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可穿戴式柔性体匹配电磁传感器用于个性化非侵入式血糖监测。

Wearable flexible body matched electromagnetic sensors for personalized non-invasive glucose monitoring.

机构信息

Biomedical Engineering Program, American University of Beirut, Riad El Solh Street, Beirut, 1107 2020, Lebanon.

Department of Electrical and Computer Engineering, Maroun Semaan Faculty of Engineering and Architecture, American University of Beirut, Riad El Solh, Beirut, 1107 2020, Lebanon.

出版信息

Sci Rep. 2022 Sep 1;12(1):14885. doi: 10.1038/s41598-022-19251-z.

Abstract

This work introduces novel body-matched, vasculature-inspired, quasi-antenna-arrays that act as electromagnetic sensors to instantaneously, continuously, and wirelessly sense glucose variations in the bloodstream. The proposed sensors are personalized, leverage electromagnetic waves, and are coupled with a custom machine-learning-based signal-processing module. These sensors are flexible, and embedded in wearable garments such as socks, which provide conformity to curved skin surfaces and movement resilience. The entire wearable system is calibrated against temperature, humidity, and movement resulting in high accuracy in glucose variations tracking. In-Vivo experiments on diabetic rats and pigs exhibit a 100% diagnostic accuracy over a wide range of glucose variations. Human trials on patients with diabetes and healthy individuals reveal a clinical accuracy of continuous glucose monitoring of 99.01% in twenty-eight subjects who underwent Oral Glucose Tolerance Tests. Hence, our approach ensures the continuous tracking of glucose variations from hypo-to-hyper glycemic levels with great fidelity.

摘要

这项工作引入了新颖的与人体匹配的、受血管启发的准天线阵列,可作为电磁传感器,即时、连续和无线地感应血流中的葡萄糖变化。所提出的传感器是个性化的,利用电磁波,并与基于定制机器学习的信号处理模块相结合。这些传感器具有柔韧性,嵌入在袜子等可穿戴服装中,为曲面皮肤和运动提供了适应性和弹性。整个可穿戴系统针对温度、湿度和运动进行了校准,从而实现了对葡萄糖变化的高精度跟踪。在糖尿病大鼠和猪的体内实验中,在广泛的葡萄糖变化范围内,诊断准确率达到 100%。对糖尿病患者和健康个体的人体试验显示,在接受口服葡萄糖耐量试验的 28 名受试者中,连续血糖监测的临床准确率为 99.01%。因此,我们的方法确保了从低血糖到高血糖水平的葡萄糖变化的连续跟踪,具有很高的保真度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8224/9436982/acde0cf0ee13/41598_2022_19251_Fig1_HTML.jpg

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