Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.

The proposed approach evaluates complexity of the cardiovascular control and causality among cardiovascular regulatory mechanisms from spontaneous variability of heart period (HP), systolic arterial pressure (SAP) and respiration (RESP). It relies on construction of a multivariate embedding space, o...

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Autores principales: Alberto Porta, Luca Faes, Vlasta Bari, Andrea Marchi, Tito Bassani, Giandomenico Nollo, Natália Maria Perseguini, Juliana Milan, Vinícius Minatel, Audrey Borghi-Silva, Anielle C M Takahashi, Aparecida M Catai
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Publicado: Public Library of Science (PLoS) 2014
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Acceso en línea:https://doaj.org/article/b19a402d40d54447a4a2f504d6be53e3
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spelling oai:doaj.org-article:b19a402d40d54447a4a2f504d6be53e32021-11-18T08:31:20ZEffect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.1932-620310.1371/journal.pone.0089463https://doaj.org/article/b19a402d40d54447a4a2f504d6be53e32014-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24586796/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203The proposed approach evaluates complexity of the cardiovascular control and causality among cardiovascular regulatory mechanisms from spontaneous variability of heart period (HP), systolic arterial pressure (SAP) and respiration (RESP). It relies on construction of a multivariate embedding space, optimization of the embedding dimension and a procedure allowing the selection of the components most suitable to form the multivariate embedding space. Moreover, it allows the comparison between linear model-based (MB) and nonlinear model-free (MF) techniques and between MF approaches exploiting local predictability (LP) and conditional entropy (CE). The framework was applied to study age-related modifications of complexity and causality in healthy humans in supine resting (REST) and during standing (STAND). We found that: 1) MF approaches are more efficient than the MB method when nonlinear components are present, while the reverse situation holds in presence of high dimensional embedding spaces; 2) the CE method is the least powerful in detecting age-related trends; 3) the association of HP complexity on age suggests an impairment of cardiac regulation and response to STAND; 4) the relation of SAP complexity on age indicates a gradual increase of sympathetic activity and a reduced responsiveness of vasomotor control to STAND; 5) the association from SAP to HP on age during STAND reveals a progressive inefficiency of baroreflex; 6) the reduced connection from HP to SAP with age might be linked to the progressive exploitation of Frank-Starling mechanism at REST and to the progressive increase of peripheral resistances during STAND; 7) at REST the diminished association from RESP to HP with age suggests a vagal withdrawal and a gradual uncoupling between respiratory activity and heart; 8) the weakened connection from RESP to SAP with age might be related to the progressive increase of left ventricular thickness and vascular stiffness and to the gradual decrease of respiratory sinus arrhythmia.Alberto PortaLuca FaesVlasta BariAndrea MarchiTito BassaniGiandomenico NolloNatália Maria PerseguiniJuliana MilanVinícius MinatelAudrey Borghi-SilvaAnielle C M TakahashiAparecida M CataiPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 9, Iss 2, p e89463 (2014)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Alberto Porta
Luca Faes
Vlasta Bari
Andrea Marchi
Tito Bassani
Giandomenico Nollo
Natália Maria Perseguini
Juliana Milan
Vinícius Minatel
Audrey Borghi-Silva
Anielle C M Takahashi
Aparecida M Catai
Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
description The proposed approach evaluates complexity of the cardiovascular control and causality among cardiovascular regulatory mechanisms from spontaneous variability of heart period (HP), systolic arterial pressure (SAP) and respiration (RESP). It relies on construction of a multivariate embedding space, optimization of the embedding dimension and a procedure allowing the selection of the components most suitable to form the multivariate embedding space. Moreover, it allows the comparison between linear model-based (MB) and nonlinear model-free (MF) techniques and between MF approaches exploiting local predictability (LP) and conditional entropy (CE). The framework was applied to study age-related modifications of complexity and causality in healthy humans in supine resting (REST) and during standing (STAND). We found that: 1) MF approaches are more efficient than the MB method when nonlinear components are present, while the reverse situation holds in presence of high dimensional embedding spaces; 2) the CE method is the least powerful in detecting age-related trends; 3) the association of HP complexity on age suggests an impairment of cardiac regulation and response to STAND; 4) the relation of SAP complexity on age indicates a gradual increase of sympathetic activity and a reduced responsiveness of vasomotor control to STAND; 5) the association from SAP to HP on age during STAND reveals a progressive inefficiency of baroreflex; 6) the reduced connection from HP to SAP with age might be linked to the progressive exploitation of Frank-Starling mechanism at REST and to the progressive increase of peripheral resistances during STAND; 7) at REST the diminished association from RESP to HP with age suggests a vagal withdrawal and a gradual uncoupling between respiratory activity and heart; 8) the weakened connection from RESP to SAP with age might be related to the progressive increase of left ventricular thickness and vascular stiffness and to the gradual decrease of respiratory sinus arrhythmia.
format article
author Alberto Porta
Luca Faes
Vlasta Bari
Andrea Marchi
Tito Bassani
Giandomenico Nollo
Natália Maria Perseguini
Juliana Milan
Vinícius Minatel
Audrey Borghi-Silva
Anielle C M Takahashi
Aparecida M Catai
author_facet Alberto Porta
Luca Faes
Vlasta Bari
Andrea Marchi
Tito Bassani
Giandomenico Nollo
Natália Maria Perseguini
Juliana Milan
Vinícius Minatel
Audrey Borghi-Silva
Anielle C M Takahashi
Aparecida M Catai
author_sort Alberto Porta
title Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
title_short Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
title_full Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
title_fullStr Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
title_full_unstemmed Effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
title_sort effect of age on complexity and causality of the cardiovascular control: comparison between model-based and model-free approaches.
publisher Public Library of Science (PLoS)
publishDate 2014
url https://doaj.org/article/b19a402d40d54447a4a2f504d6be53e3
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