cohen-Adad, R.J. Huie, A. Ferguson, X. Duong-Fernandez, L.H. Thomas, V. Singh, J. Narvid, L. Pascual, N. Kyritsis, M.S. Beattie, J.C. Bresnahan, S. Dhall, W. Whetstone, J.F. Talbott, TRACK-SCI Investigators
American Journal of Neuroradiology Apr 2019, 40 (4) 737-744; DOI: 10.3174/ajnr.A6020
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