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Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations
BACKGROUND: The electronic nose (e-nose) detects volatile organic compounds (VOCs) in exhaled air. We hypothesized that the exhaled VOCs print is different in stable vs. exacerbated patients with chronic obstructive pulmonary disease (COPD), particularly if the latter is associated with airway bacte...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4564204/ https://www.ncbi.nlm.nih.gov/pubmed/26353114 http://dx.doi.org/10.1371/journal.pone.0135199 |
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author | Shafiek, Hanaa Fiorentino, Federico Merino, Jose Luis López, Carla Oliver, Antonio Segura, Jaume de Paul, Ivan Sibila, Oriol Agustí, Alvar Cosío, Borja G |
author_facet | Shafiek, Hanaa Fiorentino, Federico Merino, Jose Luis López, Carla Oliver, Antonio Segura, Jaume de Paul, Ivan Sibila, Oriol Agustí, Alvar Cosío, Borja G |
author_sort | Shafiek, Hanaa |
collection | PubMed |
description | BACKGROUND: The electronic nose (e-nose) detects volatile organic compounds (VOCs) in exhaled air. We hypothesized that the exhaled VOCs print is different in stable vs. exacerbated patients with chronic obstructive pulmonary disease (COPD), particularly if the latter is associated with airway bacterial infection, and that the e-nose can distinguish them. METHODS: Smell-prints of the bacteria most commonly involved in exacerbations of COPD (ECOPD) were identified in vitro. Subsequently, we tested our hypothesis in 93 patients with ECOPD, 19 of them with pneumonia, 50 with stable COPD and 30 healthy controls in a cross-sectional case-controlled study. Secondly, ECOPD patients were re-studied after 2 months if clinically stable. Exhaled air was collected within a Tedlar bag and processed by a Cynarose 320 e-nose. Breath-prints were analyzed by Linear Discriminant Analysis (LDA) with “One Out” technique and Sensor logic Relations (SLR). Sputum samples were collected for culture. RESULTS: ECOPD with evidence of infection were significantly distinguishable from non-infected ECOPD (p = 0.018), with better accuracy when ECOPD was associated to pneumonia. The same patients with ECOPD were significantly distinguishable from stable COPD during follow-up (p = 0.018), unless the patient was colonized. Additionally, breath-prints from COPD patients were significantly distinguished from healthy controls. Various bacteria species were identified in culture but the e-nose was unable to identify accurately the bacteria smell-print in infected patients. CONCLUSION: E-nose can identify ECOPD, especially if associated with airway bacterial infection or pneumonia. |
format | Online Article Text |
id | pubmed-4564204 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-45642042015-09-17 Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations Shafiek, Hanaa Fiorentino, Federico Merino, Jose Luis López, Carla Oliver, Antonio Segura, Jaume de Paul, Ivan Sibila, Oriol Agustí, Alvar Cosío, Borja G PLoS One Research Article BACKGROUND: The electronic nose (e-nose) detects volatile organic compounds (VOCs) in exhaled air. We hypothesized that the exhaled VOCs print is different in stable vs. exacerbated patients with chronic obstructive pulmonary disease (COPD), particularly if the latter is associated with airway bacterial infection, and that the e-nose can distinguish them. METHODS: Smell-prints of the bacteria most commonly involved in exacerbations of COPD (ECOPD) were identified in vitro. Subsequently, we tested our hypothesis in 93 patients with ECOPD, 19 of them with pneumonia, 50 with stable COPD and 30 healthy controls in a cross-sectional case-controlled study. Secondly, ECOPD patients were re-studied after 2 months if clinically stable. Exhaled air was collected within a Tedlar bag and processed by a Cynarose 320 e-nose. Breath-prints were analyzed by Linear Discriminant Analysis (LDA) with “One Out” technique and Sensor logic Relations (SLR). Sputum samples were collected for culture. RESULTS: ECOPD with evidence of infection were significantly distinguishable from non-infected ECOPD (p = 0.018), with better accuracy when ECOPD was associated to pneumonia. The same patients with ECOPD were significantly distinguishable from stable COPD during follow-up (p = 0.018), unless the patient was colonized. Additionally, breath-prints from COPD patients were significantly distinguished from healthy controls. Various bacteria species were identified in culture but the e-nose was unable to identify accurately the bacteria smell-print in infected patients. CONCLUSION: E-nose can identify ECOPD, especially if associated with airway bacterial infection or pneumonia. Public Library of Science 2015-09-09 /pmc/articles/PMC4564204/ /pubmed/26353114 http://dx.doi.org/10.1371/journal.pone.0135199 Text en © 2015 Shafiek 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Shafiek, Hanaa Fiorentino, Federico Merino, Jose Luis López, Carla Oliver, Antonio Segura, Jaume de Paul, Ivan Sibila, Oriol Agustí, Alvar Cosío, Borja G Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations |
title | Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations |
title_full | Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations |
title_fullStr | Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations |
title_full_unstemmed | Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations |
title_short | Using the Electronic Nose to Identify Airway Infection during COPD Exacerbations |
title_sort | using the electronic nose to identify airway infection during copd exacerbations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4564204/ https://www.ncbi.nlm.nih.gov/pubmed/26353114 http://dx.doi.org/10.1371/journal.pone.0135199 |
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