Complexity Variability Assessment of Nonlinear Time-Varying Cardiovascular Control
The application of complex systems theory to physiology and medicine has provided meaningful information about the nonlinear aspects underlying the dynamics of a wide range of biological processes and their disease-related aberrations. However, no studies have investigated whether meaningful informa...
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Veröffentlicht in: | Scientific reports 2017-02, Vol.7 (1), p.42779-42779, Article 42779 |
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Sprache: | eng |
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Zusammenfassung: | The application of complex systems theory to physiology and medicine has provided meaningful information about the nonlinear aspects underlying the dynamics of a wide range of biological processes and their disease-related aberrations. However, no studies have investigated whether meaningful information can be extracted by quantifying second-order moments of time-varying cardiovascular complexity. To this extent, we introduce a novel mathematical framework termed
complexity variability
, in which the variance of instantaneous Lyapunov spectra estimated over time serves as a reference quantifier. We apply the proposed methodology to four exemplary studies involving disorders which stem from cardiology, neurology and psychiatry: Congestive Heart Failure (CHF), Major Depression Disorder (MDD), Parkinson’s Disease (PD), and Post-Traumatic Stress Disorder (PTSD) patients with insomnia under a yoga training regime. We show that complexity assessments derived from simple time-averaging are not able to discern pathology-related changes in autonomic control, and we demonstrate that between-group differences in measures of complexity variability are consistent across pathologies. Pathological states such as CHF, MDD, and PD are associated with an increased
complexity variability
when compared to healthy controls, whereas wellbeing derived from yoga in PTSD is associated with lower time-variance of complexity. |
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ISSN: | 2045-2322 2045-2322 |
DOI: | 10.1038/srep42779 |