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Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response

BACKGROUND: A thorough analysis of continuous adventitious sounds (CAS) can provide distinct and complementary information about bronchodilator response (BDR), beyond that provided by spirometry. Nevertheless, previous approaches to CAS analysis were limited by certain methodology issues. The aim of...

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Autores principales: Lozano-García, Manuel, Fiz, José Antonio, Martínez-Rivera, Carlos, Torrents, Aurora, Ruiz-Manzano, Juan, Jané, Raimon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298277/
https://www.ncbi.nlm.nih.gov/pubmed/28178317
http://dx.doi.org/10.1371/journal.pone.0171455
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author Lozano-García, Manuel
Fiz, José Antonio
Martínez-Rivera, Carlos
Torrents, Aurora
Ruiz-Manzano, Juan
Jané, Raimon
author_facet Lozano-García, Manuel
Fiz, José Antonio
Martínez-Rivera, Carlos
Torrents, Aurora
Ruiz-Manzano, Juan
Jané, Raimon
author_sort Lozano-García, Manuel
collection PubMed
description BACKGROUND: A thorough analysis of continuous adventitious sounds (CAS) can provide distinct and complementary information about bronchodilator response (BDR), beyond that provided by spirometry. Nevertheless, previous approaches to CAS analysis were limited by certain methodology issues. The aim of this study is to propose a new integrated approach to CAS analysis that contributes to improving the assessment of BDR in clinical practice for asthma patients. METHODS: Respiratory sounds and flow were recorded in 25 subjects, including 7 asthma patients with positive BDR (BDR+), assessed by spirometry, 13 asthma patients with negative BDR (BDR-), and 5 controls. A total of 5149 acoustic components were characterized using the Hilbert spectrum, and used to train and validate a support vector machine classifier, which distinguished acoustic components corresponding to CAS from those corresponding to other sounds. Once the method was validated, BDR was assessed in all participants by CAS analysis, and compared to BDR assessed by spirometry. RESULTS: BDR+ patients had a homogenous high change in the number of CAS after bronchodilation, which agreed with the positive BDR by spirometry, indicating high reversibility of airway obstruction. Nevertheless, we also found an appreciable change in the number of CAS in many BDR- patients, revealing alterations in airway obstruction that were not detected by spirometry. We propose a categorization for the change in the number of CAS, which allowed us to stratify BDR- patients into three consistent groups. From the 13 BDR- patients, 6 had a high response, similar to BDR+ patients, 4 had a noteworthy medium response, and 1 had a low response. CONCLUSIONS: In this study, a new non-invasive and integrated approach to CAS analysis is proposed as a high-sensitive tool for assessing BDR in terms of acoustic parameters which, together with spirometry parameters, contribute to improving the stratification of BDR levels in patients with obstructive pulmonary diseases.
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spelling pubmed-52982772017-02-17 Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response Lozano-García, Manuel Fiz, José Antonio Martínez-Rivera, Carlos Torrents, Aurora Ruiz-Manzano, Juan Jané, Raimon PLoS One Research Article BACKGROUND: A thorough analysis of continuous adventitious sounds (CAS) can provide distinct and complementary information about bronchodilator response (BDR), beyond that provided by spirometry. Nevertheless, previous approaches to CAS analysis were limited by certain methodology issues. The aim of this study is to propose a new integrated approach to CAS analysis that contributes to improving the assessment of BDR in clinical practice for asthma patients. METHODS: Respiratory sounds and flow were recorded in 25 subjects, including 7 asthma patients with positive BDR (BDR+), assessed by spirometry, 13 asthma patients with negative BDR (BDR-), and 5 controls. A total of 5149 acoustic components were characterized using the Hilbert spectrum, and used to train and validate a support vector machine classifier, which distinguished acoustic components corresponding to CAS from those corresponding to other sounds. Once the method was validated, BDR was assessed in all participants by CAS analysis, and compared to BDR assessed by spirometry. RESULTS: BDR+ patients had a homogenous high change in the number of CAS after bronchodilation, which agreed with the positive BDR by spirometry, indicating high reversibility of airway obstruction. Nevertheless, we also found an appreciable change in the number of CAS in many BDR- patients, revealing alterations in airway obstruction that were not detected by spirometry. We propose a categorization for the change in the number of CAS, which allowed us to stratify BDR- patients into three consistent groups. From the 13 BDR- patients, 6 had a high response, similar to BDR+ patients, 4 had a noteworthy medium response, and 1 had a low response. CONCLUSIONS: In this study, a new non-invasive and integrated approach to CAS analysis is proposed as a high-sensitive tool for assessing BDR in terms of acoustic parameters which, together with spirometry parameters, contribute to improving the stratification of BDR levels in patients with obstructive pulmonary diseases. Public Library of Science 2017-02-08 /pmc/articles/PMC5298277/ /pubmed/28178317 http://dx.doi.org/10.1371/journal.pone.0171455 Text en © 2017 Lozano-García et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Lozano-García, Manuel
Fiz, José Antonio
Martínez-Rivera, Carlos
Torrents, Aurora
Ruiz-Manzano, Juan
Jané, Raimon
Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
title Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
title_full Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
title_fullStr Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
title_full_unstemmed Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
title_short Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
title_sort novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5298277/
https://www.ncbi.nlm.nih.gov/pubmed/28178317
http://dx.doi.org/10.1371/journal.pone.0171455
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