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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...

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Autores principales: Tinschert, Peter, Rassouli, Frank, Barata, Filipe, Steurer-Stey, Claudia, Fleisch, Elgar, Puhan, Milo Alan, Kowatsch, Tobias, Brutsche, Martin Hugo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove 2020
Materias:
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.
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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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