A system for portable sleep apnea diagnosis using an embedded data capturing module

被引:30
作者
Alshaer, Hisham [1 ,2 ,3 ]
Levchenko, Alexander [2 ]
Bradley, T. Douglas [1 ]
Pong, Steven [2 ]
Tseng, Wen-Hou [1 ,2 ]
Fernie, Geoff R. [4 ]
机构
[1] Univ Hlth Network, Toronto Rehabil Inst, Sleep & Upper Airway Team, Toronto, ON M5G 2A2, Canada
[2] Univ Hlth Network, Toronto Rehabil Inst, Technol Team, Toronto, ON M5G 2A2, Canada
[3] Univ Toronto, IBBME, Toronto, ON, Canada
[4] Univ Hlth Network, Toronto Rehabil Inst, Toronto, ON M5G 2A2, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Home diagnosis; Usability; Portable system; Embedded module; POSITIVE AIRWAY PRESSURE; HEART-FAILURE PATIENTS; NIGHTLY VARIABILITY; ASSOCIATION; MONITORS; MEN;
D O I
10.1007/s10877-013-9435-8
中图分类号
R614 [麻醉学];
学科分类号
100217 ;
摘要
Sleep apnea (SA) is a very common disease with serious health consequences, yet is very under-diagnosed, partially because of the high cost and limited accessibility of in-laboratory polysomnography (PSG). The purpose of this work is to introduce a newly developed portable system for the diagnosis of SA at home that is both reliable and easy to use. The system includes personal devices for recording breath sounds and airflow during sleep and diagnostic algorithms to process the recorded data. The data capturing device consists of a wearable face frame with an embedded electronic module featuring a unidirectional microphone, a differential microphone preamplifier, a microcontroller with an onboard differential analogue to digital converter, and a microSD memory card. The device provides continuous data capturing for 8 h. Upon completion of the recording session, the memory card is returned to a location for acoustic analysis. We recruited 49 subjects who used the device independently at home, after which each subject answered a usability questionnaire. Random data samples were selected to measure the signal-to-noise ratio (SNR) as a gauge of hardware functionality. A subset of 11 subjects used the device on 2 different nights and their results were compared to examine diagnostic reproducibility. Independent of those, system's performance was evaluated against PSG in the lab environment in 32 subject. The overall success rate of applying the device in un-attended settings was 94 % and the overall rating for ease-of-use was 'excellent'. Signal examination showed excellent capturing of breath sounds with an average SNR of 31.7 dB. Nine of the 11 (82 %) subjects had equivalent results on both nights, which is consistent with reported inter-night variability. The system showed 96 % correlation with simultaneously performed in-lab PSG. Conclusion: Our results suggest excellent usability and performance of this system and provide a strong rationale to further improve it and test its robustness in a larger study.
引用
收藏
页码:303 / 311
页数:9
相关论文
共 40 条
[1]   Portable monitors in the diagnosis of obstructive sleep apnea [J].
Ahmed, Murtuza ;
Patel, Nirav P. ;
Rosen, Ilene .
CHEST, 2007, 132 (05) :1672-1677
[2]  
Alshaer H, 2011, AM J RESP CRIT CARE, V183
[3]   Validation of an automated algorithm for detecting apneas and hypopneas by acoustic analysis of breath sounds [J].
Alshaer, Hisham ;
Fernie, Geoff R. ;
Maki, Ellen ;
Bradley, T. Douglas .
SLEEP MEDICINE, 2013, 14 (06) :562-571
[4]  
Alshaer H, 2011, INT CONF ACOUST SPEE, P681
[5]   Phase tracking of the breathing cycle in sleeping subjects by frequency analysis of acoustic data [J].
Alshaer, Hisham ;
Fernie, Geoffrey R. ;
Bradley, T. Douglas .
INTERNATIONAL JOURNAL OF HEALTHCARE TECHNOLOGY AND MANAGEMENT, 2010, 11 (03) :163-175
[6]   Adaptive Segmentation and Normalization of Breathing Acoustic Data of Subjects with Obstructive Sleep Apnea [J].
Alshaer, Hisham ;
Fernie, Geoff R. ;
Sejdic, Ervin ;
Bradley, T. Douglas .
IEEE TIC-STH 09: 2009 IEEE TORONTO INTERNATIONAL CONFERENCE: SCIENCE AND TECHNOLOGY FOR HUMANITY, 2009, :279-284
[7]   Association of sleep-disordered breathing and the occurrence of stroke [J].
Arzt, M ;
Young, T ;
Finn, L ;
Skatrud, JB ;
Bradley, TD .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2005, 172 (11) :1447-1451
[8]   FACTORS ASSOCIATED WITH NIGHTLY VARIABILITY IN SLEEP-DISORDERED BREATHING IN THE ELDERLY [J].
BLIWISE, DL ;
BENKERT, RE ;
INGHAM, RH .
CHEST, 1991, 100 (04) :973-976
[9]  
BONNET MH, 1992, SLEEP, V15, P526
[10]   Sleep apnea and heart failure - Part I: Obstructive sleep apnea [J].
Bradley, TD ;
Floras, JS .
CIRCULATION, 2003, 107 (12) :1671-1678