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A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG

Cardiorespiratory monitoring is crucial for the diagnosis and management of multiple conditions such as stress and sleep disorders. Therefore, the development of ambulatory systems providing continuous, comfortable, and inexpensive means for monitoring represents an important research topic. Several...

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Autores principales: Varon, Carolina, Morales, John, Lázaro, Jesús, Orini, Michele, Deviaene, Margot, Kontaxis, Spyridon, Testelmans, Dries, Buyse, Bertien, Borzée, Pascal, Sörnmo, Leif, Laguna, Pablo, Gil, Eduardo, Bailón, Raquel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7109157/
https://www.ncbi.nlm.nih.gov/pubmed/32235865
http://dx.doi.org/10.1038/s41598-020-62624-5
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author Varon, Carolina
Morales, John
Lázaro, Jesús
Orini, Michele
Deviaene, Margot
Kontaxis, Spyridon
Testelmans, Dries
Buyse, Bertien
Borzée, Pascal
Sörnmo, Leif
Laguna, Pablo
Gil, Eduardo
Bailón, Raquel
author_facet Varon, Carolina
Morales, John
Lázaro, Jesús
Orini, Michele
Deviaene, Margot
Kontaxis, Spyridon
Testelmans, Dries
Buyse, Bertien
Borzée, Pascal
Sörnmo, Leif
Laguna, Pablo
Gil, Eduardo
Bailón, Raquel
author_sort Varon, Carolina
collection PubMed
description Cardiorespiratory monitoring is crucial for the diagnosis and management of multiple conditions such as stress and sleep disorders. Therefore, the development of ambulatory systems providing continuous, comfortable, and inexpensive means for monitoring represents an important research topic. Several techniques have been proposed in the literature to derive respiratory information from the ECG signal. Ten methods to compute single-lead ECG-derived respiration (EDR) were compared under multiple conditions, including different recording systems, baseline wander, normal and abnormal breathing patterns, changes in breathing rate, noise, and artifacts. Respiratory rates, wave morphology, and cardiorespiratory information were derived from the ECG and compared to those extracted from a reference respiratory signal. Three datasets were considered for analysis, involving a total 59 482 one-min, single-lead ECG segments recorded from 156 subjects. The results indicate that the methods based on QRS slopes outperform the other methods. This result is particularly interesting since simplicity is crucial for the development of ECG-based ambulatory systems.
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spelling pubmed-71091572020-04-06 A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG Varon, Carolina Morales, John Lázaro, Jesús Orini, Michele Deviaene, Margot Kontaxis, Spyridon Testelmans, Dries Buyse, Bertien Borzée, Pascal Sörnmo, Leif Laguna, Pablo Gil, Eduardo Bailón, Raquel Sci Rep Article Cardiorespiratory monitoring is crucial for the diagnosis and management of multiple conditions such as stress and sleep disorders. Therefore, the development of ambulatory systems providing continuous, comfortable, and inexpensive means for monitoring represents an important research topic. Several techniques have been proposed in the literature to derive respiratory information from the ECG signal. Ten methods to compute single-lead ECG-derived respiration (EDR) were compared under multiple conditions, including different recording systems, baseline wander, normal and abnormal breathing patterns, changes in breathing rate, noise, and artifacts. Respiratory rates, wave morphology, and cardiorespiratory information were derived from the ECG and compared to those extracted from a reference respiratory signal. Three datasets were considered for analysis, involving a total 59 482 one-min, single-lead ECG segments recorded from 156 subjects. The results indicate that the methods based on QRS slopes outperform the other methods. This result is particularly interesting since simplicity is crucial for the development of ECG-based ambulatory systems. Nature Publishing Group UK 2020-03-31 /pmc/articles/PMC7109157/ /pubmed/32235865 http://dx.doi.org/10.1038/s41598-020-62624-5 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Varon, Carolina
Morales, John
Lázaro, Jesús
Orini, Michele
Deviaene, Margot
Kontaxis, Spyridon
Testelmans, Dries
Buyse, Bertien
Borzée, Pascal
Sörnmo, Leif
Laguna, Pablo
Gil, Eduardo
Bailón, Raquel
A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG
title A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG
title_full A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG
title_fullStr A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG
title_full_unstemmed A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG
title_short A Comparative Study of ECG-derived Respiration in Ambulatory Monitoring using the Single-lead ECG
title_sort comparative study of ecg-derived respiration in ambulatory monitoring using the single-lead ecg
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7109157/
https://www.ncbi.nlm.nih.gov/pubmed/32235865
http://dx.doi.org/10.1038/s41598-020-62624-5
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