Automatic Detection of Slow-Wave Sleep Based on Electrocardiogram |
Yoon, Hee Nam
(Interdisciplinary Program in Bioengineering, Seoul National University)
Hwang, Su Hwan (Interdisciplinary Program in Bioengineering, Seoul National University) Jung, Da Woon (Interdisciplinary Program in Bioengineering, Seoul National University) Lee, Yu Jin (Department of Neuropsychiatry and the Center for Sleep and Chronobiology, Seoul National University Hospital) Jeong, Do-Un (Department of Neuropsychiatry and the Center for Sleep and Chronobiology, Seoul National University Hospital) Park, Kwang Suk (Department of Biomedical Engineering, Seoul National University College of Medicine) |
1 | A. Rechtschaffen, and A. Kales, "A manual of standardized terminology, techniques and scoring system for sleep stages of human subjects," 1968. |
2 | N.R. Carlson, Physiology of behavior: Pearson, 2013. |
3 | J. Sassin, D. Parker, J. Mace, R. Gotlin, L. Johnson, and L. Rossman, "Human growth hormone release: relation to slow-wave sleep and sleep-waking cycles," Science, vol. 165, no. 3892, pp. 513-515, 1969. DOI |
4 | H. V. V. Ngo, J. C. Claussen, J. Born, and M. Moelle, "Induction of slow oscillations by rhythmic acoustic stimulation," Journal of sleep research, vol. 22, no. 1, pp. 22-31, 2013. DOI |
5 | H. V. V. Ngo, T. Martinetz, J. Born, and M. Moelle, "Auditory Closed-Loop Stimulation of the Sleep Slow Oscillation Enhances Memory," Neuron, vol. 78, no. 3, pp. 545-553, May 8, 2013. DOI |
6 | N. McARDLE, and N.J. DOUGLAS, "Effect of continuous positive airway pressure on sleep architecture in the sleep apnea-hypopnea syndrome: a randomized controlled trial," American journal of respiratory and critical care medicine, vol. 164, no. 8, pp. 1459-1463, 2001. DOI |
7 | R. Berry, R. Brooks, C. Gamaldo, S. Harding, C. Marcus, and B. Vaughn, "The AASM manual for the scoring of sleep and associated events: rules, terminology and technical specifications, version 2.0," Darien, IL: American Academy of Sleep Medicine, 2012. |
8 | T. Penzel, J.W. Kantelhardt, L. Grote, J.-H. Peter, and A. Bunde, "Comparison of detrended fluctuation analysis and spectral analysis for heart rate variability in sleep and sleep apnea," Biomedical Engineering, IEEE Transactions on, vol. 50, no. 10, pp. 1143-1151, 2003. DOI ScienceOn |
9 | M. Malik, J.T. Bigger, A.J. Camm, R.E. Kleiger, A. Malliani, A.J. Moss, and P.J. Schwartz, "Heart rate variability standards of measurement, physiological interpretation, and clinical use," European heart journal, vol. 17, no. 3, pp. 354-381, 1996. DOI ScienceOn |
10 | T. Penzel, J.W. Kantelhardt, C.-C. Lo, K. Voigt, and C. Vogelmeier, "Dynamics of heart rate and sleep stages in normals and patients with sleep apnea," Neuropsychopharmacology, vol. 28, no. 1, pp. S48, 2003. DOI |
11 | J. Trinder, J. Kleiman, M. Carrington, S. Smith, S. Breen, N. Tan, and Y. Kim, "Autonomic activity during human sleep as a function of time and sleep stage," Journal of sleep research, vol. 10, no. 4, pp. 253-264, 2001. DOI |
12 | J.M. Kortelainen, M.O. Mendez, A.M. Bianchi, M. Matteucci, and S. Cerutti, "Sleep staging based on signals acquired through bed sensor," Information Technology in Biomedicine, IEEE Transactions on, vol. 14, no. 3, pp. 776-785, 2010. DOI ScienceOn |
13 | S. Herscovici, A. Pe'er, S. Papyan, and P. Lavie, "Detecting REM sleep from the finger: an automatic REM sleep algorithm based on peripheral arterial tone (PAT) and actigraphy," Physiological measurement, vol. 28, no. 2, pp. 129, 2007. DOI |
14 | J.W. Kantelhardt, T. Penzel, S. Rostig, H.F. Becker, S. Havlin, and A. Bunde, "Breathing during REM and non-REM sleep: correlated versus uncorrelated behaviour," Physica A: Statistical Mechanics and its Applications, vol. 319, pp. 447- 457, 2003. DOI ScienceOn |
15 | H.V. Huikuri, T. Seppanen, M.J. Koistinen, K.J. Airaksinen, M. Ikaheimo, A. Castellanos, and R.J. Myerburg, "Abnormalities in beat-to-beat dynamics of heart rate before the spontaneous onset of life-threatening ventricular tachyarrhythmias in patients with prior myocardial infarction," Circulation, vol. 93, no. 10, pp. 1836-1844, 1996. DOI |
16 | M.P. Tulppo, T. Makikallio, T. Takala, T. Seppanen, and H. Huikuri, "Quantitative beat-to-beat analysis of heart rate dynamics during exercise," American Journal of Physiology-Heart and Circulatory Physiology, vol. 40, no. 1, pp. H244, 1996. |
17 | E.A. Phillipson, and G. Bowes, "Control of breathing during sleep," Comprehensive Physiology, 1986. |
18 | D. Widjaja, J. Taelman, S. Vandeput, M. A. Braeken, R. A. Otte, B. R. Van den Bergh, and S. Van Huffel, "Ecg-derived respiration: Comparison and new measures for respiratory variability," Computing in Cardiology, pp. 149-152, 2010. |
19 | J.A. Hirsch, and B. Bishop, "Respiratory sinus arrhythmia in humans: how breathing pattern modulates heart rate," Am J Physiol, vol. 241, no. 4, pp. H620-H629, 1981. |
20 | A. Savitzky, and M.J. Golay, "Smoothing and differentiation of data by simplified least squares procedures," Analytical chemistry, vol. 36, no. 8, pp. 1627-1639, 1964. DOI |
21 | A.J. Viera, and J.M. Garrett, "Understanding interobserver agreement: the kappa statistic," Fam Med, vol. 37, no. 5, pp. 360-363, 2005. |
22 | J. Jo, A. Blasi, E. Valladares, R. Juarez, A. Baydur, and M. Khoo, "Determinants of heart rate variability in obstructive sleep apnea syndrome during wakefulness and sleep," American Journal of Physiology-Heart and Circulatory Physiology, vol. 288, no. 3, pp. H1103-H1112, 2005. DOI |
23 | K. Tanida, M. Shibata, and M.M. Heitkemper, "Sleep Stage Assessment Using Power Spectral Indices of Heart Rate Variability With a Simple Algorithm: Limitations Clarified From Preliminary Study," Biol. Res. Nurs., vol. 15, no. 3, pp. 264-272, 2013. DOI ScienceOn |
24 | M.a. Bresler, K. Sheffy, G. Pillar, M. Preiszler, and S. Herscovici, "Differentiating between light and deep sleep stages using an ambulatory device based on peripheral arterial tonometry," Physiological measurement, vol. 29, no. 5, pp. 571, 2008. DOI |
25 | M. Aydin, R. Altin, A. Ozeren, L. Kart, M. Bilge, and M. Unalacak, "Cardiac autonomic activity in obstructive sleep apnea: time-dependent and spectral analysis of heart rate variability using 24-hour Holter electrocardiograms," Texas Heart Institute Journal, vol. 31, no. 2, pp. 132, 2004. |
26 | H.-S. Kim, K.-H. Yoon, and J.-H. Cho, "Diurnal Heart Rate Variability Fluctuations in Normal Volunteers," Journal of diabetes science and technology, pp. 1932296813519013, 2014. |
27 | P. Lavie, RP. Schnall, J. Sheffy, and A. Shlitner, "Peripheral vasoconstriction during REM sleep detected by a new plethysmographic method," Nature medicine, vol. 6, no. 6, pp. 606-606, 2000. DOI |
28 | T. Kogure, S. Shirakawa, M. Shimokawa, and Y. Hosokawa, "Automatic sleep/wake scoring from body motion in bed: validation of a newly developed sensor placed under a mattress," Journal of physiological anthropology, vol. 30, no. 3, pp. 103-109, 2011. DOI |