At-home wireless sleep monitoring patches for the clinical assessment of sleep quality and sleep apnea.
At-home wireless sleep monitoring patches for the clinical assessment of sleep quality and sleep apnea.
复制标题
DOI：
10.1126/sciadv.adg9671
复制
发表时间：
2023-05-24
期刊：
影响因子：
13.6
通讯作者：
Yeo, Woon-Hong
中科院分区：
文献类型：
--
作者：
Kwon, Shinjae;Kim, Hyeon Seok;Kwon, Kangkyu;Kim, Hodam;Kim, Yun Soung;Lee, Sung Hoon;Jeong, Jae-Woong;Trotti, Lynn Marie;Duarte, Audrey;Yeo, Woon-Hong
虽然许多人患有睡眠障碍，但大多数人未被诊断，导致健康受损。现有的多导睡眠描记方法并不容易获得;它昂贵，对患者来说是负担，并且需要专门的设施和人员。在这里，我们报告了一个家庭便携式系统，包括无线睡眠传感器和嵌入式机器学习的可穿戴电子产品。我们还展示了它在评估睡眠质量和检测多名患者睡眠呼吸暂停中的应用。与使用大量笨重传感器的传统系统不同，柔软的全集成可穿戴平台可以在用户喜欢的任何地方提供自然睡眠。在一项临床研究中，用于检测大脑、眼睛和肌肉信号的面部贴片显示出与多导睡眠图相当的性能。当将健康对照组与睡眠呼吸暂停患者进行比较时，可穿戴系统可以检测到阻塞性睡眠呼吸暂停，准确率为88.5%。此外，深度学习提供了自动睡眠评分，展示了便携性和即时可用性。家用可穿戴电子产品可以确保支持便携式睡眠监测和家庭医疗保健的美好未来。安装在脸上的家庭可穿戴无线设备提供便携式睡眠质量和睡眠呼吸暂停检测。
Although many people suffer from sleep disorders, most are undiagnosed, leading to impairments in health. The existing polysomnography method is not easily accessible; it's costly, burdensome to patients, and requires specialized facilities and personnel. Here, we report an at-home portable system that includes wireless sleep sensors and wearable electronics with embedded machine learning. We also show its application for assessing sleep quality and detecting sleep apnea with multiple patients. Unlike the conventional system using numerous bulky sensors, the soft, all-integrated wearable platform offers natural sleep wherever the user prefers. In a clinical study, the face-mounted patches that detect brain, eye, and muscle signals show comparable performance with polysomnography. When comparing healthy controls to sleep apnea patients, the wearable system can detect obstructive sleep apnea with an accuracy of 88.5%. Furthermore, deep learning offers automated sleep scoring, demonstrating portability, and point-of-care usability. At-home wearable electronics could ensure a promising future supporting portable sleep monitoring and home healthcare. At-home wearable wireless devices mounted on the face offer portable detection of sleep quality and sleep apnea.
登录
查看更多内容
影响因子：
10
作者：
Kim, Yun-Soung;Kim, Jihoon;Yeo, Woon-Hong
通讯作者：
Yeo, Woon-Hong
影响因子：
56.9
作者：
Kim, Dae-Hyeong;Lu, Nanshu;Rogers, John A.
通讯作者：
Rogers, John A.
影响因子：
28.1
作者：
Lee, KunHyuck;Ni, Xiaoyue;Rogers, John A.
通讯作者：
Rogers, John A.
影响因子：
15.1
作者：
Kim, Yun-Soung;Mahmood, Musa;Yeo, Woon-Hong
通讯作者：
Yeo, Woon-Hong
影响因子：
12.6
作者：
Kwon, Young-Tae;Norton, James J. S.;Yeo, Woon-Hong
通讯作者：
Yeo, Woon-Hong