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; Greg Zaharchuk

doi:10.3174/ajnr.A8140

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 February 2024, 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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Jai Horsey

bMeharry Medical College (J.H.), Nashville, Tennessee

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Jiahong Ouyang

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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Bin Jiang

Guang Yang

dNational Heart and Lung Institute (G.Y.), Imperial College London, London, UK

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Guang Yang

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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Jeremy J. Heit

Margy E. McCullough-Hicks

eDepartment of Neurology (M.E.M.-H.), University of Minnesota Medical School, Minneapolis, Minnesota

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

Max Wintermark

fDepartment of Neuroradiology (M.W.), University of Texas MD Anderson Center, Houston, Texas

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Max Wintermark

Patrik Michel

gNeurology Service (P.M), Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Switzerland

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Patrik Michel

David S. Liebeskind

hDepartment of Neurology (D.S.L.), University of California, Los Angeles, Los Angeles, Calfornia

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for David S. Liebeskind

Maarten G. Lansberg

iDepartment of Neurology (M.G.L., G.W.A.), Stanford, Stanford, Calfornia.

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Maarten G. Lansberg

Gregory W. Albers

iDepartment of Neurology (M.G.L., G.W.A.), Stanford, Stanford, Calfornia.

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site

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

Find this author on Google Scholar
Find this author on PubMed
Search for this author on this site
ORCID record for Greg Zaharchuk

Article
Figures & Data
Info & Metrics
Responses
References
PDF

Compose eLetter

Title *

Contents

More information about text formats

Plain text

No HTML tags allowed.
Web page addresses and e-mail addresses turn into links automatically.
Lines and paragraphs break automatically.

Author Information

Contributors
First Name and Middle Initial * First or given name, e.g. 'Peter'. Last Name * Your last, or family, name, e.g. 'MacMoody'. Email Address * Your email address, e.g. [email protected] Occupation * Your role and/or occupation, e.g. 'Orthopedic Surgeon'. Affiliation * Your organization or institution (if applicable), e.g. 'Royal Free Hospital'.

Statement of Competing Interests

Competing interests? *

Yes

Please describe the competing interests

Vertical Tabs

Jump to comment:

No eLetters have been published for this article.

PreviousNext

Download PDF

Email Article

Thank you for your interest in spreading the word on American Journal of Neuroradiology.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Your Email *

Your Name *

Send To *

Enter multiple addresses on separate lines or separate them with commas.

You are going to email the following A Clinical and Imaging Fused Deep Learning Model Matches Expert Clinician Prediction of 90-Day Stroke Outcomes

Message Subject (Your Name) has sent you a message from American Journal of Neuroradiology

Message Body (Your Name) thought you would like to see the American Journal of Neuroradiology web site.

Your Personal Message

CAPTCHA

This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.

Cite this article

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

American Journal of Neuroradiology Feb 2024, DOI: 10.3174/ajnr.A8140

Citation Manager Formats

BibTeX
Bookends
EasyBib
EndNote (tagged)
EndNote 8 (xml)
Medlars
Mendeley
Papers
RefWorks Tagged
Ref Manager
RIS
Zotero

0 Responses

Respond to this article

Bookmark this article

User Name *

Password *

Remember my user name & password.

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

American Journal of Neuroradiology Feb 2024, DOI: 10.3174/ajnr.A8140

Share This Article:

Tweet Widget
Facebook Like
Google Plus One

Purchase

Jump to section

Article
Figures & Data
Info & Metrics
Responses
References
PDF

No related articles found.

PubMed
Google Scholar

Cited By...

No citing articles found.

Crossref (3)
Google Scholar

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

Main menu

User menu

Search

American Journal of Neuroradiology

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

Plain text

Vertical Tabs

Jump to comment:

Citation Manager Formats

Related Articles

Cited By...

More in this TOC Section

Similar Articles

Indexed Content

Cases

More from AJNR

Multimedia

Resources

About Us

American Society of Neuroradiology