- Access by Xinjiang University
Characterization of sleep stages by correlations in the magnitude and sign of heartbeat increments
Phys. Rev. E 65, 051908 – Published 8 May, 2002
DOI: https://doi.org/10.1103/PhysRevE.65.051908
Abstract
We study correlation properties of the magnitude and the sign of the increments in the time intervals between successive heartbeats during light sleep, deep sleep, and rapid eye movement (REM) sleep using the detrended fluctuation analysis method. We find short-range anticorrelations in the sign time series, which are strong during deep sleep, weaker during light sleep, and even weaker during REM sleep. In contrast, we find long-range positive correlations in the magnitude time series, which are strong during REM sleep and weaker during light sleep. We observe uncorrelated behavior for the magnitude during deep sleep. Since the magnitude series relates to the nonlinear properties of the original time series, while the sign series relates to the linear properties, our findings suggest that the nonlinear properties of the heartbeat dynamics are more pronounced during REM sleep. Thus, the sign and the magnitude series provide information which is useful in distinguishing between the sleep stages.
References (48)
- M. A. Carskadon and W. C. Dement, in Principles and Practice of Sleep Medicine, edited by M. H. Kryger, T. Roth, and W. C. Dement (W. B. Saunders, Philadelphia, 1994), pp. 16–25.
- R. M. Berne and M. N. Levy, Cardiovascular Physiology, 6th ed. (C. V. Mosby, St. Louis, 1996).
- Heart Rate Variability, edited by M. Malik and A. J. Camm (Futura, Armonk, NJ, 1995).
- P. Ch. Ivanov, M. G. Rosenblum, C.-K. Peng, J. E. Mietus, S. Havlin, H. E. Stanley, and A. L. Goldberger, Physica A 249, 587 (1998).
- H. Moelgaard, K. E. Soerensen, and P. Bjerregaard, Am. J. Cardiol. 68, 77 (1991).
- H. V. Huikuri, K. M. Kessler, E. Terracall, A. Castellanos, M. K. Linnaluoto, and R. J. Myerburg, Am. J. Cardiol. 65, 391 (1990).
- M. Kobayashi and T. Musha, IEEE Trans. Biomed. Eng. 29, 456 (1982).
- C.-K. Peng, J. Mietus, J. M. Hausdorff, S. Havlin, H. E. Stanley, and A. L. Goldberger, Phys. Rev. Lett. 70, 1343 (1993).
- C.-K. Peng, S. Havlin, H. E. Stanley, and A. L. Goldberger, Chaos 5, 82 (1995).
- P. Ch. Ivanov, A. Bunde, L. A. N. Amaral, S. Havlin, J. Fritsch-Yelle, R. M. Baevsky, H. E. Stanley, and A. L. Goldberger, Europhys. Lett. 48, 594 (1999).
- A. Bunde, S. Havlin, J. W. Kantelhardt, T. Penzel, J.-H. Peter, and K. Voigt, Phys. Rev. Lett. 85, 3736 (2000).
- Y. Ashkenazy, P. Ch. Ivanov, S. Havlin, C.-K. Peng, A. L. Goldberger, and H. E. Stanley, Phys. Rev. Lett. 86, 1900 (2001).
- Y. Ashkenazy, S. Havlin, P. Ch. Ivanov, C.-K. Peng, V. Schulte-Frohlinde, and H. E. Stanley, e-print cond-mat/0111396 (unpublished).
- P. Ch. Ivanov, M. G. Rosenblum, C.-K. Peng, J. Mietus, S. Havlin, H. E. Stanley, and A. L. Goldberger, Nature (London) 383, 323 (1996).
- G. Sugihara, W. Allan, D. Sobel, and K. D. Allan, Proc. Natl. Acad. Sci. U.S.A. 93, 2608 (1996).
- P. Ch. Ivanov, M. G. Rosenblum, L. A. N. Amaral, Z. Struzik, S. Havlin, A. L. Goldberger, and H. E. Stanley, Nature (London) 399, 461 (1999).
- C.-K. Peng, S. V. Buldyrev, S. Havlin, M. Simons, H. E. Stanley, and A. L. Goldberger, Phys. Rev. E 49, 1685 (1994).
- S. M. Ossadnik, S. B. Buldyrev, A. L. Goldberger, S. Havlin, R. N. Mantegna, C.-K. Peng, M. Simons, and H. E. Stanley, Biophys. J. 67, 64 (1994).
- M. S. Taqqu, V. Teverovsky, and W. Willinger, Fractals 3, 785 (1995).
- J. W. Kantelhardt, E. Koscielny-Bunde, H. H. A. Rego, S. Havlin, and A. Bunde, Physica A 295, 441 (2001).
- K. Hu, P. Ch. Ivanov, Z. Chen, P. Carpena, and H. E. Stanley, Phys. Rev. E 64, 011114 (2001).
- Z. Chen, P. Ch. Ivanov, K. Hu, and H. E. Stanley, Phys. Rev. E 65, 041107 (2002).
- S. V. Buldyrev, A. L. Goldberger, S. Havlin, R. N. Mantegna, M. E. Matsa, C.-K. Peng, M. Simons, and H. E. Stanley, Phys. Rev. E 51, 5084 (1995).
- S. V. Buldyrev, N. V. Dokholyan, A. L. Goldberger, S. Havlin, C.-K. Peng, H. E. Stanley, and G. M. Viswanathan, Physica A 249, 430 (1998).
- S. Blesic, S. Milosevic, D. Stratimirovic, and M. Ljubisavljevic, Physica A 268, 275 (1999).
- S. Bahar, J. W. Kantelhardt, A. Neiman, H. H. A. Rego, D. F. Russell, L. Wilkens, A. Bunde, and F. Moss, Europhys. Lett. 56, 454 (2001).
- J. M. Hausdorff, S. L. Mitchell, R. Firtion, C.-K. Peng, M. E. Cudkowicz, J. Y. Wei, and A. L. Goldberger, J. Appl. Physiol.82, 262 (1997).
- E. Koscielny-Bunde, A. Bunde, S. Havlin, H. E. Roman, Y. Goldreich, and H.-J. Schellnhuber, Phys. Rev. Lett. 81, 729 (1998).
- K. Ivanova and M. Ausloos, Physica A 274, 349 (1999).
- P. Talkner and R. O. Weber, Phys. Rev. E 62, 150 (2000).
- K. Ivanova, M. Ausloos, E. E. Clothiaux, and T. P. Ackerman, Europhys. Lett. 52, 40 (2000).
- B. D. Malamud and D. L. Turcotte, J. Stat. Plan. Infer. 80, 173(1999).
- C. L. Alados and M. A. Huffman, Ethnology 106, 105(2000).
- R. N. Mantegna and H. E. Stanley, An Introduction to Econophysics (Cambridge University Press, Cambridge, England, 2000).
- Y. Liu, P. Gopikrishnan, P. Cizeau, M. Meyer, C.-K. Peng, and H. E. Stanley, Phys. Rev. E 60, 1390 (1999).
- N. Vandewalle, M. Ausloos, and P. Boveroux, Physica A 269, 170 (1999).
- J. W. Kantelhardt, R. Berkovits, S. Havlin, and A. Bunde, Physica A 266, 461 (1999).
- N. Vandewalle, M. Ausloos, M. Houssa, P. W. Mertens, and M. M. Heyns, Appl. Phys. Lett. 74, 1579 (1999).
- S. Akselrod, D. Gordon, F. A. Ubel, D. C. Shannon, A. C. Barger, and R. J. Cohen, Science 213, 220 (1981).
- For a different order m of detrending we obtain a different fluctuation function . By construction, is only defined for .
- A. Rechtschaffen and A. Kales, A Manual of Standardized Terminology, Techniques, and Scoring System for Sleep Stages of Human Subjects (U.S. Government Printing Office, Washington, 1968).
- The respiration rate is around heartbeats. It is affecting the heartbeat more strongly during deep sleep and less during REM sleep [B. V. Vaughn, S. R. Quint, J. A. Messenheimer, and K. R. Robertson, EEG and Clinical Neurophysiology 94, 155 (1995)].
- J. W. Kantelhardt, S. A. Zschiegner, A. Bunde, S. Havlin, T. Penzel, and H. E. Stanley (unpublished).
- T. Schreiber and A. Schmitz, Phys. Rev. Lett. 77, 635 (1996).
- T. Schreiber and A. Schmitz, Physica D 142, 346 (2000).
- E. Bacry, J. Delour, and J. F. Muzy, Phys. Rev. E 64, 026103 (2001).
- J. Feder, Fractals (Plenum Press, New York, 1988).
- MIT-BIH Normal Sinus Rhythm Database and BIDMC Congestive Heart Failure Database avaliable at http://www.physionet.org/physiobank/database/#ecg.