Key result
The spectral decomposition of multivariate information measures revealed that postural stress alters the balance of redundant and synergistic mechanisms in short-term cardiovascular regulation.
Why the study?
While cross-spectral and information-theoretic approaches are widely used for multivariate physiological time series analysis, their combined utilization is far less developed in the literature.
Observational (n=61)
A novel spectral decomposition framework allows for frequency-specific quantification of information sharing in cardiovascular and cardiorespiratory oscillations, revealing coupling features undetectable by traditional time-domain measures.
Hypothesis-generating for frequency-specific cardiovascular coupling; requires validation before clinical translation.
Summary While cross-spectral and information-theoretic approaches are widely used for the multivariate analysis of physiological time series, their combined utilization is far less developed in the literature. This study introduces a framework for the spectral decomposition of multivariate information measures, which provides frequency-specific quantifications of the information shared between a target and two source time series and of its expansion into amounts related to how the sources contribute to the target dynamics with unique, redundant and synergistic information. The framework is illustrated in simulations of linearly interacting stochastic processes, showing how it allows to retrieve amounts of information shared by the processes within specific frequency bands which are otherwise not detectable by time-domain information measures, as well as coupling features which are not detectable by spectral measures. Then, it is applied to the time series of heart period, systolic and diastolic arterial pressure and respiration variability measured in healthy subjects monitored in the resting supine position and during head-up tilt. We show that the spectral measures of unique, redundant and synergistic information shared by these variability series, integrated within specific frequency bands of physiological interest, reflect the mechanisms of short term regulation of cardiovascular and cardiorespiratory oscillations and their alterations induced by the postural stress.
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Faes et al. (2020) conducted an observational in Healthy (n=61). Head-up tilt (45 degrees) vs. Resting supine position was evaluated on Spectral measures of unique, redundant and synergistic information shared by cardiovascular and cardiorespiratory variability series. The spectral decomposition of multivariate information measures revealed that postural stress alters the balance of redundant and synergistic mechanisms in short-term cardiovascular regulation.
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