Machine learning models for diagnosis of essential tremor and dystonic tremor using grey matter morphological networks.

Journal: Parkinsonism & related disorders
PMID: 38718478

Abstract

BACKGROUND: Essential tremor (ET) and dystonic tremor (DT) are the two most common tremor disorders, and misdiagnoses are very common due to similar tremor symptoms. In this study, we explore the structural network mechanisms of ET and DT using brain grey matter (GM) morphological networks and combine those with machine learning models.

Authors

  • Honge Gui
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China.
  • Pan Xiao
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China.
  • Bintao Xu
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China.
  • Xiaole Zhao
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China.
  • Hongyu Wang
    School of Information Science and Technology, Northwest University, Xi'an, Shaanxi, China.
  • Li Tao
    Molecular Imaging Instrumentation Laboratory, Stanford University, Stanford, United States of America.
  • Xiaoyu Zhang
    First Department of Infectious Diseases, The First Affiliated Hospital of China Medical University, Shenyang, China.
  • Qin Li
    Department of Spine Surgery, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, China.
  • Xueyan Zhang
    National Institute of Occupational Health and Poison Control, Chinese Center for Disease Control and Prevention, Beijing 100050, China.
  • Huiyue Chen
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China.
  • Hansheng Wang
    Guanghua School of Management, Peking University, Beijing, 100871, China.
  • Fajin Lv
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Tianyou Luo
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China.
  • Oumei Cheng
    Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Jin Luo
    Departments of Surgery, Stanford University, Stanford, CA 94305, USA.
  • Yun Man
    Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Zheng Xiao
    Department of Neurology, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Weidong Fang
    Department of Radiology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, China. fwd9707@sina.com.

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