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Erschienen in: Clinical Autonomic Research 4/2009

01.08.2009 | Research Article

Spectral methods of heart rate variability analysis during dynamic exercise

verfasst von: Goncalo Vilhena Mendonca, Bo Fernhall, Kevin S. Heffernan, Fernando D. Pereira

Erschienen in: Clinical Autonomic Research | Ausgabe 4/2009

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Abstract

Objectives

To apply both autoregressive (AR) and fast Fourier transform (FFT) spectral analysis at rest, during two different dynamic exercise intensities and in recovery from maximal exercise and to compare raw and normalized powers obtained with both methods.

Methods

Sixteen participants (age 22.3 ± 4.3 year) performed resting, submaximal and maximal protocols. The submaximal protocol consisted of two 5-min walks at 4 km h−1 at treadmill grades of 0 and 7.5%. Beat-to-beat R-R series were recorded. FFT and AR analyses were preformed on the same R-R series.

Results

Compared to AR, FFT provided higher total power (TP) and raw high-frequency (HF) power at rest and exercise. Furthermore, FFT LF/HF ratio was lower than with the AR, except under resting conditions. Both methods showed reductions in TP, raw HF and LF powers during exercise and recovery. Only the AR revealed a significant reduction for normalized HF power and increase for normalized LF power in transition from rest to exercise conditions.

Interpretation

AR and FFT methods are not interchangeable at rest or during dynamic exercise conditions. The AR method is more sensitive to the effects of exercise on the normalized power spectra of heart rate variability (HRV) than FFT. Finally, as both approaches are equally insensitive to the increase of exercise relative intensity, there is no practical advantage of performing HRV spectral analyses by the AR or FFT at higher workloads.
Literatur
1.
Zurück zum Zitat Arai Y, Saul J, Albrecht P, Hartley L, Lilly L, Cohen R (1989) Modulation of cardiac autonomic activity during and immediately after exercise. Am J Physiol Heart Circ O Physiol 256:H132–H141 Arai Y, Saul J, Albrecht P, Hartley L, Lilly L, Cohen R (1989) Modulation of cardiac autonomic activity during and immediately after exercise. Am J Physiol Heart Circ O Physiol 256:H132–H141
2.
Zurück zum Zitat Badilini F, Maison-Blanche P, Champomier P, Provost J, Coumel P, Milon H (2000) Frequency-domain heart rate variability in 24-hour holter recordings: role of spectral method to assess circadian patterns and pharmacological autonomic modulation. J Electrocardiol 33:147–157PubMedCrossRef Badilini F, Maison-Blanche P, Champomier P, Provost J, Coumel P, Milon H (2000) Frequency-domain heart rate variability in 24-hour holter recordings: role of spectral method to assess circadian patterns and pharmacological autonomic modulation. J Electrocardiol 33:147–157PubMedCrossRef
3.
Zurück zum Zitat Badilini F, Maison-Blanche P, Coumel P (1998) Heart rate variability in passive tilt test: comparative evaluation of autoregressive and FFT spectral analyses. Pacing Clin Electrophysiol 21:1122–1132PubMedCrossRef Badilini F, Maison-Blanche P, Coumel P (1998) Heart rate variability in passive tilt test: comparative evaluation of autoregressive and FFT spectral analyses. Pacing Clin Electrophysiol 21:1122–1132PubMedCrossRef
4.
Zurück zum Zitat Bernardi L, Salvucci F, Suardi R, Solda P, 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 exercise? Cardiovasc Res 24:969–981PubMedCrossRef Bernardi L, Salvucci F, Suardi R, Solda P, 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 exercise? Cardiovasc Res 24:969–981PubMedCrossRef
5.
Zurück zum Zitat Boardman A, Chlindwein F, Rocha A, Leite A (2002) A study on the optimum order of autoregressive models for heart rate variability. Physiol Meas 23:325–336PubMedCrossRef Boardman A, Chlindwein F, Rocha A, Leite A (2002) A study on the optimum order of autoregressive models for heart rate variability. Physiol Meas 23:325–336PubMedCrossRef
6.
Zurück zum Zitat Breuer H, Skyschally A, Schulz R, Martin C, Wehr M, Heusch G (1993) Heart rate variability and circulating catecholamine concentrations in healthy volunteers. Br Heart J 70:144–149PubMedCrossRef Breuer H, Skyschally A, Schulz R, Martin C, Wehr M, Heusch G (1993) Heart rate variability and circulating catecholamine concentrations in healthy volunteers. Br Heart J 70:144–149PubMedCrossRef
7.
Zurück zum Zitat Camm A, Malik M, Bigger J, Günter B, Cerutti S, Choen R, Coumel P, Fallen E, Kennedy H, Kleiger R, Lombardi F, Malliani A, Moss A, Rotmann J, Schwartz P, Singer D (1996) Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Heart rate variability: standards of measurement, physiological interpretation and clinical use. Circulation 93:1043–1065 Camm A, Malik M, Bigger J, Günter B, Cerutti S, Choen R, Coumel P, Fallen E, Kennedy H, Kleiger R, Lombardi F, Malliani A, Moss A, Rotmann J, Schwartz P, Singer D (1996) Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Heart rate variability: standards of measurement, physiological interpretation and clinical use. Circulation 93:1043–1065
8.
Zurück zum Zitat 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. Cardiovasc Res 24:969–981 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. Cardiovasc Res 24:969–981
9.
Zurück zum Zitat Casadei B, Moon J, Johnston J, Caiazza A, Sleight P (1996) Is respiratory sinus arrhythmia a good index of cardiac vagal tone in exercise? J Appl Physiol 81:556–564PubMed Casadei B, Moon J, Johnston J, Caiazza A, Sleight P (1996) Is respiratory sinus arrhythmia a good index of cardiac vagal tone in exercise? J Appl Physiol 81:556–564PubMed
10.
Zurück zum Zitat Chemla D, Young J, Badilini F, Maison-Blanche P, Affres H, Lecarpentier Y, Chanson P (2005) Comparison of fast Fourier transform and autoregressive spectral analysis for the study of heart rate variability in diabetic patients. Int J Cardiol 104:307–313PubMedCrossRef Chemla D, Young J, Badilini F, Maison-Blanche P, Affres H, Lecarpentier Y, Chanson P (2005) Comparison of fast Fourier transform and autoregressive spectral analysis for the study of heart rate variability in diabetic patients. Int J Cardiol 104:307–313PubMedCrossRef
11.
Zurück zum Zitat Dixon E, Kamath M, McCartney N, Fallen E (1992) Neural regulation of heart rate variability in endurance athletes and sedentary controls. Cardiovasc Res 26:713–719PubMedCrossRef Dixon E, Kamath M, McCartney N, Fallen E (1992) Neural regulation of heart rate variability in endurance athletes and sedentary controls. Cardiovasc Res 26:713–719PubMedCrossRef
12.
Zurück zum Zitat Ewing D, Campbell W, Murray A, Neilson J, Clarke B (1978) Immediate heart-rate response to standing: simple test for autonomic neuropathy in diabetes. BMJ 1:145–147PubMedCrossRef Ewing D, Campbell W, Murray A, Neilson J, Clarke B (1978) Immediate heart-rate response to standing: simple test for autonomic neuropathy in diabetes. BMJ 1:145–147PubMedCrossRef
13.
Zurück zum Zitat Fagard R, Pardaens K, Staessen J, Thijs L (1998) Power spectral analysis of heart rate variability by autoregressive modelling and fast Fourier transform: a comparative study. Acta Cardiol 53:211–218PubMed Fagard R, Pardaens K, Staessen J, Thijs L (1998) Power spectral analysis of heart rate variability by autoregressive modelling and fast Fourier transform: a comparative study. Acta Cardiol 53:211–218PubMed
14.
Zurück zum Zitat Furlan R, Guzzetti S, Crivellaro W, Dassi S, Tinelli M, Baselli G, Cerutti S, Lombardi F, Pagani M, Malliani A (1990) Continuous 24-hour assessment of the neural regulation of systemic arterial pressure and RR variabilities in ambulant subjects. Circulation 81:537–547PubMed Furlan R, Guzzetti S, Crivellaro W, Dassi S, Tinelli M, Baselli G, Cerutti S, Lombardi F, Pagani M, Malliani A (1990) Continuous 24-hour assessment of the neural regulation of systemic arterial pressure and RR variabilities in ambulant subjects. Circulation 81:537–547PubMed
15.
Zurück zum Zitat Gregoire J, Tuck S, Yamamoto Y, Hughson RL (1996) Heart rate variability at rest and exercise: influence of age, gender, and physical training. Can J Appl Physiol 21:455–470PubMed Gregoire J, Tuck S, Yamamoto Y, Hughson RL (1996) Heart rate variability at rest and exercise: influence of age, gender, and physical training. Can J Appl Physiol 21:455–470PubMed
16.
Zurück zum Zitat 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 athletes but blunted in patients with chronic heart failure. Am J Coll Cardiol 24:1529–1535CrossRef 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 athletes but blunted in patients with chronic heart failure. Am J Coll Cardiol 24:1529–1535CrossRef
17.
Zurück zum Zitat Kaikkonen P, Nummela A, Rusko H (2007) Heart rate variability dynamics during early recovery after different endurance exercises. Eur J Appl Physiol 102:79–86PubMedCrossRef Kaikkonen P, Nummela A, Rusko H (2007) Heart rate variability dynamics during early recovery after different endurance exercises. Eur J Appl Physiol 102:79–86PubMedCrossRef
18.
Zurück zum Zitat Kesselbrener L, Akselrod S (1996) Selective discrete Fourier transform algorithm for time-frequency analysis: method and application on simulated cardiovascular signals. IEEE Trans Biomed Eng 43:789CrossRef Kesselbrener L, Akselrod S (1996) Selective discrete Fourier transform algorithm for time-frequency analysis: method and application on simulated cardiovascular signals. IEEE Trans Biomed Eng 43:789CrossRef
19.
Zurück zum Zitat Leicht A, Sinclair W, Spinks W (2008) Effect of exercise mode on heart rate variability during steady state exercise. Eur J Appl Physiol 102:195–204PubMedCrossRef Leicht A, Sinclair W, Spinks W (2008) Effect of exercise mode on heart rate variability during steady state exercise. Eur J Appl Physiol 102:195–204PubMedCrossRef
20.
Zurück zum Zitat Malliani A, Pagani M, Lombardi F, Cerutti S (1991) Cardiovascular neural regulation explored in the frequency domain. Circulation 84:482–492PubMed Malliani A, Pagani M, Lombardi F, Cerutti S (1991) Cardiovascular neural regulation explored in the frequency domain. Circulation 84:482–492PubMed
22.
Zurück zum Zitat Martinmäki K, Rusko H (2008) Time-frequency analysis of heart rate variability during immediate recovery from low and high intensity exercise. Eur J Appl Physiol 102:353–360PubMedCrossRef Martinmäki K, Rusko H (2008) Time-frequency analysis of heart rate variability during immediate recovery from low and high intensity exercise. Eur J Appl Physiol 102:353–360PubMedCrossRef
23.
Zurück zum Zitat McArdle W, Katch F, Katch V (2001) Individual differences and measurement of energy capacities. In: Exercise physiology: energy, nutrition and human performance. Lippincott Williams and Wilkins, Philadelphia, pp 222–248 McArdle W, Katch F, Katch V (2001) Individual differences and measurement of energy capacities. In: Exercise physiology: energy, nutrition and human performance. Lippincott Williams and Wilkins, Philadelphia, pp 222–248
24.
Zurück zum Zitat Niskanen J, Tarvainen M, Ranta-aho P, Karjalainen P (2004) Software for advanced HRV analysis. Comput Methods Programs Biomed 76:73–81PubMedCrossRef Niskanen J, Tarvainen M, Ranta-aho P, Karjalainen P (2004) Software for advanced HRV analysis. Comput Methods Programs Biomed 76:73–81PubMedCrossRef
25.
Zurück zum Zitat 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 57:644–651CrossRef 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 57:644–651CrossRef
26.
Zurück zum Zitat Perini R, Milesi S, Biancardi L, Pendergast D, Veicsteinas A (1998) Heart rate variability in exercising humans: effect of water immersion. Eur J Appl Physiol 77:326–332CrossRef Perini R, Milesi S, Biancardi L, Pendergast D, Veicsteinas A (1998) Heart rate variability in exercising humans: effect of water immersion. Eur J Appl Physiol 77:326–332CrossRef
27.
Zurück zum Zitat Perini R, Milesi S, Fisher N, Pendergast D, Veicsteinas A (2000) Heart rate variability during dynamic exercise in elderly males and females. Eur J Appl Physiol 82:8–15PubMedCrossRef Perini R, Milesi S, Fisher N, Pendergast D, Veicsteinas A (2000) Heart rate variability during dynamic exercise in elderly males and females. Eur J Appl Physiol 82:8–15PubMedCrossRef
28.
Zurück zum Zitat Perini R, Orizio C, Comandè A, Castellano M, Beschi M, Veicsteinas A (1989) Plasma norepinephrine and heart rate dynamics during recovery from submaximal exercise in man. Eur J Appl Physiol 58:879–883CrossRef Perini R, Orizio C, Comandè A, Castellano M, Beschi M, Veicsteinas A (1989) Plasma norepinephrine and heart rate dynamics during recovery from submaximal exercise in man. Eur J Appl Physiol 58:879–883CrossRef
29.
Zurück zum Zitat 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 61:143–148CrossRef 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 61:143–148CrossRef
30.
Zurück zum Zitat Pichon A, de Bisschop C, Roulaud A, Papellier Y (2004) Spectral analysis of heart rate variability during exercise in trained subjects. Med Sci Sport Exerc 36:1702–1708CrossRef Pichon A, de Bisschop C, Roulaud A, Papellier Y (2004) Spectral analysis of heart rate variability during exercise in trained subjects. Med Sci Sport Exerc 36:1702–1708CrossRef
31.
Zurück zum Zitat Pichon A, Roulaud M, Antoine-Jonville S, Bisschop C, Denjean A (2006) Spectral analysis of heart rate variability: inter-changeability between autoregressive analysis and fast Fourier transform. J Electrocardiol 39:31–37PubMedCrossRef Pichon A, Roulaud M, Antoine-Jonville S, Bisschop C, Denjean A (2006) Spectral analysis of heart rate variability: inter-changeability between autoregressive analysis and fast Fourier transform. J Electrocardiol 39:31–37PubMedCrossRef
32.
Zurück zum Zitat Rimoldi O, Furlan R, Pagani M, Piazza S, Guazzi M, Pagani M, Malliani A (1992) Analysis of neural mechanisms accompanying different intensities of dynamic exercise. Chest 101:226–230 Rimoldi O, Furlan R, Pagani M, Piazza S, Guazzi M, Pagani M, Malliani A (1992) Analysis of neural mechanisms accompanying different intensities of dynamic exercise. Chest 101:226–230
33.
Zurück zum Zitat Robinson B, Epstein S, Beise G, Braunwald E (1966) Control of heart rate by autonomic nervous system. Studies in man on the interrelation between baroreceptor mechanisms and exercise. Circ Res 19:400–411PubMed Robinson B, Epstein S, Beise G, Braunwald E (1966) Control of heart rate by autonomic nervous system. Studies in man on the interrelation between baroreceptor mechanisms and exercise. Circ Res 19:400–411PubMed
34.
Zurück zum Zitat Sandercock R, Brodie D (2006) The use of heart rate variability measures to assess autonomic control during exercise. Scand J Med Sci Sports 16:302–313PubMedCrossRef Sandercock R, Brodie D (2006) The use of heart rate variability measures to assess autonomic control during exercise. Scand J Med Sci Sports 16:302–313PubMedCrossRef
35.
Zurück zum Zitat Tarvainen M, Ranta-aho P, Karjalainen P (2001) An advanced detrending method with application to HRV analysis. IEEE Trans Biomed Eng 49:172–175CrossRef Tarvainen M, Ranta-aho P, Karjalainen P (2001) An advanced detrending method with application to HRV analysis. IEEE Trans Biomed Eng 49:172–175CrossRef
36.
Zurück zum Zitat Terziotti P, Schen 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 84:187–194PubMedCrossRef Terziotti P, Schen 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 84:187–194PubMedCrossRef
37.
Zurück zum Zitat Tulppo M, Hughson R, Mäkikallio T, Juhani Airaksinen K, Seppänen T, Huikuri H (2001) Effects of exercise and passive head-up tilt on fractal and complexity properties of heart rate dynamics. Am J Physiol Heart Circ O Physiol 280:H1081–H1087 Tulppo M, Hughson R, Mäkikallio T, Juhani Airaksinen K, Seppänen T, Huikuri H (2001) Effects of exercise and passive head-up tilt on fractal and complexity properties of heart rate dynamics. Am J Physiol Heart Circ O Physiol 280:H1081–H1087
38.
Zurück zum Zitat Tulppo M, Mäkikallio T, Seppänen T, Laukkanen R, Huikuri H (1998) Vagal modulation of heart rate during exercise: effects of age and physical fitness. Am J Physiol 274:H424–H429PubMed Tulppo M, Mäkikallio T, Seppänen T, Laukkanen R, Huikuri H (1998) Vagal modulation of heart rate during exercise: effects of age and physical fitness. Am J Physiol 274:H424–H429PubMed
39.
Zurück zum Zitat Vilhena de Mendonça G, Pereira F (2008) Between-day variability of net and gross oxygen uptake during grade treadmill walking: effects of different walking intensities on the reliability of walking economy. Appl Physiol Nutr Metab 33:1199–1206PubMedCrossRef Vilhena de Mendonça G, Pereira F (2008) Between-day variability of net and gross oxygen uptake during grade treadmill walking: effects of different walking intensities on the reliability of walking economy. Appl Physiol Nutr Metab 33:1199–1206PubMedCrossRef
40.
Zurück zum Zitat Warren J, Jaffe R, Wraa C, Stebbins C (1997) Effect of autonomic blockade on power spectrum of heart rate variability during exercise. Am J Physiol 273:R495–R502PubMed Warren J, Jaffe R, Wraa C, Stebbins C (1997) Effect of autonomic blockade on power spectrum of heart rate variability during exercise. Am J Physiol 273:R495–R502PubMed
41.
Zurück zum Zitat Whipp B (1971) Rate constant for the kinetics of oxygen uptake during light exercise. J Appl Physiol 30(2):261–263PubMed Whipp B (1971) Rate constant for the kinetics of oxygen uptake during light exercise. J Appl Physiol 30(2):261–263PubMed
42.
Zurück zum Zitat Winsley R, Armstrong N, Bywater K, Fawkner S (2003) Reliability of heart rate variability measures at rest and during light exercise in children. Br J Sports Med 37:550–552PubMedCrossRef Winsley R, Armstrong N, Bywater K, Fawkner S (2003) Reliability of heart rate variability measures at rest and during light exercise in children. Br J Sports Med 37:550–552PubMedCrossRef
43.
Zurück zum Zitat Yamamoto Y, Hughson R, Peterson J (1991) Autonomic control of heart rate during exercise studied by heart rate variability spectral analysis. J Appl Physiol 71:1136–1142PubMed Yamamoto Y, Hughson R, Peterson J (1991) Autonomic control of heart rate during exercise studied by heart rate variability spectral analysis. J Appl Physiol 71:1136–1142PubMed
Metadaten
Titel
Spectral methods of heart rate variability analysis during dynamic exercise
verfasst von
Goncalo Vilhena Mendonca
Bo Fernhall
Kevin S. Heffernan
Fernando D. Pereira
Publikationsdatum
01.08.2009
Verlag
D. Steinkopff-Verlag
Erschienen in
Clinical Autonomic Research / Ausgabe 4/2009
Print ISSN: 0959-9851
Elektronische ISSN: 1619-1560
DOI
https://doi.org/10.1007/s10286-009-0018-1

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