title: REM sleep estimation based on autonomic dynamics using R-R intervals.
abstract: We developed an automatic algorithm to determine rapid eye movement (REM) sleep on the basis of the autonomic activities reflected in heart rate variations.
  
  
  
  The heart rate variability (HRV) parameters were calculated using the R-R intervals from an electrocardiogram (ECG). A major autonomic variation associated with the sleep cycle was extracted from a combination of the obtained parameters. REM sleep was determined with an adaptive threshold applied to the acquired feature. The algorithm was optimized with the data from 26 healthy subjects and obstructive sleep apnea (OSA) patients and was validated with data from a separate group of 25 healthy and OSA subjects.
  
  
  
  According to an epoch-by-epoch (30 s) analysis, the average of Cohen's kappa and the accuracy were respectively 0.63 and 87% for the training set and 0.61 and 87% for the validation set. In addition, the REM sleep-related information extracted from the results of the proposed method revealed a significant correlation with those from polysomnography (PSG).
  
  
  
  The current algorithm only using R-R intervals can be applied to mobile and wearable devices that acquire heart-rate-related signals; therefore, it is appropriate for sleep monitoring in the home and ambulatory environments. Further, long-term sleep monitoring could provide useful information to clinicians and patients for the diagnosis and treatments of sleep-related disorders and individual health care.
authors.affiliation: Interdisciplinary Program in Bioengineering, Seoul National University, Seoul, Republic of Korea.
authors.forename: Heenam
authors.initials: H
authors.lastname: Yoon
authors.forename: Su Hwan
authors.initials: SH
authors.lastname: Hwang
authors.forename: Jae-Won
authors.initials: JW
authors.lastname: Choi
authors.forename: Yu Jin
authors.initials: YJ
authors.lastname: Lee
authors.forename: Do-Un
authors.initials: DU
authors.lastname: Jeong
authors.forename: Kwang Suk
authors.initials: KS
authors.lastname: Park
mesh_terms: D000328:Adult; D001331:Automation; D001341:Autonomic Nervous System / Q000503:physiopathology*; D016022:Case-Control Studies; D005260:Female; D006339:Heart Rate; D000066506:Heuristics; D006801:Humans; D008297:Male; D018670:Monitoring, Ambulatory; D020181:Sleep Apnea, Obstructive / Q000503:physiopathology; D012895:Sleep, REM; D014851:Wakefulness / Q000502:physiology