A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists

The strength of cardiorespiratory interactions diminishes with age. Physical exercise can reduce the rate of this trend. Inspiratory muscle training (IMT) is a technique capable of improving cardiorespiratory interactions. This study evaluates the effect of IMT on cardiorespiratory coupling in amate...

Full description

Bibliographic Details
Main Authors: Raphael Martins de Abreu, Aparecida Maria Catai, Beatrice Cairo, Patricia Rehder-Santos, Claudio Donisete da Silva, Étore De Favari Signini, Camila Akemi Sakaguchi, Alberto Porta
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-02-01
Series:Frontiers in Physiology
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fphys.2020.00134/full
id doaj-81cab64198054b1ca7f8335dbcababe7
record_format Article
spelling doaj-81cab64198054b1ca7f8335dbcababe72020-11-24T21:47:14ZengFrontiers Media S.A.Frontiers in Physiology1664-042X2020-02-011110.3389/fphys.2020.00134480415A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur CyclistsRaphael Martins de Abreu0Aparecida Maria Catai1Beatrice Cairo2Patricia Rehder-Santos3Claudio Donisete da Silva4Étore De Favari Signini5Camila Akemi Sakaguchi6Alberto Porta7Alberto Porta8Department of Physical Therapy, Federal University of São Carlos, São Carlos, BrazilDepartment of Physical Therapy, Federal University of São Carlos, São Carlos, BrazilDepartment of Biomedical Sciences for Health, University of Milan, Milan, ItalyDepartment of Physical Therapy, Federal University of São Carlos, São Carlos, BrazilDepartment of Physical Therapy, Federal University of São Carlos, São Carlos, BrazilDepartment of Physical Therapy, Federal University of São Carlos, São Carlos, BrazilDepartment of Physical Therapy, Federal University of São Carlos, São Carlos, BrazilDepartment of Biomedical Sciences for Health, University of Milan, Milan, ItalyDepartment of Cardiothoracic – Vascular Anesthesia and Intensive Care, IRCCS Policlinico San Donato, Milan, ItalyThe strength of cardiorespiratory interactions diminishes with age. Physical exercise can reduce the rate of this trend. Inspiratory muscle training (IMT) is a technique capable of improving cardiorespiratory interactions. This study evaluates the effect of IMT on cardiorespiratory coupling in amateur cyclists. Thirty male young healthy cyclists underwent a sham IMT of very low intensity (SHAM, n = 9), an IMT of moderate intensity at 60% of the maximal inspiratory pressure (MIP60, n = 10) and an IMT of high intensity at the critical inspiratory pressure (CIP, n = 11). Electrocardiogram, non-invasive arterial pressure, and thoracic respiratory movement (RM) were recorded before (PRE) and after (POST) training at rest in supine position (REST) and during active standing (STAND). The beat-to-beat series of heart period (HP) and systolic arterial pressure (SAP) were analyzed with the RM signal via a traditional non-causal approach, such as squared coherence function, and via a causal model-based transfer entropy (TE) approach. Cardiorespiratory coupling was quantified via the HP-RM squared coherence at the respiratory rate (K2HP–RM), the unconditioned TE from RM to HP (TERM→HP) and the TE from RM to HP conditioned on SAP (TERM→HP| SAP). In PRE condition we found that STAND led to a decrease of TERM→HP| SAP. After SHAM and CIP training this tendency was confirmed, while MIP60 inverted it by empowering cardiorespiratory coupling. This behavior was observed in presence of unvaried SAP mean and with usual responses of the baroreflex control and HP mean to STAND. TERM→HP and K2HP–RM were not able to detect the post-training increase of cardiorespiratory coupling strength during STAND, thus suggesting that conditioning out SAP is important for the assessment of cardiorespiratory interactions. Since the usual response of HP mean, SAP mean and baroreflex sensitivity to postural stressor were observed after MIP60 training, we conclude that the post-training increase of cardiorespiratory coupling during STAND in MIP60 group might be the genuine effect of some rearrangements at the level of central respiratory network and its interactions with sympathetic drive and vagal activity.https://www.frontiersin.org/article/10.3389/fphys.2020.00134/fullmultivariate linear regression modelsport medicinebreathing exerciseheart rate variabilitycomplexityautonomic nervous system
collection DOAJ
language English
format Article
sources DOAJ
author Raphael Martins de Abreu
Aparecida Maria Catai
Beatrice Cairo
Patricia Rehder-Santos
Claudio Donisete da Silva
Étore De Favari Signini
Camila Akemi Sakaguchi
Alberto Porta
Alberto Porta
spellingShingle Raphael Martins de Abreu
Aparecida Maria Catai
Beatrice Cairo
Patricia Rehder-Santos
Claudio Donisete da Silva
Étore De Favari Signini
Camila Akemi Sakaguchi
Alberto Porta
Alberto Porta
A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists
Frontiers in Physiology
multivariate linear regression model
sport medicine
breathing exercise
heart rate variability
complexity
autonomic nervous system
author_facet Raphael Martins de Abreu
Aparecida Maria Catai
Beatrice Cairo
Patricia Rehder-Santos
Claudio Donisete da Silva
Étore De Favari Signini
Camila Akemi Sakaguchi
Alberto Porta
Alberto Porta
author_sort Raphael Martins de Abreu
title A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists
title_short A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists
title_full A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists
title_fullStr A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists
title_full_unstemmed A Transfer Entropy Approach for the Assessment of the Impact of Inspiratory Muscle Training on the Cardiorespiratory Coupling of Amateur Cyclists
title_sort transfer entropy approach for the assessment of the impact of inspiratory muscle training on the cardiorespiratory coupling of amateur cyclists
publisher Frontiers Media S.A.
series Frontiers in Physiology
issn 1664-042X
publishDate 2020-02-01
description The strength of cardiorespiratory interactions diminishes with age. Physical exercise can reduce the rate of this trend. Inspiratory muscle training (IMT) is a technique capable of improving cardiorespiratory interactions. This study evaluates the effect of IMT on cardiorespiratory coupling in amateur cyclists. Thirty male young healthy cyclists underwent a sham IMT of very low intensity (SHAM, n = 9), an IMT of moderate intensity at 60% of the maximal inspiratory pressure (MIP60, n = 10) and an IMT of high intensity at the critical inspiratory pressure (CIP, n = 11). Electrocardiogram, non-invasive arterial pressure, and thoracic respiratory movement (RM) were recorded before (PRE) and after (POST) training at rest in supine position (REST) and during active standing (STAND). The beat-to-beat series of heart period (HP) and systolic arterial pressure (SAP) were analyzed with the RM signal via a traditional non-causal approach, such as squared coherence function, and via a causal model-based transfer entropy (TE) approach. Cardiorespiratory coupling was quantified via the HP-RM squared coherence at the respiratory rate (K2HP–RM), the unconditioned TE from RM to HP (TERM→HP) and the TE from RM to HP conditioned on SAP (TERM→HP| SAP). In PRE condition we found that STAND led to a decrease of TERM→HP| SAP. After SHAM and CIP training this tendency was confirmed, while MIP60 inverted it by empowering cardiorespiratory coupling. This behavior was observed in presence of unvaried SAP mean and with usual responses of the baroreflex control and HP mean to STAND. TERM→HP and K2HP–RM were not able to detect the post-training increase of cardiorespiratory coupling strength during STAND, thus suggesting that conditioning out SAP is important for the assessment of cardiorespiratory interactions. Since the usual response of HP mean, SAP mean and baroreflex sensitivity to postural stressor were observed after MIP60 training, we conclude that the post-training increase of cardiorespiratory coupling during STAND in MIP60 group might be the genuine effect of some rearrangements at the level of central respiratory network and its interactions with sympathetic drive and vagal activity.
topic multivariate linear regression model
sport medicine
breathing exercise
heart rate variability
complexity
autonomic nervous system
url https://www.frontiersin.org/article/10.3389/fphys.2020.00134/full
work_keys_str_mv AT raphaelmartinsdeabreu atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT aparecidamariacatai atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT beatricecairo atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT patriciarehdersantos atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT claudiodonisetedasilva atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT etoredefavarisignini atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT camilaakemisakaguchi atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT albertoporta atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT albertoporta atransferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT raphaelmartinsdeabreu transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT aparecidamariacatai transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT beatricecairo transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT patriciarehdersantos transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT claudiodonisetedasilva transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT etoredefavarisignini transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT camilaakemisakaguchi transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT albertoporta transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
AT albertoporta transferentropyapproachfortheassessmentoftheimpactofinspiratorymuscletrainingonthecardiorespiratorycouplingofamateurcyclists
_version_ 1725898503920549888