Complexity Variability Assessment of Nonlinear Time-Varying Cardiovascular Control

被引:38
|
作者
Valenza, Gaetano [1 ,2 ,3 ]
Citi, Luca [4 ]
Garcia, Ronald G. [5 ]
Taylor, Jessica Noggle [6 ]
Toschi, Nicola [1 ,7 ]
Barbieri, Riccardo [1 ,8 ]
机构
[1] Harvard Med Sch, Massachusetts Gen Hosp, Boston, MA 02115 USA
[2] Univ Pisa, Sch Engn, Dept Informat Engn & Bioengn, I-56100 Pisa, Italy
[3] Univ Pisa, Robot Res Ctr E Piaggio, Sch Engn, I-56100 Pisa, Italy
[4] Univ Essex, Sch Comp Sci & Elect Engn, Colchester, Essex, England
[5] Univ Santander, Masira Res Inst, Sch Med, Bucaramanga, Colombia
[6] Emory Univ, Nell Hodgson Woodruff Sch Nursing, Atlanta, GA 30322 USA
[7] Univ Roma Tor Vergata, Rome, Italy
[8] Politecn Milan, Milan, Italy
来源
SCIENTIFIC REPORTS | 2017年 / 7卷
基金
美国国家卫生研究院;
关键词
HEART-RATE-VARIABILITY; POSTTRAUMATIC-STRESS-DISORDER; RATE CIRCADIAN-RHYTHM; PARKINSONS-DISEASE; AUTONOMIC DYSFUNCTION; MAJOR DEPRESSION; SERIES ANALYSIS; NERVOUS-SYSTEM; POWER SPECTRUM; DYNAMICS;
D O I
10.1038/srep42779
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:15
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