Deep-learning tool for early identification of non-traumatic intracranial hemorrhage etiology and application in clinical diagnostics based on computed tomography (CT) scans.

Journal: PeerJ
PMID:

Abstract

BACKGROUND: To develop an artificial intelligence system that can accurately identify acute non-traumatic intracranial hemorrhage (ICH) etiology (aneurysms, hypertensive hemorrhage, arteriovenous malformation (AVM), Moyamoya disease (MMD), cavernous malformation (CM), or other causes) based on non-contrast computed tomography (NCCT) scans and investigate whether clinicians can benefit from it in a diagnostic setting.

Authors

  • Meng Zhao
    School of Pharmaceutical Science and Technology, Tianjin University, Tianjin, China.
  • Wenjie Li
    Yunnan Agricultural University, Kunming, China.
  • Yifan Hu
    Tencent You Tu Lab, Tencent, Shenzhen, China.
  • Ruixuan Jiang
    China National Clinical Research Center for Neurological Diseases, Beijing, China.
  • Yuanli Zhao
    China National Clinical Research Center for Neurological Diseases, Beijing, China.
  • Dong Zhang
    Institute of Acoustics, Nanjing University, Nanjing 210093, China.
  • Yan Zhang
    Affiliated Hospital of Liaoning University of Traditional Chinese Medicine, Shenyang, 110032, China.
  • Rong Wang
    College of Food Science and Engineering, Northwest A&F University, Yangling 712100, Shanxi, China. Electronic address: wangrong91@nwsuaf.edu.cn.
  • Yong Cao
    Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, 100070, Beijing, China.
  • Qian Zhang
    The Neonatal Intensive Care Unit, Peking Union Medical College Hospital, Peking, China.
  • Yonggang Ma
    Department of Medical Imaging, 3201 Hospital of Xi'an Jiaotong University Health Science Center, Hanzhong, Shannxi, People's Republic of China.
  • Jiaxi Li
    Department of Clinical Laboratory Medicine, Jinniu Maternity and Child Health Hospital of Chengdu, Chengdu, China.
  • Shaochen Yu
    China National Clinical Research Center for Neurological Diseases, Beijing, China.
  • Ran Zhang
    Jiangsu Province Key Laboratory of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University, Nanjing, Jiangsu, 210009, China.
  • Yefeng Zheng
  • Shuo Wang
    College of Tea & Food Science, Anhui Agricultural University, Hefei, China.
  • Jizong Zhao
    China National Clinical Research Center for Neurological Diseases, Beijing, China.