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dc.contributor.author
Tinschert, Peter
dc.contributor.author
Rassouli, Frank
dc.contributor.author
Barata, Filipe
dc.contributor.author
Steurer-Stey, Claudia
dc.contributor.author
Fleisch, Elgar
dc.contributor.author
Puhan, Milo A.
dc.contributor.author
Kowatsch, Tobias
dc.contributor.author
Brutsche, Martin
dc.date.accessioned
2020-12-15T10:33:03Z
dc.date.available
2020-11-04T08:39:11Z
dc.date.available
2020-11-12T08:39:00Z
dc.date.available
2020-12-15T09:54:23Z
dc.date.available
2020-12-15T10:31:26Z
dc.date.available
2020-12-15T10:33:03Z
dc.date.issued
2020-12-14
dc.identifier.issn
1178-6965
dc.identifier.other
10.2147/JAA.S278155
en_US
dc.identifier.uri
http://hdl.handle.net/20.500.11850/449616
dc.identifier.doi
10.3929/ethz-b-000449616
dc.description.abstract
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 were 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 < .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.
en_US
dc.format
application/pdf
en_US
dc.language.iso
en
en_US
dc.publisher
Dove Medical Press
en_US
dc.rights.uri
http://creativecommons.org/licenses/by-nc/3.0/
dc.subject
Asthma
en_US
dc.subject
Digital biomarker
en_US
dc.subject
Nocturnal cough
en_US
dc.subject
Sleep quality
en_US
dc.subject
Asthma control assessment
en_US
dc.subject
Asthma attack prediction
en_US
dc.title
Nocturnal cough and sleep quality to assess asthma control and predict attacks
en_US
dc.type
Journal Article
dc.rights.license
Creative Commons Attribution-NonCommercial 3.0 Unported
ethz.journal.title
Journal of Asthma and Allergy
ethz.journal.volume
13
en_US
ethz.pages.start
669
en_US
ethz.pages.end
678
en_US
ethz.size
10 p.
en_US
ethz.version.deposit
publishedVersion
en_US
ethz.identifier.wos
ethz.publication.place
Albany, Auckland
en_US
ethz.publication.status
published
en_US
ethz.leitzahl
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02120 - Dep. Management, Technologie und Ökon. / Dep. of Management, Technology, and Ec.::03681 - Fleisch, Elgar / Fleisch, Elgar
en_US
ethz.leitzahl.certified
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02120 - Dep. Management, Technologie und Ökon. / Dep. of Management, Technology, and Ec.::03681 - Fleisch, Elgar / Fleisch, Elgar
en_US
ethz.relation.isNewVersionOf
10.3929/ethz-b-000442961
ethz.date.deposited
2020-11-04T08:39:25Z
ethz.source
FORM
ethz.eth
yes
en_US
ethz.availability
Open access
en_US
ethz.rosetta.installDate
2020-12-15T10:31:56Z
ethz.rosetta.lastUpdated
2024-02-02T12:41:20Z
ethz.rosetta.versionExported
true
ethz.COinS
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