Relationship between detrended fluctuation analysis and spectral analysis of heart-rate variability

被引:64
|
作者
Willson, K
Francis, DP
Wensel, R
Coats, AJS
Parker, KH
机构
[1] Royal Brompton Hosp, Dept Biomed Engn, London SW3 6NP, England
[2] Natl Heart & Lung Inst, London SW3 6LY, England
[3] Univ London Imperial Coll Sci Technol & Med, Dept Bioengn, London SW7 2AZ, England
关键词
heart-rate variability; fractal scaling; detrended fluctuation analysis; spectral analysis; periodic breathing; heart failure;
D O I
10.1088/0967-3334/23/2/314
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
The recently-introduced technique of detrended fluctuation analysis (DFA) for heart-rate variability appears to yield improved prognostic power in cardiovascular disease through calculation of the fractal scaling exponent alpha. However, the physiological meaning of alpha remains unclear. In DFA, the signal is segmented into lengths from 4 to 64 beats. For each segmentation length (n), the individual segments are cumulated, detrended and the sum of the squares (F-2) of residuals calculated. alpha is the slope of log(F) against log(n). We show mathematical equivalence between alpha calculated by DFA and by a novel alternative method using frequency-weighted power spectra. We show F-2 (and thus alpha) can be obtained from a frequency-weighted power spectrum without DFA. To do this, we cumulate and detrend the Taylor series of individual Fourier components. F-2 is found to depend on the relationship between the signal period and segment length. F-2 can therefore be expressed in terms of frequency-weighted power spectra. From this, the alpha coefficient of DFA can then be described in power-spectral terms. which facilitates exploration of its physiological basis. We confirm these findings using samples from 20 healthy volunteers and 40 patients with heart failure.
引用
收藏
页码:385 / 401
页数:17
相关论文
共 50 条
  • [21] Analysis of Heart-Rate Variability
    Schega, L.
    Hamacher, D.
    Boeckelmann, I
    Huckauf, A.
    Mecke, R.
    Grubert, J.
    Tuemler, J.
    DEUTSCHE ZEITSCHRIFT FUR SPORTMEDIZIN, 2010, 61 (12): : 305 - 309
  • [22] Parameter Investigation of Detrended Fluctuation Analysis for Short-term Human Heart Rate Variability
    Yeh, Rong-Guan
    Chen, Gau-Yang
    Shieh, Jiann-Shing
    Kuo, Cheng-Deng
    JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2010, 30 (05) : 277 - 282
  • [23] The effect of respiratory oscillations in heart rate on detrended fluctuation analysis
    Govindan, Rathinaswamy B.
    Kota, Srinivas
    Al-Shargabi, Tareq
    Swisher, Christopher B.
    du Plessis, Adre
    EUROPEAN PHYSICAL JOURNAL B, 2017, 90 (10):
  • [24] Validity of detrended fluctuation analysis of heart rate variability to determine intensity thresholds in elite cyclists
    Mateo-March, Manuel
    Moya-Ramon, Manuel
    Javaloyes, Alejandro
    Sanchez-Munoz, Cristobal
    Clemente-Suarez, Vicente J.
    EUROPEAN JOURNAL OF SPORT SCIENCE, 2023, 23 (04) : 580 - 587
  • [25] Detrended fluctuation analysis of short-term heart rate variability in late pregnant women
    Yeh, Rong-Guan
    Shieh, Jiann-Shing
    Chen, Gau-Yang
    Kuo, Cheng-Deng
    AUTONOMIC NEUROSCIENCE-BASIC & CLINICAL, 2009, 150 (1-2): : 122 - 126
  • [26] The effect of respiratory oscillations in heart rate on detrended fluctuation analysis
    Rathinaswamy B. Govindan
    Srinivas Kota
    Tareq Al-Shargabi
    Christopher B. Swisher
    Adre du Plessis
    The European Physical Journal B, 2017, 90
  • [27] Detrended Fluctuation Analysis of Heart Rate by Means of Symbolic Series
    Valencia, J. F.
    Vallverdu, M.
    Schroeder, R.
    Voss, A.
    Cygankiewicz, I.
    Vazquez, R.
    Bayes de Luna, A.
    Caminal, P.
    CINC: 2009 36TH ANNUAL COMPUTERS IN CARDIOLOGY CONFERENCE, 2009, 36 : 405 - +
  • [28] Associations between heart rate asymmetry expression and asymmetric detrended fluctuation analysis results
    J. Piskorski
    M. Kośmider
    D. Mieszkowski
    S. Żurek
    B. Biczuk
    S. Jurga
    T. Krauze
    A. Wykrętowicz
    P. Guzik
    Medical & Biological Engineering & Computing, 2022, 60 : 2969 - 2979
  • [29] Associations between heart rate asymmetry expression and asymmetric detrended fluctuation analysis results
    Piskorski, J.
    Kosmider, M.
    Mieszkowski, D.
    Zurek, S.
    Biczuk, B.
    Jurga, S.
    Krauze, T.
    Wykretowicz, A.
    Guzik, P.
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2022, 60 (10) : 2969 - 2979
  • [30] SPECTRAL-ANALYSIS OF HEART-RATE VARIABILITY IN DIABETIC-PATIENTS
    COMI, G
    SORA, MGN
    CANAL, N
    CERUTTI, S
    BIANCHI, A
    GIANOGLIO, P
    BONTEMPI, B
    MUSCLE & NERVE, 1989, 12 (09) : 768 - 768