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
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