ECG signal analysis for the assessment of sleep-disordered breathing and sleep pattern

Medical and Biological Engineering and Computing

Volumn 50, Issue 2, 2012, Pages 135-144

  Kesper, K ^a   Canisius, S ^a   Penzel, T ^b   Ploch, T ^a   Cassel, W ^a  

^a PHILIPPS UNIVERSITY MARBURG   (Germany)

^b CHARITÉ UNIVERSITÄTSMEDIZIN BERLIN   (Germany)

Author keywords

Apnea detection; ECG analysis; Estimated respiration; Heart rate variability; Sleep stages

Indexed keywords

APNEA DETECTION; ECG ANALYSIS; ESTIMATED RESPIRATION; HEART RATE VARIABILITY; SLEEP STAGE;

ALGORITHMS; DIAGNOSIS; ELECTROCARDIOGRAPHY; HEART; SIGNAL ANALYSIS;

SLEEP RESEARCH;

ADULT; AGED; ALGORITHM; ARTICLE; ELECTROCARDIOGRAPHY; HEART RATE; HUMAN; METHODOLOGY; MIDDLE AGED; PHYSIOLOGY; SIGNAL PROCESSING; SLEEP APNEA SYNDROME; SLEEP STAGE;

ADULT; AGED; ALGORITHMS; ELECTROCARDIOGRAPHY; HEART RATE; HUMANS; MIDDLE AGED; SIGNAL PROCESSING, COMPUTER-ASSISTED; SLEEP APNEA SYNDROMES; SLEEP STAGES; YOUNG ADULT;

EID: 84858787093     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11517-011-0853-9     Document Type: Article

References (37)

1. Abdullah H, Maddage NC, Cosic I, Cvetkovic D (2010) Crosscorrelation of EEG frequency bands and heart rate variability for sleep apnoea classification. Med Biol Eng Comput 48:1261-1269
2. American Academy of Sleep Medicine (2001) International classification of sleep disorders, revised: diagnostic and coding manual. American Academy of Sleep Medicine, Chicago
3. Rajendra Acharya U, Paul Joseph K, Kannathal N, Lim CM, Suri JS (2006) Heart rate variability: a review. Med Biol Eng Comput 44:1031-1051 (Pubitemid 47090818)
4. Bartsch R, Kantelhardt JW, Penzel T, Havlin S (2007) Experimental evidence for phase synchronization transitions in the human cardiorespiratory system. Phys Rev Lett 98:054102
5. Bessette F, Seufert WD (1985) Precise reproduction of electrocardiograms by spline interpolation. Med Inf 10:215-221 (Pubitemid 15041773)
6. Bragge T, Tarvainen MP, Ranta-Aho PO, Karjalainen PA (2005) High-resolution QRS fiducial point corrections in sparsely sampled ECG recordings. Physiol Meas 26:743-751 (Pubitemid 41140793)
7. Bresler M, Sheffy K, Pillar G, Preiszler M, Herscovici S (2008) Differentiating between light and deep sleep stages using an ambulatory device based on peripheral arterial tonometry. Physiol Meas 29:571-584 (Pubitemid 351875523)
8. Bunde A, Havlin S, Kantelhardt JW, Penzel T, Peter JH, Voigt K (2000) Correlated and uncorrelated regions on heart-rate fluctuations during sleep. Phys Rev Lett 85:3736-3739
9. Busek P, Vankova J, Opavsky J, Salinger J, Nevsimalova S (2005) Spectral analysis of heart rate variability in sleep. Physiol Res 54:369-376 (Pubitemid 41215673)
10. Canisius C, Ploch T, Penzel T, Jerrentrup A, Krefting D, Kesper K (2010) Classifying sleep stages using the heart rate spectrum-comparison and feasibility in healthy subjects and sleep apnea patients. In: Proceedings of Biosignal 2010, Berlin, Germany
11. Christov II (2004) Real time electrocardiogram QRS detection using combined adaptive threshold. Biomed Eng Online 3:28
12. Daskalov I, Christov I (1997) Improvement of resolution in measurement of electrocardiogram RR intervals by interpolation. Med Eng Phys 19:375-379 (Pubitemid 27392116)
13. De Chazal P, Heneghan C, Sheridan E, Reilly R, Nolan P, O'Malley M (2003) Automated processing of the single-lead electrocardiogram for the detection of obstructive sleep apnoea. IEEE Trans Biomed Eng 50:686-696 (Pubitemid 36723602)
14. Decker MJ, Eyal S, Shinar Z, Fuxman Y, Cahan C, Reeves WC, Baharav A (2009) Validation of ECG-derived sleep architecture and ventilation in sleep apnea and chronic fatigue syndrome. Sleep Breath 14:233-239
15. Goldberger AL, Amaral LAN, Glass L, Hausdorff JM, Ivanov PC, Mark RG, Mietus JE, Moody GB, Peng CK, Stanley HE (2000) PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals. Circulation 101(23):e215-e220
16. Guilleminault C, Connolly S, Winkle R, Melvin K, Tilkian A (1984) Cyclical variation of the heart rate in sleep apnea syndrome. Mechanisms, and usefulness of 24 h electrocardiography as a screening technique. Lancet 1:126-131
17. Iber C, Ancoli-Israel S, Chesson A, Quan SF, for the American Academy of Sleep Medicine (2007) The AASM Manual for the Scoring of Sleep and Associated Events: rules, terminology and technical specifications. American Academy of Sleep Medicine, Westchester
18. Khandoker AH, Gubbi J, Palaniswami M (2009) Automated scoring of obstructive sleep apnea and hypopnea events using short-term electrocardiogram recordings. IEEE Trans Inf Technol Biomed 13:1057-1067
19. Khandoker AH, Palaniswami M (2011) Modeling respiratory movement signals during central and obstructive sleep apnea events using electrocardiogram. Ann Biomed Eng 39:801-811
20. Klösch G, Kemp B, Penzel T, Schlögl A, Rappelsberger P, Trenker E, Gruber G, Zeitlhofer J, Saletu B, Herrmann WM, Himanen SL, Kunz D, Barbanoj MJ, Röschke J, Värri A, Dorffner G (2001) The SIESTA project polygraphic and clinical database. IEEE Eng Med Biol Mag 20:51-57 (Pubitemid 32611220)
21. Maier C, Wenz H, Meyer J, Dickhaus H (2006) Erkennung und Quantifizierung schlafbezogener Atmungsstörungen aus dem Elektrokardiogramm. 51. Jahrestagung Deutsche Gesellschaft Medizinische Informatik, Biometrie und Epidemiologie. Leipzig 10.-14.9.2006
22. Mendez MO, Bianchi AM, Matteucci M, Cerutti S, Penzel T (2009) Sleep apnea screening by autoregressive models from a single ECG lead. IEEE Trans Biomed Eng 56:2838-2850
23. Mendez MO, Corthout J, Van Huffel S, Matteucci M, Penzel T, Cerutti S, Bianchi AM (2010) Automatic screening of obstructive sleep apnea from the ECG based on empirical mode decomposition and wavelet analysis. Physiol Meas 31:273-289
24. Mendez MO, Matteucci M, Castronovo V, Ferini-Strambi L, Cerutti S, Bianchi AM (2010) Sleep staging from heart rate variability: time-varying spectral features and Hidden Markov Models. Int J Biomed Eng Technol 3:246-263
25. Moody GB, Mark RG, Zoccola A, Mantero S (1985) Derivation of respiratory signals from multi-lead ECGs. Comput Cardiol 12:113-116 (Pubitemid 17485676)
26. Oertel WH, Benes H, Garcia-Borreguero D, Högl B, Poewe W, Montagna P, Ferini-Strambi L, Sixel-Döring F, Trenkwalder C, Partinen M, Saletu B, Polo O, Fichtner A, Schollmayer E, Kohnen R, Cassel W, Penzel T, Stiasny-Kolster K (2010) Rotigotine transdermal patch in moderate to severe idiopathic restless legs syndrome: a randomized, placebo-controlled polysomnographic study. Sleep Med 11:848-856
27. Ohayon MM, Carskadon MA, Guilleminault C, Vitiello MV (2004) Meta-Analysis of quantitative sleep parameters from childhood to old age in healthy individuals: developing normative sleep values across the human lifespan. Sleep 27:1255-1273 (Pubitemid 44138893)
28. Pan J, Tompkins WJ (1985) A real-time QRS detection algorithm. IEEE Trans Biomed Eng 32:230-236 (Pubitemid 15148852)
29. Penzel T, Amend G, Meinzer K, Peter JH, von Wichert P (1990) MESAM: a heart rate and snoring recorder for detection of obstructive sleep apnea. Sleep 13:175-182 (Pubitemid 20112678)
30. Penzel T, Moody GB, Mark RG, Goldberger AL, Peter JH (2000) The Apnea-ECG Database. Comput Cardiol 27:255-258
31. Penzel T, McNames J, Murray A, de Chazal P, Moody G, Raymond B (2002) Systema-tic comparison of different algorithms for apnoea detection based on electrocardiogram recordings. Med Biol Eng Comput 40:402-407 (Pubitemid 34982531)
32. Penzel T, Kantelhardt JW, Becker HF, Peter JH, Bunde A (2003) Detrended fluctuation analysis and spectral analysis of heart rate variability for sleep stage and apnea identification. Comput Cardiol 30:307-310
33. Rechtschaffen A, Kales A (eds) (1968) A manual of standardized terminology, techniques and scoring system of sleep stages in human subjects. Brain Information Service/Brain Research Institute, University of California, Los Angeles
34. Redmond SJ, Heneghan C (2006) Cardiorespiratory-based sleep staging in subjects with obstructive sleep apnea. IEEE Trans Biomed Eng 53:485-496 (Pubitemid 43288826)
35. Task Force of The European society of Cardiology, The North American Society of Pacing, Electrophysiology et al (1997) Heart rate variability. Standards of measurement, physiological interpretation, and clinical use. Eur Heart J 17:354-381
36. van Houdt PJ, Ossenblok PPW, van Erp MG, Schreuder KE, Krijn RJJ, Boon PAJM, Cluitmans PJM (2011) Automatic breathto-breath analysis of nocturnal polysomnographic recordings. Med Biol Eng Comput 49:819-830
37. Yadollahi A, Giannouli E, Moussavi Z (2010) Sleep apnea monitoring and diagnosis based on pulse oximetry and tracheal sound signals. Med Biol Eng Comput 48:1087-1097