4.5 Article

Reliability of transfer function estimates in cardiovascular variability analysis

Journal

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING
Volume 39, Issue 3, Pages 338-347

Publisher

SPRINGER HEIDELBERG
DOI: 10.1007/BF02345289

Keywords

transfer function; cardiovascular variability; spectral analysis; magnitude squared coherence; phase spectrum

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Transfer function (TF) analysis is a widely diffused technique in the assessment of the relationship between short-term cardiovascular variability signals, particularly blood pressure, heart rate and respiration. To guarantee the reliability of the estimates, a conventional threshold of 0.5 on the magnitude squared coherence (MSC) is commonly used, although (il other analysis parameters play a role and (ii) lower values of MSC are frequently unavoidable in physiological systems. In this study, computer simulations are performed to assess the dependency of the bias and standard deviation (SD) of TF estimates on record length (RL), spectral window bandwidth (B-w) and MSG; to evaluate the accuracy of theoretical expressions for the computation of the confidence interval (Cl) of the estimates; and to assess, in some representative situations, how faithfully observed TF shapes reproduce the underlying true functions in conditions of very low MSG. The accuracy of TF estimates increases non-linearly with increasing Pi., and the benefit over 7min is small. Using this RL, the relative bias for the TF modulus is < 10% for MSC greater than or equal to 0.2. Estimates of TF phase are unbiased. The SD of both the modulus and phase increases linearly as the MSC decrease to 0.4 and then, for lower MSG, increases markedly with nonlinear behaviour. B-w = 0.03Hz appears to be most suitable to reduce the error, preserving spectral resolution. Cls for the TF phase are highly reliable, whereas those for the modulus tend to be slightly narrower than the nominal value at high coherence values. Major features of the TF shape appear to be preserved in simulations with very low MSG. The major problem in TF estimation is the sharp increase in the variability of the measurements as the coherence decreases towards the lowest values. The combination of RL greater than or equal to 420s and B,= 0.03Hz should be suggested in short-term cardiovascular variability studies. Although basic features of the true TF can be recovered even when the MSC is < 0.5, much greater values can be necessary when accurate point estimates are needed. Theoretical expressions for the computation of confidence intervals of the TF are adequate for practical purposes.

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