Development and Fine-tuning of a Medical-grade Wearable Device with Interpretable Artificial Intelligence System for the Obstructive Sleep Apnea-hypopnea Syndrome (OSAHS) Screening
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 入组人数
- 240
- 试验地点
- 1
- 主要终点
- Apnea Hypopnea Index(AHI)
研究概览
简要总结
The clinical study aims to develop and fine-tune the TipTraQ system, created by PranaQ, for home sleep apnea screening. The system comprises a wearable device and a cloud-based AI for estimating Total Sleep Time (TST) and Apnea-Hypopnea Index (AHI). This open-label, non-randomized study will recruit 240 subjects aged 20 and older from the Veteran General Hospital, Taipei.
详细描述
Sleep Breathing Disorders (SBD) is a common disorder in the population. However, a lot of patients are not aware of this disease and do not receive proper treatment, which not only impacts their personal health but also causes public disasters. Thus, a screening tool to find those patients becomes a critical point-of-care issue. To achieve this goal, a wearable device that is suitable for the screening is needed. The goal of this study is developing and fine-tuning a new sleep screening platform, TipTraQ, developed by PranaQ. TipTraQ is composed of a wearable device designed as a convenient screening device based on the photoplethysmography (PPG) technique and an interpretable artificial intelligent (AI) system that takes the PPG signal recorded by the wearable device as input and outputs and outputs estimated total sleep time (TST) and apnea-hypopnea index (AHI).
The study is open-label and non-randomized, planning to recruit 240 subjects. Participants will use the TipTraQ device alongside a companion mobile app, with data analysis supported by AI technology hosted on a cloud server. The TipTraQ device will be worn over fingertip. The primary goal is to assess the robustness of the TipTraQ system and fine-tuned the algorithm by comparing its output against the gold standard PSG annotations made by sleep experts.
研究设计
- 研究类型
- Observational
- 观察模型
- Case Control
- 时间视角
- Prospective
入排标准
- 年龄范围
- 20 Years 至 —(Adult, Older Adult)
- 性别
- All
- 接受健康志愿者
- 是
入选标准
- •Subjects from the age of 20 and older that have an indication for an in-lab PSG study. The subject should be able to understand the study and sign the informed consent before being enrolled in the study. During the study period, the subject can withdraw from the study any time.
排除标准
- •Subjects with the following medical conditions will be excluded from this study:
- •Heart transplant
- •Heart failure, New Youk Heart Association (NYHA) classification III or IV
- •Chronic opioid medication user Devastating Severe strokes, with the modified Rankin score (mRS)≥4
- •Tracheostomy
- •Incapable of comprehending and signing the informed consent and questionnaires, including but not limited to subjects with severe Alzheimer's, unconscious by head trauma, or of someone with limited mental capacity
- •Cannot correctly follow the order to use the TipTraQ device
结局指标
主要结局
Apnea Hypopnea Index(AHI)
时间窗: From the start of a single polysomnography study to the end of the recording. Usually range from 4 to 10 hours
the combined average number of apneas and hypopneas that occur per hour of sleep
Total Sleep Time(TST)
时间窗: From the start of a single polysomnography study to the end of the recording. Usually range from 4 to 10 hours
Total sleep time during the polysomnography (PSG)
Oxygen Desaturation Index(ODI)
时间窗: From the start of a single polysomnography study to the end of the recording. Usually range from 4 to 10 hours
Average desaturation episodes with a decrease in the oxygen saturation of ≥4% or 3% per hour
次要结局
未报告次要终点
