Related Experiment Video
Updated: Jan 12, 2026

07:40
Multi-Modal Home Sleep Monitoring in Older Adults
Published on: January 26, 2019
8.1K
Evaluation of Sleep Apnea in Stroke Patients Using a Portable Smartphone-Based System
Summary
Smartphone-based sleep monitoring can detect sleep apnea in stroke patients. This technology identifies higher apnea-hypopnea index (AHI) in stroke survivors, aiding early diagnosis and improving rehabilitation outcomes.
Area of Science:
- Neurology
- Biomedical Engineering
- Sleep Medicine
Background:
- Sleep apnea is frequently underdiagnosed in post-stroke patients, negatively impacting rehabilitation and recovery.
- Limited access to conventional sleep studies due to inconvenience hinders timely diagnosis.
- Smartphones offer a portable and accessible solution for sleep monitoring via built-in sensors.
Purpose of the Study:
- To detect and evaluate sleep apnea in post-stroke patients using a smartphone-based system.
- To extract multimodal digital biomarkers for characterizing sleep patterns in stroke survivors.
- To assess the feasibility of using smartphones for sleep apnea screening in this population.
Main Methods:
- Overnight sleep tests were conducted on 30 subacute stroke patients and 30 controls.
- A smartphone-based system recorded audio, accelerometer, and oximetry data.
- Custom algorithms analyzed signals to compute respiratory, oxygenation, and sleep position indices.
Main Results:
- Stroke patients exhibited a significantly higher apnea-hypopnea index (AHI) than controls (28 vs 14, p=0.006).
- 67% of stroke patients had moderate-to-severe sleep apnea (AHI ≥ 15), compared to 40% of controls.
- Stroke patients spent more time mouth breathing and sleeping in the supine position, factors contributing to airway obstruction.
Conclusions:
- Smartphone-based monitoring effectively identifies sleep apnea in post-stroke patients.
- Novel multimodal digital biomarkers enhance understanding of post-stroke sleep apnea.
- This approach facilitates early detection, potentially reducing the burden of sleep apnea and improving stroke rehabilitation outcomes.

