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dc.contributor.authorLozano, Manuel
dc.contributor.authorFiz Fernández, José Antonio
dc.contributor.authorMartínez Rivera, Carlos
dc.contributor.authorTorrents, Aurora
dc.contributor.authorRuiz Manzano, Juan
dc.contributor.authorJané Campos, Raimon
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial
dc.date.accessioned2017-03-24T11:27:11Z
dc.date.available2017-03-24T11:27:11Z
dc.date.issued2017-02-08
dc.identifier.citationLozano, M., Fiz, J., Martínez-Rivera, C., Torrents, A., Ruiz, J., Jane, R. Novel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response. "PLoS one", 8 Febrer 2017, vol. 12, núm. 2.
dc.identifier.issn1932-6203
dc.identifier.urihttp://hdl.handle.net/2117/102862
dc.description.abstractBackground 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.
dc.language.isoeng
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Enginyeria biomèdica::Electrònica biomèdica
dc.subject.lcshRespiratory organs -- Physiology
dc.subject.lcshSpirometry
dc.titleNovel approach to continuous adventitious respiratory sound analysis for the assessment of bronchodilator response
dc.typeArticle
dc.subject.lemacAparell respiratori -- Fisiologia
dc.subject.lemacEspirometria
dc.contributor.groupUniversitat Politècnica de Catalunya. BIOSPIN - Biomedical Signal Processing and Interpretation
dc.identifier.doi10.1371/journal.pone.0171455
dc.relation.publisherversionhttp://journals.plos.org/plosone/article?id=10.1371/journal.pone.0171455
dc.rights.accessOpen Access
local.identifier.drac19826005
dc.description.versionPostprint (published version)
local.citation.authorLozano, M.; Fiz, J.; Martínez-Rivera, C.; Torrents, A.; Ruiz, J.; Jane, R.
local.citation.publicationNamePLoS one
local.citation.volume12
local.citation.number2
dc.identifier.pmid28178317


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