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Time-frequency analysis of heart rate variability during immediate recovery from low and high intensity exercise

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An Erratum to this article was published on 15 March 2008

Abstract

Previous studies have neglected the first recovery minutes after exercise when studying post-exercise heart rate variability (HRV). The present aim was to evaluate autonomic HR control immediately after exercise using Short-time Fourier transform (STFT) and to compare the effects of low [LI, 29(6)% of maximal power] and high [HI, 61(6)% of maximal power] intensity bicycle exercise on the HRV recovery dynamics. Minute-by-minute values for low (LFPln, 0.04–0.15 Hz) and high (HFPln, 0.15–1.0 Hz) frequency power were computed from R-R interval data recorded from 26 healthy subjects during 10 min recovery period after LI and HI. The HRV at the end of exercise and recovery was assessed with Fast Fourier transform as well. The results showed that LFPln and HFPln during the recovery period were affected by exercise intensity, recovery time and their interaction (P < 0.001). HFPln increased during the first recovery minute after LI and through the second recovery minute after HI (P < 0.001). HFPln was higher for LI than HI at the end of the recovery period [6.35 (1.11) vs. 5.12 (1.01) ln (ms2), P < 0.001]. LFPln showed parallel results with HFPln during the recovery period. In conclusion, the present results obtained by the STFT method, suggested that fast vagal reactivation occurs after the end of exercise and restoration of autonomic HR control is slower after exercise with greater metabolic demand.

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Notes

  1. Constant 1 was added to the absolute power value (x) and a natural log transformation of their sum was then calculated, y = ln (1 + x).

References

  • Akselrod S, Gordon D, Madwed JB, Snidman NC, Shannon DC, Cohen RJ (1985) Hemodynamic regulation: investigation by spectral analysis. Am J Physiol Heart Circ Physiol 249:H867–H875

    CAS  Google Scholar 

  • Arai Y, Saul JP, Albrecht P, Hartley LH, Lilly LS, Cohen RJ, Colucci WS (1989) Modulation of cardiac autonomic activity during and immediately after exercise. Am J Physiol Heart Circ Physiol 256: H132–H141

    CAS  Google Scholar 

  • Bernardi L, Salvucci F, Suardi R, Solda PL, Calciati A, Perlini S, Falcone C, Ricciardi L (1990) Evidence for an intrinsic mechanism regulating heart rate variability in the transplanted and the intact heart during submaximal dynamic exercise? Cardiovasc Res 24:969–981

    Article  PubMed  CAS  Google Scholar 

  • Casadei B, Cochrane S, Johnston J, Conway J, Sleight P (1995) Pitfalls in the interpretation of spectral analysis of the heart rate variability during exercise in humans. Acta Physiol Scand 153:125–131

    Article  PubMed  CAS  Google Scholar 

  • Cole C, Foody J, Blackstone E, Lauer M (2000) Heart rate recovery after submaximal exercise testing as a predictor of mortality in a cardiovascularly healthy cohort. Ann Intern Med 132:552–555

    PubMed  CAS  Google Scholar 

  • Cottin F, Médigue C, Leprêtre PM, Papelier Y, Koralsztein JP, Billat V (2004) Heart rate variability during exercise performed below and above ventilatory threshold. Med Sci Sports Exerc 36:594–6000

    Article  PubMed  Google Scholar 

  • Cottin F, Leprêtre PM, Lopes P, Papelier Y, Médigue C, Billat V (2006) Assessment of ventilatory thresholds from heart rate variability in well-trained subjects during cycling. Int J Sports med 27:959–967

    Article  PubMed  CAS  Google Scholar 

  • Eckberg DL (2000) Physiological basis for human autonomic rhythms. Ann Med 32:341–349

    Article  PubMed  CAS  Google Scholar 

  • Goldberger JJ, Le FK, Lahiri M, Kannankeril PJ, Ng J, Kadish AH (2006) Assessment of parasympathetic reactivation after exercise. Am J Physiol Heart Circ Physiol 290: H2446–H2452

    Article  PubMed  CAS  Google Scholar 

  • Hatfield BD, Spalding TW, Santa Maria DL, Porges SW, Potts JT, Byrne EA, Brody EB, Mahon AD (1998) Respiratory sinus arrhythmia during exercise in aerobically trained and untrained men. Med Sci Sports Exerc 30:206–214

    PubMed  CAS  Google Scholar 

  • Imai K Sato H, Hori M, Kusuoka H, Ozaki H, Ykoyama H, Takeda H, Inoue M, Kamada T (1994) Vagally mediated heart rate recovery after exercise in accelerated in athletes but blunted in patients with chronic heart failure. J Am Coll Cardiol 24:1529–1535

    Article  Google Scholar 

  • Kaikkonen P, Nummela A, Rusko H (2007a) Heart rate variability dynamics during early recovery after different endurance exercises. Eur J Appl Physiol (accepted for publication)

  • Kaikkonen P, Rusko H, Martinmäki K (2007b) Post-exercise heart rate variability of endurance athletes after different high-intensity exercises. Scand J Med Sci Sports (accepted for publication)

  • Mainardi LT, Bianchi AM, Cerutti S (2002) Time-frequency and time-varying analysis for assessing the dynamic responses of cardiovascular control. Crit Rev Biomed Eng 30(1–3):175–217

    PubMed  Google Scholar 

  • Martinmäki K, Rusko H, Kooistra L, Kettunen J, Saalasti S (2006a) Intraindividual validation of heart rate variability indexes to measure vagal effects on hearts. Am J Physiol Heart Circ Physiol 290:H640–H647

    Article  PubMed  CAS  Google Scholar 

  • Martinmäki K, Rusko H, Saalasti S, Kettunen J (2006b) Ability of short-time Fourier transform method to detect transient changes in vagal effects on hearts: a pharmacological blocking study. Am J Physiol Heart Circ Physiol 290:H2582–H2589

    Article  PubMed  CAS  Google Scholar 

  • Nishime E, Cole C, Blackstone E, Pashkow F, Lauer M (2000) Heart rate recovery and treadmill exercise score as predictors of mortality in patients referred for exercise ECG. JAMA 284:1392–1398

    Article  PubMed  CAS  Google Scholar 

  • O’Leary D (1996) Heart rate control during exercise by baroreceptors and skeletal muscle afferents. Med Sci Sports Exerc 28:210–217

    PubMed  CAS  Google Scholar 

  • Oppenheim A, Schafer RW (1999) Discrete-time signal processing. Prentice Hall, Upper Saddle River

    Google Scholar 

  • Orizio C, Perini R, Comandè A, Castellano M, Beschi M, Veicsteinas A (1998) Plasma catecholamines and heart rate at the beginning of muscular exercise in man. Eur J Appl Physiol 57:644–651

    Article  Google Scholar 

  • Pagani M, Lombardi F, Guzzetti S, Rimoldi O, Furlan R, Pizzinelli P, Sandrone G, Malfatto G, Dell’Orto S, Piccaluga E, Turiel M, Baselli G, Gerutti S, Malliani A (1986) Power spectral analysis of heart rate and arterial pressure variabilities as a marker of sympathovagal interaction in man and conscious dogs. Circ Res 59:178–193

    PubMed  CAS  Google Scholar 

  • Perini R, Orizio C, Comande A, Castellano M, Beschi M, Veicsteinas A (1989) Plasma norepinephrine and heart rate dynamics during recovery from submaximal exercise in man. Eur J App Physiol Occup Physiol 58:879–883

    Article  CAS  Google Scholar 

  • Perini R, Orizio C, Baselli G, Gerutti S, Veicsteinas A (1990) The influence of exercise intensity on the power spectrum of heart rate variability. Eur J Appl Physiol 61:143–148

    Article  CAS  Google Scholar 

  • Perini R, Milesi S, Fisher NM, Pendergast DR, Veicsteinas A (2000) Heart rate variability during dynamic exercise in elderly males and females. Eur J Appl Physiol 82:8–15

    Article  PubMed  CAS  Google Scholar 

  • Pichon AP, de Bisschop C, Roulaud A, Papelier Y (2004) Spectral analysis of heart rate variability during exercise in trained subjects. Med Sci Sports Exerc 36:1702–1708

    Article  PubMed  Google Scholar 

  • Pierpont GL, Voth EJ (2004) Assessing autonomic function by analysis of heart rate recovery from exercise in healthy subjects. Am J Cardiol 94:64–68

    Article  PubMed  Google Scholar 

  • Pierpont GL, Stolpman DR, Gornick CC (2000) Heart rate recovery post-exercise as an index of parasympathetic activity. J Auton Nerv Syst 80:169–74

    Article  PubMed  CAS  Google Scholar 

  • Robinson BF, Epstein SE, Beiser GD, Braunwald E (1966) Control of heart rate by the autonomic nervous system. Studies in man on the interrelation between baroreceptor mechanisms and exercise. Circ Res 19:400–411

    PubMed  CAS  Google Scholar 

  • Rowell LB (1986) Human circulation regulation during physical stress. Oxford University Press, New York, pp. 213–256

    Google Scholar 

  • Savin W, Davidson D, Haskell W (1982) Autonomic contribution to heart rate recovery from exercise in humans. J Appl Physiol 53:1572–1575

    PubMed  CAS  Google Scholar 

  • Task Force of the European Society of Cardiology, the North American Society of Pacing and Electrophysiology (1996) Heart rate variability. Standard of measurement, physiological interpretation and clinical use. Circulation 93:1046–1065

    Google Scholar 

  • Taylor HL, Buskirk ER, Henschel HA (1955) Maximal oxygen intake as an objective measure of cardio-respiratory performance. J Appl Physiol 8:73–80

    PubMed  CAS  Google Scholar 

  • Terziotti P, Schena F, Gulli G (2001) Post-exercise recovery of autonomic cardiovascular control: a study by spectrum and cross-spectrum analysis in humans. Eur J Appl Physiol 84:187–194

    Article  PubMed  CAS  Google Scholar 

  • Warren JH, Jaffe RS, Wraa CE, Stebbins CL (1997) Effect of autonomic blockade onpower spectrum of heart rate variability during exercise. Am J Physiol 273:R495–R502

    PubMed  CAS  Google Scholar 

Download references

Acknowledgments

This study was funded by grants from the Ministry of Education, Finland, and from TEKES-National Technology Agency of Finland. The authors thank Ph.D. Sami Saalasti for his help in performing the heart rate variability analyses. This study was partly funded by a grant from Sunto Ltd, Finland and Firstbeat Technologies Ltd, Finland. Heikki Rusko is currently stockowner of Firstbeat Technologies Ltd, Finland.

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Correspondence to Kaisu Martinmäki.

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An erratum to this article is available at http://dx.doi.org/10.1007/s00421-008-0687-9.

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Martinmäki, K., Rusko, H. Time-frequency analysis of heart rate variability during immediate recovery from low and high intensity exercise. Eur J Appl Physiol 102, 353–360 (2008). https://doi.org/10.1007/s00421-007-0594-5

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