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Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks
INTRODUCTION: Objective markers for asthma, that can be measured without extra patient effort, could mitigate current shortcomings in asthma monitoring. We investigated whether smartphone-recorded nocturnal cough and sleep quality can be utilized for the detection of periods with uncontrolled asthma...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Dove
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7754262/ https://www.ncbi.nlm.nih.gov/pubmed/33363391 http://dx.doi.org/10.2147/JAA.S278155 |
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author | Tinschert, Peter Rassouli, Frank Barata, Filipe Steurer-Stey, Claudia Fleisch, Elgar Puhan, Milo Alan Kowatsch, Tobias Brutsche, Martin Hugo |
author_facet | Tinschert, Peter Rassouli, Frank Barata, Filipe Steurer-Stey, Claudia Fleisch, Elgar Puhan, Milo Alan Kowatsch, Tobias Brutsche, Martin Hugo |
author_sort | Tinschert, Peter |
collection | PubMed |
description | INTRODUCTION: Objective markers for asthma, that can be measured without extra patient effort, could mitigate current shortcomings in asthma monitoring. We investigated whether smartphone-recorded nocturnal cough and sleep quality can be utilized for the detection of periods with uncontrolled asthma or meaningful changes in asthma control and for the prediction of asthma attacks. METHODS: We analyzed questionnaire and sensor data of 79 adults with asthma. Data were collected in situ for 29 days by means of a smartphone. Sleep quality and nocturnal cough frequencies were measured every night with the Pittsburgh Sleep Quality Index and by manually annotating coughs from smartphone audio recordings. Primary endpoint was asthma control assessed with a weekly version of the Asthma Control Test. Secondary endpoint was self-reported asthma attacks. RESULTS: Mixed-effects regression analyses showed that nocturnal cough and sleep quality were statistically significantly associated with asthma control on a between- and within-patient level (p < 0.05). Decision trees indicated that sleep quality was more useful for detecting weeks with uncontrolled asthma (balanced accuracy (BAC) 68% vs 61%; Δ sensitivity −12%; Δ specificity −2%), while nocturnal cough better detected weeks with asthma control deteriorations (BAC 71% vs 56%; Δ sensitivity 3%; Δ specificity −34%). Cut-offs using both markers predicted asthma attacks up to five days ahead with BACs between 70% and 75% (sensitivities 75 - 88% and specificities 57 - 72%). CONCLUSION: Nocturnal cough and sleep quality have useful properties as markers for asthma control and seem to have prognostic value for the early detection of asthma attacks. Due to the limited study duration per patient and the pragmatic nature of the study, future research is needed to comprehensively evaluate and externally validate the performance of both biomarkers and their utility for asthma self-management. |
format | Online Article Text |
id | pubmed-7754262 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-77542622020-12-23 Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks Tinschert, Peter Rassouli, Frank Barata, Filipe Steurer-Stey, Claudia Fleisch, Elgar Puhan, Milo Alan Kowatsch, Tobias Brutsche, Martin Hugo J Asthma Allergy Original Research INTRODUCTION: Objective markers for asthma, that can be measured without extra patient effort, could mitigate current shortcomings in asthma monitoring. We investigated whether smartphone-recorded nocturnal cough and sleep quality can be utilized for the detection of periods with uncontrolled asthma or meaningful changes in asthma control and for the prediction of asthma attacks. METHODS: We analyzed questionnaire and sensor data of 79 adults with asthma. Data were collected in situ for 29 days by means of a smartphone. Sleep quality and nocturnal cough frequencies were measured every night with the Pittsburgh Sleep Quality Index and by manually annotating coughs from smartphone audio recordings. Primary endpoint was asthma control assessed with a weekly version of the Asthma Control Test. Secondary endpoint was self-reported asthma attacks. RESULTS: Mixed-effects regression analyses showed that nocturnal cough and sleep quality were statistically significantly associated with asthma control on a between- and within-patient level (p < 0.05). Decision trees indicated that sleep quality was more useful for detecting weeks with uncontrolled asthma (balanced accuracy (BAC) 68% vs 61%; Δ sensitivity −12%; Δ specificity −2%), while nocturnal cough better detected weeks with asthma control deteriorations (BAC 71% vs 56%; Δ sensitivity 3%; Δ specificity −34%). Cut-offs using both markers predicted asthma attacks up to five days ahead with BACs between 70% and 75% (sensitivities 75 - 88% and specificities 57 - 72%). CONCLUSION: Nocturnal cough and sleep quality have useful properties as markers for asthma control and seem to have prognostic value for the early detection of asthma attacks. Due to the limited study duration per patient and the pragmatic nature of the study, future research is needed to comprehensively evaluate and externally validate the performance of both biomarkers and their utility for asthma self-management. Dove 2020-12-14 /pmc/articles/PMC7754262/ /pubmed/33363391 http://dx.doi.org/10.2147/JAA.S278155 Text en © 2020 Tinschert et al. http://creativecommons.org/licenses/by-nc/3.0/ This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Tinschert, Peter Rassouli, Frank Barata, Filipe Steurer-Stey, Claudia Fleisch, Elgar Puhan, Milo Alan Kowatsch, Tobias Brutsche, Martin Hugo Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks |
title | Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks |
title_full | Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks |
title_fullStr | Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks |
title_full_unstemmed | Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks |
title_short | Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks |
title_sort | nocturnal cough and sleep quality to assess asthma control and predict attacks |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7754262/ https://www.ncbi.nlm.nih.gov/pubmed/33363391 http://dx.doi.org/10.2147/JAA.S278155 |
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