IEEE J Biomed Health Inform. 2021 May;25(5):1409-1418. doi: 10.1109/JBHI.2020.3045859. Epub 2021 May 11.
Polysomnography (PSG) is the current gold standard for the diagnosis of sleep disorders. However, this multi-parametric sleep monitoring tool also has some drawbacks, e.g. it limits the patient's mobility during the night and it requires the patient to come to a specialized sleep clinic or hospital to attach the sensors. Unobtrusive techniques for the detection of sleep disorders such as sleep apnea are therefore gaining increasing interest. Remote photoplethysmography using video is a technique which enables contactless detection of hemodynamic information. Promising results in near-infrared have been reported for the monitoring of sleep-relevant physiological parameters pulse rate, respiration and blood oxygen saturation. In this study we validate a contactless monitoring system on eight patients with a high likelihood of relevant obstructive sleep apnea, which are enrolled for a sleep study at a specialized sleep center. The dataset includes 46.5 hours of video recordings, full polysomnography and metadata. The camera can detect pulse and respiratory rate within 2 beats/breaths per minute accuracy 92% and 91% of the time, respectively. Estimated blood oxygen values are within 4 percentage points of the finger-oximeter 89% of the time. These results demonstrate the potential of a camera as a convenient diagnostic tool for sleep apnea, and sleep disorders in general.
多导睡眠图(PSG)是目前诊断睡眠障碍的金标准。然而,这种多参数睡眠监测工具也有一些缺点,例如,它限制了患者夜间的活动能力,并且需要患者到专门的睡眠诊所或医院去安装传感器。因此,人们对非侵入性的睡眠障碍检测技术,如睡眠呼吸暂停的检测技术越来越感兴趣。使用视频的远程光体积描记术是一种能够进行非接触式检测血液动力学信息的技术。近红外光在监测与睡眠相关的生理参数(如脉搏率、呼吸和血氧饱和度)方面已经取得了有希望的结果。在这项研究中,我们在八个极有可能患有相关阻塞性睡眠呼吸暂停的患者身上验证了一种非接触式监测系统,这些患者在专门的睡眠中心接受睡眠研究。该数据集包括 46.5 小时的视频记录、完整的多导睡眠图和元数据。该摄像机可以以每分钟 2 次心跳/呼吸的精度检测到脉搏和呼吸率,准确率分别为 92%和 91%。估计的血氧值有 89%的时间在手指血氧计的 4 个百分点以内。这些结果表明,摄像机作为一种方便的睡眠呼吸暂停诊断工具,以及一般的睡眠障碍诊断工具,具有很大的潜力。