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 April 2021, 42 (4) 648-654; 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
G.Z. Chen
bDepartment of Medical Imaging (G.Z.C.), Nanjing First Hospital, Nanjing, Jiangsu, China
L. Mao
cDeepwise AI Lab (L.M., X.L.L.), Beijing, China
X.L. Li
cDeepwise AI Lab (L.M., X.L.L.), Beijing, China
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
S. Xia
dDepartment of Radiology (S.X.), Tianjin First Central Hospital, Tianjin, China
Y.X. Zhang
eLaboratory of Image Science and Technology (Y.X.Z.), School of Computer Science and Engineering, Southeast University, Nanjing, China
B. Zhang
fDepartment of Radiology (B.Z.), Taizhou People’s Hospital, Taizhou, Jiangsu, China
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
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
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

Article Information
vol. 42 no. 4 648-654
PubMed
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History
- Received March 20, 2020
- Accepted after revision November 9, 2020
- Published online April 12, 2021.
Article Versions
- Latest version (March 4, 2021 - 08:59).
- You are viewing the most recent version of this article.
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© 2021 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org
Author Information
- Z. Shia,
- G.Z. Chenb,
- L. Maoc,
- X.L. Lic,
- C.S. Zhoua,
- S. Xiad,
- Y.X. Zhange,
- B. Zhangf,
- B. Hua,
- G.M. Lua and
- L.J. Zhanga
- 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
- bDepartment of Medical Imaging (G.Z.C.), Nanjing First Hospital, Nanjing, Jiangsu, China
- cDeepwise AI Lab (L.M., X.L.L.), Beijing, China
- dDepartment of Radiology (S.X.), Tianjin First Central Hospital, Tianjin, China
- eLaboratory of Image Science and Technology (Y.X.Z.), School of Computer Science and Engineering, Southeast University, Nanjing, China
- fDepartment of Radiology (B.Z.), Taizhou People’s Hospital, Taizhou, Jiangsu, China
- 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
Funding
Key Projects of the National Natural Science Foundation of China
81830057the National Key Research and Development Program of China
2017YFC0113400
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Vol. 42, Issue 4
1 Apr 2021
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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 Apr 2021, 42 (4) 648-654; 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 Apr 2021, 42 (4) 648-654; DOI: 10.3174/ajnr.A7034
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