Cargando…
Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy
The properties of cardio-respiratory coupling (CRC) are affected by various pathological conditions related to the cardiovascular and/or respiratory systems. In heart failure, one of the most common cardiac pathological conditions, the degree of CRC changes primarily depend on the type of heart-rhyt...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10378632/ https://www.ncbi.nlm.nih.gov/pubmed/37510019 http://dx.doi.org/10.3390/e25071072 |
_version_ | 1785079816523874304 |
---|---|
author | Platiša, Mirjana M. Radovanović, Nikola N. Pernice, Riccardo Barà, Chiara Pavlović, Siniša U. Faes, Luca |
author_facet | Platiša, Mirjana M. Radovanović, Nikola N. Pernice, Riccardo Barà, Chiara Pavlović, Siniša U. Faes, Luca |
author_sort | Platiša, Mirjana M. |
collection | PubMed |
description | The properties of cardio-respiratory coupling (CRC) are affected by various pathological conditions related to the cardiovascular and/or respiratory systems. In heart failure, one of the most common cardiac pathological conditions, the degree of CRC changes primarily depend on the type of heart-rhythm alterations. In this work, we investigated CRC in heart-failure patients, applying measures from information theory, i.e., Granger Causality (GC), Transfer Entropy (TE) and Cross Entropy (CE), to quantify the directed coupling and causality between cardiac (RR interval) and respiratory (Resp) time series. Patients were divided into three groups depending on their heart rhythm (sinus rhythm and presence of low/high number of ventricular extrasystoles) and were studied also after cardiac resynchronization therapy (CRT), distinguishing responders and non-responders to the therapy. The information-theoretic analysis of bidirectional cardio-respiratory interactions in HF patients revealed the strong effect of nonlinear components in the RR (high number of ventricular extrasystoles) and in the Resp time series (respiratory sinus arrhythmia) as well as in their causal interactions. We showed that GC as a linear model measure is not sensitive to both nonlinear components and only model free measures as TE and CE may quantify them. CRT responders mainly exhibit unchanged asymmetry in the TE values, with statistically significant dominance of the information flow from Resp to RR over the opposite flow from RR to Resp, before and after CRT. In non-responders this asymmetry was statistically significant only after CRT. Our results indicate that the success of CRT is related to corresponding information transfer between the cardiac and respiratory signal quantified at baseline measurements, which could contribute to a better selection of patients for this type of therapy. |
format | Online Article Text |
id | pubmed-10378632 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-103786322023-07-29 Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy Platiša, Mirjana M. Radovanović, Nikola N. Pernice, Riccardo Barà, Chiara Pavlović, Siniša U. Faes, Luca Entropy (Basel) Article The properties of cardio-respiratory coupling (CRC) are affected by various pathological conditions related to the cardiovascular and/or respiratory systems. In heart failure, one of the most common cardiac pathological conditions, the degree of CRC changes primarily depend on the type of heart-rhythm alterations. In this work, we investigated CRC in heart-failure patients, applying measures from information theory, i.e., Granger Causality (GC), Transfer Entropy (TE) and Cross Entropy (CE), to quantify the directed coupling and causality between cardiac (RR interval) and respiratory (Resp) time series. Patients were divided into three groups depending on their heart rhythm (sinus rhythm and presence of low/high number of ventricular extrasystoles) and were studied also after cardiac resynchronization therapy (CRT), distinguishing responders and non-responders to the therapy. The information-theoretic analysis of bidirectional cardio-respiratory interactions in HF patients revealed the strong effect of nonlinear components in the RR (high number of ventricular extrasystoles) and in the Resp time series (respiratory sinus arrhythmia) as well as in their causal interactions. We showed that GC as a linear model measure is not sensitive to both nonlinear components and only model free measures as TE and CE may quantify them. CRT responders mainly exhibit unchanged asymmetry in the TE values, with statistically significant dominance of the information flow from Resp to RR over the opposite flow from RR to Resp, before and after CRT. In non-responders this asymmetry was statistically significant only after CRT. Our results indicate that the success of CRT is related to corresponding information transfer between the cardiac and respiratory signal quantified at baseline measurements, which could contribute to a better selection of patients for this type of therapy. MDPI 2023-07-17 /pmc/articles/PMC10378632/ /pubmed/37510019 http://dx.doi.org/10.3390/e25071072 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Platiša, Mirjana M. Radovanović, Nikola N. Pernice, Riccardo Barà, Chiara Pavlović, Siniša U. Faes, Luca Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy |
title | Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy |
title_full | Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy |
title_fullStr | Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy |
title_full_unstemmed | Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy |
title_short | Information-Theoretic Analysis of Cardio-Respiratory Interactions in Heart Failure Patients: Effects of Arrhythmias and Cardiac Resynchronization Therapy |
title_sort | information-theoretic analysis of cardio-respiratory interactions in heart failure patients: effects of arrhythmias and cardiac resynchronization therapy |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10378632/ https://www.ncbi.nlm.nih.gov/pubmed/37510019 http://dx.doi.org/10.3390/e25071072 |
work_keys_str_mv | AT platisamirjanam informationtheoreticanalysisofcardiorespiratoryinteractionsinheartfailurepatientseffectsofarrhythmiasandcardiacresynchronizationtherapy AT radovanovicnikolan informationtheoreticanalysisofcardiorespiratoryinteractionsinheartfailurepatientseffectsofarrhythmiasandcardiacresynchronizationtherapy AT pernicericcardo informationtheoreticanalysisofcardiorespiratoryinteractionsinheartfailurepatientseffectsofarrhythmiasandcardiacresynchronizationtherapy AT barachiara informationtheoreticanalysisofcardiorespiratoryinteractionsinheartfailurepatientseffectsofarrhythmiasandcardiacresynchronizationtherapy AT pavlovicsinisau informationtheoreticanalysisofcardiorespiratoryinteractionsinheartfailurepatientseffectsofarrhythmiasandcardiacresynchronizationtherapy AT faesluca informationtheoreticanalysisofcardiorespiratoryinteractionsinheartfailurepatientseffectsofarrhythmiasandcardiacresynchronizationtherapy |