Spectral components of heart rate variability determined by wavelet analysis
Abstract
Spectral components of heart rate variability (HRV) are determined in the time-frequency domain using a wavelet transform. Based on the finer estimation of low-frequency content enabled by the logarithmic resolution of the wavelet transform, corrections of spectral intervals, already defined by Fourier and model based methods, are proposed. The characteristic peaks between 0.0095 and 0.6 Hz are traced in time and four spectral intervals are defined, I (0.0095-0.021 Hz), II (0.021-0.052 Hz), III (0.052-0.145 Hz) and IV (0.145-0.6 Hz), within which peaks are located for all subjects included. These intervals are shown to be invariant regardless of the age and the state of the system. We also show that the frequency and power of the spectral components are related to age, AMI and particularly to type II diabetes mellitus.
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Conflicting results have been reported on the evaluation of HRV in T2DM.
“Although the evaluation of HRV in T2DM has been assessed in several studies, conflicting results have been reported [20–22].”
From Heart rate variability in type 2 diabetes mellitus: A systematic review and meta–analysis (2018) · cites this paper as [21]
Cites
Heart rate variability: Standards of measurement, physiological interpretation, and clinical use
Malik, M., Bigger, J. T., Camm, A. J., Kleiger, R. E., Malliani, A., Moss, A. J., & Schwartz, P. J. (1996) · European Heart Journal · doi:10.1093/oxfordjournals.eurheartj.a014868 · Cited by 15,289 · see citing works
Akselrod, S., Gordon, D., Ubel, F. A., Shannon, D. C., Berger, A. C., & Cohen, R. J. (1981) · Science · doi:10.1126/science.6166045 · Cited by 5,079 · see citing works
Decomposition of Hardy Functions into Square Integrable Wavelets of Constant Shape
Großmann, A., & Morlet, J. (1984) · SIAM Journal on Mathematical Analysis · doi:10.1137/0515056 · Cited by 3,642 · see citing works
Cardiovascular neural regulation explored in the frequency domain.
Malliani, A., Pagani, M., Lombardi, F., & Cerutti, S. (1991) · Circulation · doi:10.1161/01.cir.84.2.482 · Cited by 3,569 · see citing works
Impact of Reduced Heart Rate Variability on Risk for Cardiac Events: The Framingham Heart Study
Tsuji, H., Larson, M. G., Venditti, F. J., Manders, E. S., Evans, J. C., Feldman, C. L., & Levy, D. (1996) · Circulation · doi:10.1161/01.cir.94.11.2850 · Cited by 1,762 · see citing works
Frequency domain measures of heart period variability and mortality after myocardial infarction
Bigger, J. T., Fleiss, J. L., Steinman, R. C., Rolnitzky, L. M., Kleiger, R. E., & Rottman, J. N. (1992) · Circulation · doi:10.1161/01.cir.85.1.164 · Cited by 1,712 · see citing works
Kaiser, G. (2010) · Birkhäuser Boston eBooks · doi:10.1007/978-0-8176-8111-1 · Cited by 1,087 · see citing works
Analysis of Heart Rate Variability
SAYKRS, B. M. (1973) · Ergonomics · doi:10.1080/00140137308924479 · Cited by 945 · see citing works
Stefanovska, A., Bračič, M., & Kvernmo, H. D. (1999) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.790500 · Cited by 685 · see citing works
Self-citationComponents of heart rate variability — what they really mean and what we really measure
Malík, M., & Camm, A. J. (1993) · The American Journal of Cardiology · doi:10.1016/0002-9149(93)91070-x · Cited by 568 · see citing works
Bigger, J. T., Fleiss, J. L., Rolnitzky, L. M., & Steinman, R. C. (1993) · Circulation · doi:10.1161/01.cir.88.3.927 · Cited by 500 · see citing works
Spectral analysis of heart rate variability in the assessment of autonomic diabetic neuropathy
Pagani, M., Malfatto, G., Pierini, S., Casati, R., Masu, A. M., Poli, M., Guzzetti, S., Lombardi, F., Cerutti, S., & Malliani, A. (1988) · Journal of the Autonomic Nervous System · doi:10.1016/0165-1838(88)90078-1 · Cited by 378 · see citing works
Determinants of heart rate variability
Tsuji, H., Venditti, F. J., Manders, E. S., Evans, J. C., Larson, M. G., Feldman, C. L., & Levy, D. A. (1996) · Journal of the American College of Cardiology · doi:10.1016/s0735-1097(96)00342-7 · Cited by 365 · see citing works
Spontaneous rhythms in physiological control systems
HYNDMAN, B. W., KITNEY, R. I., & SAYERS, B. M. (1971) · Nature · doi:10.1038/233339a0 · Cited by 361 · see citing works
Nervous activity of afferent cardiac sympathetic fibres with atrial and ventricular endings
Malliani, A., Recordati, G., & Schwartz, P. J. (1973) · The Journal of Physiology · doi:10.1113/jphysiol.1973.sp010147 · Cited by 289 · see citing works
Physics of the human cardiovascular system
Stefanovska, A. (1999) · Contemporary Physics · doi:10.1080/001075199181693 · Cited by 279 · see citing works
Self-citationKvernmo, H. D., Stefanovska, A., Kirkebøen, K. A., & Kvernebo, K. (1999) · Microvascular Research · doi:10.1006/mvre.1998.2139 · Cited by 246 · see citing works
Self-citationHeart rate variability in healthy subjects is related to age and gender
Jensen‐Urstad, K., Storck, N., BOUVIER, F., Ericson, M. O., LINDBLAND, L. E., & Jensen‐Urstad, M. (1997) · Acta Physiologica Scandinavica · doi:10.1046/j.1365-201x.1997.00142.x · Cited by 242 · see citing works
Wavelet-based Analysis of Human Blood-flow Dynamics
Bračič, M. (1998) · Bulletin of Mathematical Biology · doi:10.1006/bulm.1998.0047 · Cited by 235 · see citing works
An Analysis of Heart Rate Variability
Luczak, H., & Laurig, W. (1973) · Ergonomics · doi:10.1080/00140137308924484 · Cited by 225 · see citing works
Differing Effects of Age on Heart Rate Variability in Men and Women
Stein, P. K., Kleiger, R. E., & Rottman, J. N. (1997) · The American Journal of Cardiology · doi:10.1016/s0002-9149(97)00350-0 · Cited by 212 · see citing works
Spectral Analysis of the Laser Doppler Perfusion Signal in Human Skin before and after Exercise
Kvernmo, H. D., Stefanovska, A., Bračič, M., et al. (1998) · Microvascular Research · doi:10.1006/mvre.1998.2108 · Cited by 168 · see citing works
Self-citationEffect of age on long-term heart rate variability
Yeragani, V. K., Sobolewski, E., Kay, J., Jampala, V. C., & Igel, G. (1997) · Cardiovascular Research · doi:10.1016/s0008-6363(97)00107-7 · Cited by 154 · see citing works
Impaired Peripheral Vasomotion in Diabetes
Stansberry, K. B., Shapiro, S. A., Hill, M. A., et al. (1996) · Diabetes Care · doi:10.2337/diacare.19.7.715 · Cited by 135 · see citing works
Pola, S., Macerata, A., Emdin, M., & Marchesi, C. (1996) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.477700 · Cited by 125 · see citing works
Transient interactions between blood pressure, respiration and heart rate in man
Kitney, R. I., Fulton, T., Mcdonald, A. H., & Linkenst, D. A. (1985) · Journal of Biomedical Engineering · doi:10.1016/0141-5425(85)90022-6 · Cited by 105 · see citing works
Time-frequency spectral analysis of heart rate variability during induction of general anaesthesia
Huang, H., Chan, H. L., Lin, P., et al. (1997) · British Journal of Anaesthesia · doi:10.1093/bja/79.6.754 · Cited by 83 · see citing works
de Boer, R. W., Karemaker, J. M., & STRACKEE, J. (1985) · Psychophysiology · doi:10.1111/j.1469-8986.1985.tb01577.x · Cited by 62 · see citing works
L-arginine in the clinical arena: tool or remedy?
Lüscher, T. F., & Haefeli, W. E. (1993) · Circulation · doi:10.1161/01.cir.87.5.1746 · Cited by 45 · see citing works
Estimating a cardiac age by means of heart rate variability
Colosimo, A., Giuliani, A., Mancini, A., et al. (1997) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1997.273.4.h1841 · Cited by 45 · see citing works
The frequency histogram—A new method for the evaluation of laser doppler flux motion
Hoffmann, U., Yanar, A., Franzeck, U. K., et al. (1990) · Microvascular Research · doi:10.1016/0026-2862(90)90028-p · Cited by 42 · see citing works
Insulin-Dependent Diabetes Mellitus and Nitrovasodilation
Steinberg, H. O., & Baron, A. (1997) · Circulation · doi:10.1161/01.cir.95.3.560 · Cited by 17 · see citing works
Influence of residual ischaemia on heart rate variability after myocardial infarction
Cerati, D., Nador, F., Maestri, R., et al. (1997) · European Heart Journal · doi:10.1093/oxfordjournals.eurheartj.a015121 · Cited by 15 · see citing works
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Heart rate variability in type 2 diabetes mellitus: A systematic review and meta–analysis
Benichou, T., Pereira, B., Mermillod, M., Tauveron, I., Pfabigan, D., Maqdasy, S., & Dutheil, F. (2018) · PLOS ONE · doi:10.1371/journal.pone.0195166 · Cited by 419 · see citing works
- Authors
- Lotric, M. B., Stefanovska, A., Stajer, D., & Urbancic-Rovan, V.
- Affiliations
- University of Ljubljana (SI)
- ORCID
- Stefanovska, Aneta
- Venue
- Physiological Measurement
- Publisher
- IOP Publishing
- Published
- 2000-11-01
- Volume
- 21
- Issue
- 4
- Pages
- 441-457
- ISSN
- 0967-3334 (ISSN-L)
- 1361-6579
- OpenAlex
- W1964570464
- Cited by
- 80
- References
- 33
- Citations by year
- 2026: 2 · 2022: 1 · 2021: 4 · 2020: 1 · 2019: 2 · 2018: 2 · 2017: 2 · 2016: 3 · 2015: 5 · 2014: 5 · 2013: 6 · 2012: 4
- FWCI
- 2.50
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Physiological Measurement (publishedVersion)
- PubMed (publishedVersion)
- Lancaster EPrints (Lancaster University) (submittedVersion)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › ECG Monitoring and Analysis
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Keywords
- heart rate variability, spectral components, wavelet transform, time-frequency analysis, low-frequency HRV, age-related changes, myocardial infarction, type 2 diabetes, autonomic nervous system
- MeSH terms
- Adult, Aged, Diabetes Mellitus, Type 2, Diabetic Angiopathies, Diabetic Neuropathies, Diabetic Retinopathy, Electrocardiography, Female, Fourier Analysis, Heart Rate, Humans, Hypertension, Male, Middle Aged, Myocardial Infarction, Reference Values, Software, Respiratory Mechanics
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