Combining a wireless radar sleep monitoring device with deep machine learning techniques to assess obstructive sleep apnea severity.

Journal: Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine
PMID: 38546033

Abstract

STUDY OBJECTIVES: The gold standard for diagnosing obstructive sleep apnea (OSA) is polysomnography (PSG). However, PSG is a time-consuming method with clinical limitations. This study aimed to create a wireless radar framework to screen the likelihood of 2 levels of OSA severity (ie, moderate-to-severe and severe OSA) in accordance with clinical practice standards.

Authors

  • Shang-Yang Lin
    Research Center of Sleep Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
  • Cheng-Yu Tsai
    Graduate Institute of Clinical Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.
  • Arnab Majumdar
    Centre for Transport Studies, Department of Civil and Environmental Engineering, Imperial College London, London SW7 2AZ, UK.
  • Yu-Hsuan Ho
    Advanced Technology Lab, Wistron Corporation, Taipei, Taiwan.
  • Yu-Wen Huang
    Advanced Technology Lab, Wistron Corporation, Taipei, Taiwan.
  • Chun-Kai Kao
    Wireless Technology and Antenna Research and Development Department, Wistron Corporation, Taipei, Taiwan.
  • Shang-Min Yeh
    Advanced Technology Lab, Wistron Corporation, Taipei, Taiwan.
  • Wen-Hua Hsu
    School of Respiratory Therapy, College of Medicine, Taipei Medical University, Taipei, Taiwan.
  • Yi-Chun Kuan
    Taipei Neuroscience Institute, Taipei Medical University, Taipei, Taiwan.
  • Kang-Yun Lee
    Division of Pulmonary Medicine, Department of Internal Medicine, Shuang Ho Hospital, Taipei Medical University, New Taipei City, Taiwan; Division of Pulmonary Medicine, Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
  • Po-Hao Feng
    School of Medicine, College of Medicine, Taipei Medical University, Taipei, 11031, Taiwan.
  • Chien-Hua Tseng
    Division of Pulmonary Medicine, Department of Internal Medicine, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.
  • Kuan-Yuan Chen
    Division of Pulmonary Medicine, Department of Internal Medicine, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.
  • Jiunn-Horng Kang
    Department of Physical Medicine and Rehabilitation, Taipei Medical University Hospital, 252 Wuxing St, Xinyi District, 11031, Taipei City, Taiwan.
  • Hsin-Chien Lee
    Graduate Institute of Humanities in Medicine, College of Humanities & Social Sciences, Taipei Medical University, Taipei, Taiwan.
  • Cheng-Jung Wu
    Department of Otolaryngology, Taipei Medical University-Shuang Ho Hospital, New Taipei City, Taiwan.
  • Wen-Te Liu
    Sleep Center, Shuang Ho Hospital, Taipei Medical University, New Taipei City, Taiwan.

Keywords

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