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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5298277 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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