Objective Relationship Between Sleep Apnea and Frequency of Snoring Assessed by Machine Learning.

Journal: Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine
Published Date:

Abstract

STUDY OBJECTIVES: Snoring is perceived to be directly proportional to sleep apnea severity, especially obstructive sleep apnea (OSA), but this notion has not been thoroughly and objectively evaluated, despite its popularity in clinical practice. This might lead to overdiagnosis or underdiagnosis of OSA. The goal of this study is to examine this notion and objectively quantify the relationship between sleep apnea and snoring detected using advanced signal processing algorithms.

Authors

  • Hisham Alshaer
    Sleep Research Laboratory and Home and Community Team, Toronto Rehabilitation Institute, University Health Network, Toronto, Ontario, Canada.
  • Richard Hummel
    Sleep Research Laboratory, Toronto Rehabilitation Institute, University Health Network, Toronto, Ontario, Canada.
  • Monique Mendelson
    Sleep Research Laboratory, Toronto Rehabilitation Institute, University Health Network, Toronto, Ontario, Canada.
  • Travis Marshal
    Sleep Research Laboratory, Toronto Rehabilitation Institute, University Health Network, Toronto, Ontario, Canada.
  • T Douglas Bradley
    Sleep Research Laboratories of the Toronto Rehabilitation Institute and Toronto General Hospital, University Health Network, Toronto, Ontario, Canada.