Prediction of NIHSS Scores and Acute Ischemic Stroke Severity Using a Cross-attention Vision Transformer Model with Multimodal MRI.

Journal: Academic radiology
Published Date: Jun 13, 2025

Abstract

RATIONALE AND OBJECTIVES: This study aimed to develop and evaluate models for classifying the severity of neurological impairment in acute ischemic stroke (AIS) patients using multimodal MRI data.

Authors

  • Pahati Tuxunjiang
    The First Affiliated Hospital of Xinjiang Medical University, Department of Radiology, Urumqi, Xinjiang Uygur Autonomous Region, PR China (P.T., H.H.K., W.Z., R.X., A.A., Y.S., Y.W.). Electronic address: 15140674915@163.com.
  • Chencui Huang
    Department of Research Collaboration, R&D Center, Beijing Deepwise & League of PHD Technology Co., Ltd., Beijing, China.
  • Zhen Zhou
    Deepwise Healthcare, Beijing 100080, China.
  • Wenyi Zhao
    Institute of Drug Metabolism and Pharmaceutical Analysis and Zhejiang Provincial Key Laboratory of Anti-Cancer Drug Research, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, China.
  • Bingyan Han
    The Seventh Affiliated Hospital of Xinjiang Medical University, Department of Radiology, Urumqi, Xinjiang Uygur Autonomous Region, PR China (B.H., C.X., Y.C.). Electronic address: 182429293@qq.com.
  • Weixiong Tan
    Beijing Infervision Technology Co. Ltd., Beijing, 100025, China.
  • Jingru Wang
    School of Computer Science, Northwestern Polytechnical University, West Youyi Road 127, Xi'an, 710072, China.
  • HuangHanjiaerbieke Kukun
    The First Affiliated Hospital of Xinjiang Medical University, Department of Radiology, Urumqi, Xinjiang Uygur Autonomous Region, PR China (P.T., H.H.K., W.Z., R.X., A.A., Y.S., Y.W.). Electronic address: hankpotter@126.com.
  • Wei Zhao
    Key Laboratory of Synthetic and Biological Colloids, Ministry of Education, Jiangnan University, Wuxi 214122, Jiangsu Province, P. R. China. lxy@jiangnan.edu.cn zhuye@jiangnan.edu.cn.
  • Rui Xu
    Collaborative Innovation Center for Green Chemical Manufacturing and Accurate Detection, Key Laboratory of Interfacial Reaction & Sensing Analysis in Universities of Shandong, School of Chemistry and Chemical Engineering, University of Jinan, Jinan, 250022, PR China.
  • Ainikaerjiang Aihemaiti
    The First Affiliated Hospital of Xinjiang Medical University, Department of Radiology, Urumqi, Xinjiang Uygur Autonomous Region, PR China (P.T., H.H.K., W.Z., R.X., A.A., Y.S., Y.W.). Electronic address: 18392526019@163.com.
  • Yimuran Subi
    The First Affiliated Hospital of Xinjiang Medical University, Department of Radiology, Urumqi, Xinjiang Uygur Autonomous Region, PR China (P.T., H.H.K., W.Z., R.X., A.A., Y.S., Y.W.). Electronic address: 13209953569@163.com.
  • Jingyang Zou
    Hunan University of Medicine General Hospital, Department of Radiology, Huaihua City, Hunan Province, PR China (W.Z., J.Z.). Electronic address: 578443451@qq.com.
  • Chao Xie
    Institute of Science and Technology for Brain-Inspired Intelligence, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China.
  • Yifan Chang
    Department of Urology, Changhai Hospital, Second Military University, Shanghai, China.
  • Yunling Wang
    Department of Imaging Center, First Affiliated Hospital of Xinjiang Medical University, Urumqi, China, 830054.

Keywords

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