Literature DB >> 25092335

Robust efficiency and actuator saturation explain healthy heart rate control and variability.

Na Li1, Jerry Cruz2, Chenghao Simon Chien3, Somayeh Sojoudi4, Benjamin Recht5, David Stone6, Marie Csete7, Daniel Bahmiller2, John C Doyle8.   

Abstract

The correlation of healthy states with heart rate variability (HRV) using time series analyses is well documented. Whereas these studies note the accepted proximal role of autonomic nervous system balance in HRV patterns, the responsible deeper physiological, clinically relevant mechanisms have not been fully explained. Using mathematical tools from control theory, we combine mechanistic models of basic physiology with experimental exercise data from healthy human subjects to explain causal relationships among states of stress vs. health, HR control, and HRV, and more importantly, the physiologic requirements and constraints underlying these relationships. Nonlinear dynamics play an important explanatory role--most fundamentally in the actuator saturations arising from unavoidable tradeoffs in robust homeostasis and metabolic efficiency. These results are grounded in domain-specific mechanisms, tradeoffs, and constraints, but they also illustrate important, universal properties of complex systems. We show that the study of complex biological phenomena like HRV requires a framework which facilitates inclusion of diverse domain specifics (e.g., due to physiology, evolution, and measurement technology) in addition to general theories of efficiency, robustness, feedback, dynamics, and supporting mathematical tools.

Entities:  

Keywords:  optimal control; respiratory sinus arrhythmia; system identification

Mesh:

Year:  2014        PMID: 25092335      PMCID: PMC4143073          DOI: 10.1073/pnas.1401883111

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  38 in total

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Journal:  Nature       Date:  2001-03-08       Impact factor: 49.962

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Journal:  Science       Date:  2012-02-10       Impact factor: 47.728

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Authors:  Teddy M Cheng; Andrey V Savkin; Branko G Celler; Steven W Su; Lu Wang
Journal:  IEEE Trans Biomed Eng       Date:  2008-11       Impact factor: 4.538

4.  Scale-free networks: a decade and beyond.

Authors:  Albert-László Barabási
Journal:  Science       Date:  2009-07-24       Impact factor: 47.728

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Authors:  S Akselrod; D Gordon; F A Ubel; D C Shannon; A C Berger; R J Cohen
Journal:  Science       Date:  1981-07-10       Impact factor: 47.728

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8.  Mathematical analysis and digital simulation of the respiratory control system.

Authors:  F S Grodins; J Buell; A J Bart
Journal:  J Appl Physiol       Date:  1967-02       Impact factor: 3.531

9.  Cardiovascular oscillations at the bedside: early diagnosis of neonatal sepsis using heart rate characteristics monitoring.

Authors:  J Randall Moorman; John B Delos; Abigail A Flower; Hanqing Cao; Boris P Kovatchev; Joshua S Richman; Douglas E Lake
Journal:  Physiol Meas       Date:  2011-10-25       Impact factor: 2.833

10.  Human sinus arrhythmia as an index of vagal cardiac outflow.

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Journal:  J Appl Physiol Respir Environ Exerc Physiol       Date:  1983-04
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  3 in total

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Authors:  Ramray Bhat; Dharma Pally
Journal:  J Genet       Date:  2017-07       Impact factor: 1.166

Review 2.  Engineering control into medicine.

Authors:  David J Stone; Leo Anthony Celi; Marie Csete
Journal:  J Crit Care       Date:  2015-01-30       Impact factor: 3.425

3.  Why Do Big Data and Machine Learning Entail the Fractional Dynamics?

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Journal:  Entropy (Basel)       Date:  2021-02-28       Impact factor: 2.524

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