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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Main Authors: Manuel Lozano-García, José Antonio Fiz, Carlos Martínez-Rivera, Aurora Torrents, Juan Ruiz-Manzano, Raimon Jané
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2017-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC5298277?pdf=render
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spelling doaj-1ad3038213c94f78adf1777c42946a0f2020-11-24T22:20:04ZengPublic Library of Science (PLoS)PLoS ONE1932-62032017-01-01122e017145510.1371/journal.pone.0171455Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response.Manuel Lozano-GarcíaJosé Antonio FizCarlos Martínez-RiveraAurora TorrentsJuan Ruiz-ManzanoRaimon JanéBACKGROUND: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.http://europepmc.org/articles/PMC5298277?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Manuel Lozano-García
José Antonio Fiz
Carlos Martínez-Rivera
Aurora Torrents
Juan Ruiz-Manzano
Raimon Jané
spellingShingle Manuel Lozano-García
José Antonio Fiz
Carlos Martínez-Rivera
Aurora Torrents
Juan Ruiz-Manzano
Raimon Jané
Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response.
PLoS ONE
author_facet Manuel Lozano-García
José Antonio Fiz
Carlos Martínez-Rivera
Aurora Torrents
Juan Ruiz-Manzano
Raimon Jané
author_sort Manuel Lozano-García
title 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_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_sort novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2017-01-01
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.
url http://europepmc.org/articles/PMC5298277?pdf=render
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