Decoding the dopamine transporter imaging for the differential diagnosis of parkinsonism using deep learning.

Journal: European journal of nuclear medicine and molecular imaging
PMID:

Abstract

PURPOSE: This work attempts to decode the discriminative information in dopamine transporter (DAT) imaging using deep learning for the differential diagnosis of parkinsonism.

Authors

  • Yu Zhao
    College of Agriculture, Shanxi Agricultural University, Taigu, Shanxi, China.
  • Ping Wu
  • Jianjun Wu
    College of Information Technology and Communication, Hexi University, Zhangye 734000, China.
  • Matthias Brendel
    Department of Nuclear Medicine, University Hospital, LMU Munich, Munich, Germany.
  • Jiaying Lu
    State Key Laboratory of Resources and Environmental Information System, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
  • Jingjie Ge
    PET Center, Huashan Hospital, Fudan University, No 518, East Wuzhong Road, Xuhui District, Shanghai, China.
  • Chunmeng Tang
    Department of Informatics, Technische Universität München, Munich, Germany.
  • Jimin Hong
    Department of Nuclear Medicine, Inselspital, Bern University Hospital, University of Bern , Bern, Switzerland.
  • Qian Xu
    College of Information Science and Engineering, Hunan Normal University, Changsha, P.R. China.
  • Fengtao Liu
    Department of Neurology, Huashan Hospital, Fudan University, Shanghai, China.
  • Yimin Sun
    School of Pharmacy, China Pharmaceutical University, Nanjing 211109, China.
  • Zizhao Ju
    PET Center, Huashan Hospital, Fudan University, No 518, East Wuzhong Road, Xuhui District, Shanghai, China.
  • Huamei Lin
    PET Center, Huashan Hospital, Fudan University, No 518, East Wuzhong Road, Xuhui District, Shanghai, China.
  • Yihui Guan
    PET Center, Huashan Hospital, Fudan University, No 518, East Wuzhong Road, Xuhui District, Shanghai, China.
  • Claudio Bassetti
    Department of Neurology, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.
  • Markus Schwaiger
    School of Medicine and Health, Technical University of Munich, Munich, Germany.
  • Sung-Cheng Huang
  • Axel Rominger
  • Jian Wang
    Veterinary Diagnostic Center, Shanghai Animal Disease Control Center, Shanghai, China.
  • Chuantao Zuo
  • Kuangyu Shi
    Universitätsklinik für Nuklearmedizin, Inselspital University Hospital Bern, University of Bern, Bern, Switzerland.