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A New Wearable System for Home Sleep Apnea Testing, Screening, and Classification
Alessandro Manoni1, Federico Loreti1, Valeria Radicioni2
1Department of Information Engineering, Electronics and Telecommunications, Sapienza University of Rome, 00184 Rome, Italy.
Sensors (Basel, Switzerland)
|December 11, 2020
Summary
This study introduces a wearable, wireless device for at-home screening of sleep-related breathing disorders. The system accurately detects apnea episodes, distinguishing between central and obstructive types, improving diagnosis accessibility.
Area of Science:
- Biomedical Engineering
- Sleep Medicine
- Wearable Technology
Background:
- Sleep-related breathing disorders, including central and obstructive apnea, significantly impact daily life.
- Current diagnosis via polysomnography is invasive, time-consuming, and often inaccessible.
- High night-to-night variability and sleep disruption limit the effectiveness of traditional diagnostic methods.
Purpose of the Study:
- To develop and evaluate an unobtrusive, wearable, wireless system for domestic pre-screening and follow-up of sleep-related breathing disorders.
- To enable accurate detection and differentiation of apnea types in a home environment.
- To overcome the limitations of polysomnography for widespread patient diagnosis and monitoring.
Main Methods:
- Integration of photoplethysmography, accelerometer, microcontroller, and Bluetooth transmission in a nasal septum-worn device.
- Continuous overnight data acquisition and off-line processing on a PC.
- Detection of apnea episodes via photoplethysmography signal modulation and classification of apnea type using accelerometer-based thoraco-abdominal movement analysis.
Main Results:
- The system achieved approximately 90% sensitivity and precision in detecting over 500 apnea episodes.
- Successful classification of thoraco-abdominal movements and body position in control subjects.
- Demonstrated potential for accurate apnea type classification, differentiating obstructive from central events.
Conclusions:
- The developed wearable system shows high accuracy in detecting and differentiating apnea episodes.
- This technology offers a promising, accessible alternative for the pre-screening and follow-up of sleep-related breathing disorders in domestic settings.
- The findings pave the way for improved patient management and diagnosis of sleep apnea.
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