A diagnosis and prediction algorithm for juvenile myoclonic epilepsy based on clinical and quantitative EEG features.

Journal: Seizure
Published Date:

Abstract

OBJECTIVE: To develop an objective ensemble machine learning model combining clinical features and quantitative EEG metrics (phase locking value [PLV] and multiscale sample entropy [MSE]) to support accurate diagnosis of juvenile myoclonic epilepsy (JME).

Authors

  • Yibo Zhao
    Beckman Institute of Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA.
  • Qi Wang
    Biotherapeutics Discovery Research Center, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, 201203, China.
  • Zhe Ren
    BGI-Shenzhen , Beishan Industrial Zone 11th Building, Yantian District, Shenzhen , Guangdong 518083 , China.
  • Bin Wen
    School of Life Sciences and Technology, Xi'an Jiaotong University, Xi'an, China.
  • Ying Li
    School of Information Engineering, Chang'an University, Xi'an 710010, China.
  • Na Wang
    College of Architecture and Civil Engineering, Xi'an University of Science and Technology Xi'an 710054 Shaanxi China wangna811221@xust.edu.cn +86-29-82202335 +86-29-82203378.
  • Bin Wang
    State Key Laboratory of Soil Erosion and Dryland Farming on the Loess Plateau, Northwest A&F University, Yangling 712100, China; New South Wales Department of Primary Industries, Wagga Wagga Agricultural Institute, Wagga Wagga 2650, Australia. Electronic address: bin.a.wang@dpi.nsw.gov.au.
  • Ting Zhao
    Department of Neurology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Henan Province, China.
  • Yanan Chen
    School of Jilin Emergency Management, Changchun Institute of Technology, Changchun, 130021, China.
  • Pan Zhao
    The State Key Laboratory of Cancer Biology, Department of Biochemistry and Molecular Biology, The Fourth Military Medical University, Xi'an, China.
  • Mingmin Li
    Department of Neurology, Henan Provincial People's Hospital, Zhengzhou, China.
  • Zongya Zhao
    College of Medical Engineering, Xinxiang Medical University, Xinxiang, Henan, China; Engineering Technology Research Center of Neurosense and Control of Henan Province, Xinxiang, China; Henan International Joint Laboratory of Neural Information Analysis and Drug Intelligent Design, Xinxiang, China.
  • Beijia Cui
    Department of Neurology, People's Hospital of Henan University, Zhengzhou, Henan Province China.
  • Jiuyan Han
    Department of Neurology, Henan Provincial People's Hospital, Zhengzhou, Henan Province China.
  • Yang Hong
    Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing 100053, China.
  • Xiong Han
    Department of Neurology, Zhengzhou University People's Hospital, Henan Provincial People's Hospital, Henan Province, China.