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Comparison of higher order spectra in heart rate signals during two techniques of meditation: Chi and Kundalini meditation

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Abstract

The human heartbeat is one of the important examples of complex physiologic fluctuations. For the first time in this study higher order spectra of heart rate signals during meditation have explored. Specifically, the aim of this study was to analysis and compares the contribution of quadratic phase coupling of human heart rate variability during two forms of meditation: (1) Chinese Chi (or Qigong) meditation and (2) Kundalini Yoga meditation. For this purpose, Bispectrum was estimated by using biased, parametric and the direct (FFT) method. The results show that the mean Bispectrum magnitude of heart rate signals increased during Kundalini Yoga meditation, but it decreased significantly during Chi meditation. However, in both meditation techniques phase-coupled harmonics are shifted to the higher frequencies during meditation. In addition, it has shown that not only there are significant differences between rest and meditation states, but also heart rate patterns appear to be influenced by different types of meditation.

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References

  • Acharya UR, Joseph KP, Kannathal N, Lim CM, Suri JS (2006) Heart rate variability: a review. Med Bio Eng Comput 44:1031–1051

    Article  Google Scholar 

  • Akselrod S, Gordon D, Ubel FA, Shannon DC, Berger AC, Cohen RJ (1981) Power spectrum analysis of heart rate fluctuation: a quantitative probe of beat-to-beat cardiovascular control. Science 213:220–222

    Article  PubMed  CAS  Google Scholar 

  • Bai Y, Siu KL, Ashraf S, Faes L, Nollo G, Chon KH (2008) Nonlinear coupling is absent in acute myocardial patients but not healthy subjects. Am J Physiol Heart Circ Physiol 295:H578–H586

    Article  PubMed  CAS  Google Scholar 

  • Brefczynski-Lewis JA, Lutz A, Schaefer HS, Levinson DB, Davidson RJ (2007) Neural correlates of attentional expertise in long-term meditation practitioners. PNAS 104:11483–11488

    Article  PubMed  CAS  Google Scholar 

  • Dimitriadis SI, Laskaris NA, Tsirka V, Erimaki S, Vourkas M, Micheloyannis S, Fotopoulos S (2012) A novel symbolization scheme for multichannel recordings with emphasis on phase information and its application to differentiate EEG activity from different mental tasks. Cogn Neurodyn 6:107–113

    Article  Google Scholar 

  • Fell J, Axmacher N, Haupt S (2010) From alpha to gamma: electrophysiological correlates of meditation—related states of consciousness. Med Hypotheses 75:218–224

    Article  PubMed  Google Scholar 

  • Gao J, Hu J, Tung W-W (2011) Complexity measures of brain wave dynamics. Cogn Neurodyn 5:171–182

    Article  PubMed  Google Scholar 

  • Goshvarpour A, Goshvarpour A (2012a) Physiological and neurological changes during meditation. Young Nurses Mashhad Iran, 1–152 [text in persian]

  • Goshvarpour A, Goshvarpour A (2012b) Classification of heart rate signals during meditation using Lyapunov exponents and entropy. IJ Intell Syst Appl 2:35–41

    Google Scholar 

  • Goshvarpour A, Goshvarpour A (2012c) Chaotic behavior of heart rate signals during Chi and Kundalini meditation. IJ Image Graph Signal Process 2:23–29

    Article  Google Scholar 

  • Goshvarpour A, Goshvarpour A (2012d) Recurrence plots of heart rate signals during meditation. IJ Image Graph Signal Process 2:44–50

    Article  Google Scholar 

  • Goshvarpour A, Goshvarpour A, Rahati S (2011) Analysis of lagged Poincare plots in heart rate signals during meditation. Digital Signal Processing 21:208–214

    Article  Google Scholar 

  • Jevning R, Wallace RK, Beidebach M (1992) The physiology of meditation—a review—a wakeful hypometabolic integrated response. Neurosci Biobehav Rev 16:415–424

    Article  PubMed  CAS  Google Scholar 

  • Levy MN (1971) Sympathetic-parasympathetic interactions in the heart. Circ Res 29:437–445

    Article  PubMed  CAS  Google Scholar 

  • Nikias CL, Raghuveer MR (1987) Bispectrum estimation: a digital signal processing framework. Proc IEEE 75:869–891

    Article  Google Scholar 

  • Ning T, Bronzino JD (1990) Autoregressive and Bispectral analysis techniques: EEG applications. IEEE Eng Med Biol 47–50

  • Peng C-K, Mietus JE, Liu Y, Khalsa G, Douglas PS, Benson H, Goldberger AL (1999) Exaggerated heart rate oscillations during two meditation techniques. Int J Cardiol 70:101–107

    Article  PubMed  CAS  Google Scholar 

  • Schinkel S, Marwan N, Kurths J (2007) Order patterns recurrence plots in the analysis of ERP data. Cogn Neurodyn 1:317–325

    Article  PubMed  Google Scholar 

  • Swami A, Mendel JM, Nikias CL (1998) Higher order spectral analysis toolbox, for use with MATLAB, The MathWorks, Inc

  • Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology Circulation (1996) Heart rate variability: standards of measurement, physiological interpretation, and clinical use. Eur Heart J 93:1043–1065

    Google Scholar 

  • Toledo E, Pinhas I, Aravot D, Akselrod S (2001) Bispectrum and bicoherence for the investigation of very high frequency peaks in heart rate variability. Computers in Cardiology, Rotterdam

    Google Scholar 

  • Zgallai WA (2012) Non-invasive fetal heartbeat detection using bispectral contour matching. ICEBEA 2012, Dubai

  • Zhang Q, Yang J, Li L, Li B, Liu C (2010) Study of pulse rate variability signals using bispectrum analysis. 4th International conference on bioinformatics and biomedical engineering (iCBBE), Chengdu

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Correspondence to Ateke Goshvarpour.

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Goshvarpour, A., Goshvarpour, A. Comparison of higher order spectra in heart rate signals during two techniques of meditation: Chi and Kundalini meditation. Cogn Neurodyn 7, 39–46 (2013). https://doi.org/10.1007/s11571-012-9215-z

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  • DOI: https://doi.org/10.1007/s11571-012-9215-z

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