Interpretable deep learning model for major depressive disorder assessment based on functional near-infrared spectroscopy.

Journal: Asian journal of psychiatry
PMID:

Abstract

BACKGROUND: Major depressive disorder (MDD) affects a substantial number of individuals worldwide. New approaches are required to improve the diagnosis of MDD, which relies heavily on subjective reports of depression-related symptoms.

Authors

  • Cyrus Su Hui Ho
    Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
  • Jinyuan Wang
    National University of Singapore, Singapore, Singapore.
  • Gabrielle Wann Nii Tay
    Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
  • Roger Ho
    Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
  • Syeda F Husain
    Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
  • Soon Kiat Chiang
    Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Psychological Medicine, National University Hospital, Singapore; Institute of Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore.
  • Hai Lin
    Department of Endocrinology, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.
  • Xiao Cheng
    Applied Technology College of Soochow University, Suzhou 215325, People's Republic of China.
  • Zhifei Li
    Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore; Institute of Health Innovation and Technology (iHealthtech), National University of Singapore, Singapore; National University of Singapore (Suzhou) Research Institute, Suzhou, China.
  • Nanguang Chen
    Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, Singapore; National University of Singapore (Suzhou) Research Institute, Suzhou, China.