A deep-learning model for intracranial aneurysm detection on CT angiography images in China: a stepwise, multicentre, early-stage clinical validation study.

Abstract

Authors

• Bin Hu
  Department of Thoracic Surgery Beijing Chao-Yang Hospital Affiliated Capital Medical University Beijing China.
• Zhao Shi
  Department of Medical Imaging, Jinling Hospital, Medical School of Nanjing University, Nanjing, 210002, Jiangsu, China.
• Li Lu
  Department of Ophthalmology, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China.
• Zhongchang Miao
  Department of Medical Imaging, the First People's Hospital of Lianyungang, Lianyungang, Jiangsu, China.
• Hao Wang
  Department of Cardiology, Second Medical Center, Chinese PLA General Hospital, Beijing, China.
• Zhen Zhou
  Deepwise Healthcare, Beijing 100080, China.
• Fandong Zhang
  Deepwise Artificial Intelligence (AI) Lab, Deepwise, Beijing, China.
• Rongpin Wang
  Department of Radiology, Guizhou Provincial People's Hospital, Guiyang, 550002 China.
• Xiao Luo
  Department of Spine Surgery, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, China.
• Feng Xu
  Orthopedics Department of the First Affiliated Hospital of Tsinghua University, Beijing, China.
• Sheng Li
  School of Data Science, University of Virginia, Charlottesville, VA, United States.
• Xiangming Fang
  Imaging Center, Wuxi People's Hospital, Nanjing Medical University, Wuxi, 214000, China. Electronic address: drfxm@163.com.
• Xiaodong Wang
  Cardiovascular Department, TEDA International Cardiovascular Hospital, Tianjin, China.
• Ge Yan
  State Key Laboratory of Metal Matrix Composites, Shanghai Jiao Tong University, Shanghai, 200240, China.
• Fajin Lv
  Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
• Meng Zhang
  College of Software, Beihang University, Beijing, China.
• Qiu Sun
  Department of Radiology, Lanzhou University Second Hospital, Cuiyingmen No.82, Chengguan District, Lanzhou, 730030, China; Second clinical school, Lanzhou University, Lanzhou, China. Electronic address: today-go@163.com.
• Guangbin Cui
  From the Department of Radiology and Functional and Molecular Imaging, Key Lab of Shaanxi Province, Tangdu Hospital.
• Yubao Liu
  Department of Urology, Peking University First Hospital, Beijing, China; Department of Urology, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China.
• Shu Zhang
  State University of New York, Department of Radiology, Stony Brook, New York, United States.
• Chengwei Pan
  Computer Science Department, School of EECS, Peking University, Beijing, 100089, P.R. China.
• Zhibo Hou
  Department of Radiology, Medical Imaging Center, Peking University Shougang Hospital, Beijing, China.
• Huiying Liang
  Institute of Pediatrics, Guangzhou Women and Children's Medical Center, Guangzhou Medical University, Guangzhou, China.
• Yuning Pan
  Department of Radiology, Ningbo First Hospital, Ningbo, Zhejiang, China.
• Xiaoxia Chen
  Department of Radiology, The Third Medical Center, General Hospital of PLA, Beijing, China.
• Xiaorong Li
  Beijing StoneWise Technology Co Ltd., Haidian District, Beijing, China.
• Fei Zhou
  College of Information Science and Engineering, Xinjiang University, Urumqi 830046, China.
• U Joseph Schoepf
  Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Ashley River Tower, 25 Courtenay Dr, Charleston, SC 29425-2260 (S.S.M., D.M., M.v.A., C.N.D.C., R.R.B., C.T., A.V.S., A.M.F., B.E.J., L.P.G., U.J.S.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Frankfurt, Germany (S.S.M., T.J.V.); Stanford University School of Medicine, Department of Radiology, Stanford, Calif (D.M.); Division of Cardiothoracic Imaging, Nuclear Medicine and Molecular Imaging, Department of Radiology and Imaging Sciences, Emory University, Atlanta, Ga (C.N.D.C.); Division of Cardiology, Department of Medicine, Medical University of South Carolina, Charleston, SC (R.R.B.); Department of Cardiology and Intensive Care Medicine, Heart Center Munich-Bogenhausen, Munich, Germany (C.T.); Department of Cardiology, Munich University Clinic, Ludwig-Maximilians-University, Munich, Germany (C.T.); Siemens Medical Solutions USA, Malvern, Pa (P.S.); and Department of Emergency Medicine, Medical University of South Carolina, Charleston, SC (A.J.M.).
• Akos Varga-Szemes
  Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Ashley River Tower, 25 Courtenay Dr, Charleston, SC 29425-2260 (S.S.M., D.M., M.v.A., C.N.D.C., R.R.B., C.T., A.V.S., A.M.F., B.E.J., L.P.G., U.J.S.); Department of Diagnostic and Interventional Radiology, University Hospital Frankfurt, Frankfurt, Germany (S.S.M., T.J.V.); Stanford University School of Medicine, Department of Radiology, Stanford, Calif (D.M.); Division of Cardiothoracic Imaging, Nuclear Medicine and Molecular Imaging, Department of Radiology and Imaging Sciences, Emory University, Atlanta, Ga (C.N.D.C.); Division of Cardiology, Department of Medicine, Medical University of South Carolina, Charleston, SC (R.R.B.); Department of Cardiology and Intensive Care Medicine, Heart Center Munich-Bogenhausen, Munich, Germany (C.T.); Department of Cardiology, Munich University Clinic, Ludwig-Maximilians-University, Munich, Germany (C.T.); Siemens Medical Solutions USA, Malvern, Pa (P.S.); and Department of Emergency Medicine, Medical University of South Carolina, Charleston, SC (A.J.M.).
• W Garrison Moore
  Division of Cardiovascular Imaging, Department of Radiology and Radiological Science, Medical University of South Carolina, Charleston, SC, USA.
• Yizhou Yu
  Department of Computer Science, The University of Hong Kong, Pok Fu Lam, Hong Kong.
• Chunfeng Hu
  Department of Radiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, China.
• Long Jiang Zhang

Keywords

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