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Research ArticleAdult Brain
Open Access

Machine Learning–Based Prediction of Small Intracranial Aneurysm Rupture Status Using CTA-Derived Hemodynamics: A Multicenter Study

Z. Shi, G.Z. Chen, L. Mao, X.L. Li, C.S. Zhou, S. Xia, Y.X. Zhang, B. Zhang, B. Hu, G.M. Lu and L.J. Zhang
American Journal of Neuroradiology March 2021, DOI: https://doi.org/10.3174/ajnr.A7034
Z. Shi
aFrom the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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G.Z. Chen
bDepartment of Medical Imaging (G.Z.C.), Nanjing First Hospital, Nanjing, Jiangsu, China
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L. Mao
cDeepwise AI Lab (L.M., X.L.L.), Beijing, China
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X.L. Li
cDeepwise AI Lab (L.M., X.L.L.), Beijing, China
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C.S. Zhou
aFrom the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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S. Xia
dDepartment of Radiology (S.X.), Tianjin First Central Hospital, Tianjin, China
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Y.X. Zhang
eLaboratory of Image Science and Technology (Y.X.Z.), School of Computer Science and Engineering, Southeast University, Nanjing, China
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B. Zhang
fDepartment of Radiology (B.Z.), Taizhou People’s Hospital, Taizhou, Jiangsu, China
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B. Hu
aFrom the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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G.M. Lu
aFrom the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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L.J. Zhang
aFrom the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
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Article Information

DOI 
https://doi.org/10.3174/ajnr.A7034
PubMed 
33664115

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received March 20, 2020
  • Accepted after revision November 9, 2020
  • Published online March 4, 2021.

Article Versions

  • You are currently viewing a Latest version of this article (March 4, 2021 - 08:59).
  • View the most recent version of this article
Copyright & Usage 
© 2021 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org

Author Information

  1. Z. Shia,
  2. G.Z. Chenb,
  3. L. Maoc,
  4. X.L. Lic,
  5. C.S. Zhoua,
  6. S. Xiad,
  7. Y.X. Zhange,
  8. B. Zhangf,
  9. B. Hua,
  10. G.M. Lua and
  11. L.J. Zhanga
  1. aFrom the Department of Diagnostic Radiology (Z.S., C.S.Z., B.H., G.M.L., L.J.Z.), Jinling Hospital, Medical School of Nanjing University, Nanjing, Jiangsu, China
  2. bDepartment of Medical Imaging (G.Z.C.), Nanjing First Hospital, Nanjing, Jiangsu, China
  3. cDeepwise AI Lab (L.M., X.L.L.), Beijing, China
  4. dDepartment of Radiology (S.X.), Tianjin First Central Hospital, Tianjin, China
  5. eLaboratory of Image Science and Technology (Y.X.Z.), School of Computer Science and Engineering, Southeast University, Nanjing, China
  6. fDepartment of Radiology (B.Z.), Taizhou People’s Hospital, Taizhou, Jiangsu, China
  1. Please address correspondence to Long Jiang Zhang, MD, PhD, Department of Diagnostic Radiology, Jinling Hospital, Medical School of Nanjing University, 305 Zhongshan East Road, Nanjing, Jiangsu, 210002, China; e-mail: kevinzhlj{at}163.com
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Funding

  • Key Projects of the National Natural Science Foundation of China

    81830057
  • the National Key Research and Development Program of China

    2017YFC0113400

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Cite this article
Z. Shi, G.Z. Chen, L. Mao, X.L. Li, C.S. Zhou, S. Xia, Y.X. Zhang, B. Zhang, B. Hu, G.M. Lu, L.J. Zhang
Machine Learning–Based Prediction of Small Intracranial Aneurysm Rupture Status Using CTA-Derived Hemodynamics: A Multicenter Study
American Journal of Neuroradiology Mar 2021, DOI: 10.3174/ajnr.A7034

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Machine Learning–Based Prediction of Small Intracranial Aneurysm Rupture Status Using CTA-Derived Hemodynamics: A Multicenter Study
Z. Shi, G.Z. Chen, L. Mao, X.L. Li, C.S. Zhou, S. Xia, Y.X. Zhang, B. Zhang, B. Hu, G.M. Lu, L.J. Zhang
American Journal of Neuroradiology Mar 2021, DOI: 10.3174/ajnr.A7034
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