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夜间咳嗽与睡眠质量用于评估哮喘控制情况及预测发作

Nocturnal Cough and Sleep Quality to Assess Asthma Control and Predict Attacks.

作者信息

Tinschert Peter, Rassouli Frank, Barata Filipe, Steurer-Stey Claudia, Fleisch Elgar, Puhan Milo Alan, Kowatsch Tobias, Brutsche Martin Hugo

机构信息

Center for Digital Health Interventions, Institute of Technology Management, University of St. Gallen, St. Gallen, Switzerland.

Lung Center, Cantonal Hospital St. Gallen, St. Gallen, Switzerland.

出版信息

J Asthma Allergy. 2020 Dec 14;13:669-678. doi: 10.2147/JAA.S278155. eCollection 2020.

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 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.

摘要

引言

无需患者额外努力即可测量的哮喘客观标志物,可弥补当前哮喘监测中的不足。我们研究了智能手机记录的夜间咳嗽和睡眠质量是否可用于检测哮喘控制不佳的时期或哮喘控制的有意义变化,以及预测哮喘发作。

方法

我们分析了79名成年哮喘患者的问卷和传感器数据。通过智能手机在原地收集数据29天。每晚使用匹兹堡睡眠质量指数并通过手动标注智能手机音频记录中的咳嗽来测量睡眠质量和夜间咳嗽频率。主要终点是用每周版哮喘控制测试评估的哮喘控制情况。次要终点是自我报告的哮喘发作。

结果

混合效应回归分析表明,夜间咳嗽和睡眠质量在患者间和患者内水平上与哮喘控制在统计学上显著相关(p < 0.05)。决策树表明,睡眠质量对于检测哮喘控制不佳的周数更有用(平衡准确率(BAC)68% 对 61%;灵敏度变化 -12%;特异性变化 -2%),而夜间咳嗽更能检测出哮喘控制恶化的周数(BAC 71% 对 56%;灵敏度变化 3%;特异性变化 -34%)。使用这两种标志物的临界值可提前多达五天预测哮喘发作,BAC在70%至75%之间(灵敏度75 - 88%,特异性57 - 72%)。

结论

夜间咳嗽和睡眠质量作为哮喘控制的标志物具有有用的特性,并且似乎对哮喘发作的早期检测具有预后价值。由于每位患者的研究持续时间有限且研究具有实用性,未来需要进行研究以全面评估并外部验证这两种生物标志物的性能及其在哮喘自我管理中的效用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c706/7754262/df32377ca051/JAA-13-669-g0001.jpg

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