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AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticleNeurovascular/Stroke Imaging

A Clinical and Imaging Fused Deep Learning Model Matches Expert Clinician Prediction of 90-Day Stroke Outcomes

Yongkai Liu, Preya Shah, Yannan Yu, Jai Horsey, Jiahong Ouyang, Bin Jiang, Guang Yang, Jeremy J. Heit, Margy E. McCullough-Hicks, Stephen M. Hugdal, Max Wintermark, Patrik Michel, David S. Liebeskind, Maarten G. Lansberg, Gregory W. Albers and Greg Zaharchuk
American Journal of Neuroradiology April 2024, 45 (4) 406-411; DOI: https://doi.org/10.3174/ajnr.A8140
Yongkai Liu
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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  • ORCID record for Yongkai Liu
Preya Shah
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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Yannan Yu
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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Jai Horsey
bMeharry Medical College (J.H.), Nashville, Tennessee
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Jiahong Ouyang
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
cDepartment of Electrical Engineering (J.O.), Stanford University, Stanford, California
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Bin Jiang
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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Guang Yang
dNational Heart and Lung Institute (G.Y.), Imperial College London, London, UK
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Jeremy J. Heit
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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Margy E. McCullough-Hicks
eDepartment of Neurology (M.E.M.-H.), University of Minnesota Medical School, Minneapolis, Minnesota
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Stephen M. Hugdal
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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Max Wintermark
fDepartment of Neuroradiology (M.W.), University of Texas MD Anderson Center, Houston, Texas
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Patrik Michel
gNeurology Service (P.M), Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Switzerland
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David S. Liebeskind
hDepartment of Neurology (D.S.L.), University of California, Los Angeles, Los Angeles, Calfornia
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Maarten G. Lansberg
iDepartment of Neurology (M.G.L., G.W.A.), Stanford, Stanford, Calfornia.
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Gregory W. Albers
iDepartment of Neurology (M.G.L., G.W.A.), Stanford, Stanford, Calfornia.
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Greg Zaharchuk
aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
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Article Information

vol. 45 no. 4 406-411
DOI 
https://doi.org/10.3174/ajnr.A8140
PubMed 
38331959

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received October 27, 2023
  • Accepted after revision December 7, 2023
  • Published online April 8, 2024.

Article Versions

  • Latest version (February 8, 2024 - 09:49).
  • Latest version (February 22, 2024 - 11:04).
  • You are viewing the most recent version of this article.
Copyright & Usage 
© 2024 by American Journal of Neuroradiology

Author Information

  1. Yongkai Liua,†,
  2. Preya Shaha,†,
  3. Yannan Yua,
  4. Jai Horseyb,
  5. Jiahong Ouyanga,c,
  6. Bin Jianga,
  7. Guang Yangd,
  8. Jeremy J. Heita,
  9. Margy E. McCullough-Hickse,
  10. Stephen M. Hugdala,
  11. Max Wintermarkf,
  12. Patrik Michelg,
  13. David S. Liebeskindh,
  14. Maarten G. Lansbergi,
  15. Gregory W. Albersi and
  16. Greg Zaharchuka
  1. aFrom the Department of Radiology (Y.L., P.S., Y.Y., J.O., B.J., J.J.H., S.M.H., G.Z.), Stanford University, Stanford, Calfornia
  2. bMeharry Medical College (J.H.), Nashville, Tennessee
  3. cDepartment of Electrical Engineering (J.O.), Stanford University, Stanford, California
  4. dNational Heart and Lung Institute (G.Y.), Imperial College London, London, UK
  5. eDepartment of Neurology (M.E.M.-H.), University of Minnesota Medical School, Minneapolis, Minnesota
  6. fDepartment of Neuroradiology (M.W.), University of Texas MD Anderson Center, Houston, Texas
  7. gNeurology Service (P.M), Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Switzerland
  8. hDepartment of Neurology (D.S.L.), University of California, Los Angeles, Los Angeles, Calfornia
  9. iDepartment of Neurology (M.G.L., G.W.A.), Stanford, Stanford, Calfornia.
  1. Please address correspondence to Yongkai Liu, PhD, Department of Radiology, 1201 Welch Rd., Stanford, CA 94305-5488; e-mail: yongkliu{at}stanford.edu; @Focus_on_aca
View Full Text

Funding

  • National Institute of Neurological Disorders and Stroke

    R01-NS066506

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Cite this article
Yongkai Liu, Preya Shah, Yannan Yu, Jai Horsey, Jiahong Ouyang, Bin Jiang, Guang Yang, Jeremy J. Heit, Margy E. McCullough-Hicks, Stephen M. Hugdal, Max Wintermark, Patrik Michel, David S. Liebeskind, Maarten G. Lansberg, Gregory W. Albers, Greg Zaharchuk
A Clinical and Imaging Fused Deep Learning Model Matches Expert Clinician Prediction of 90-Day Stroke Outcomes
American Journal of Neuroradiology Apr 2024, 45 (4) 406-411; DOI: 10.3174/ajnr.A8140

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Deep Learning Model for Predicting Stroke Outcomes
Yongkai Liu, Preya Shah, Yannan Yu, Jai Horsey, Jiahong Ouyang, Bin Jiang, Guang Yang, Jeremy J. Heit, Margy E. McCullough-Hicks, Stephen M. Hugdal, Max Wintermark, Patrik Michel, David S. Liebeskind, Maarten G. Lansberg, Gregory W. Albers, Greg Zaharchuk
American Journal of Neuroradiology Apr 2024, 45 (4) 406-411; DOI: 10.3174/ajnr.A8140
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This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

  • Automatic prediction of stroke treatment outcomes: latest advances and perspectives
    Zeynel A. Samak, Philip Clatworthy, Majid Mirmehdi
    Biomedical Engineering Letters 2025 15 3
  • Application of Artificial Intelligence in Acute Ischemic Stroke: A Scoping Review
    JoonNyung Heo
    Neurointervention 2025 20 1
  • Deep Learning Applications in Imaging of Acute Ischemic Stroke: A Systematic Review and Narrative Summary
    Bin Jiang, Nancy Pham, Eric K. van Staalduinen, Yongkai Liu, Sanaz Nazari-Farsani, Amirhossein Sanaat, Henk van Voorst, Ates Fettahoglu, Donghoon Kim, Jiahong Ouyang, Ashwin Kumar, Aditya Srivatsan, Ramy Hussein, Maarten G. Lansberg, Fernando Boada, Greg Zaharchuk
    Radiology 2025 315 1

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