A physicochemical-sensing electronic skin for stress response monitoring

被引:167
作者
Xu, Changhao [1 ]
Song, Yu [1 ]
Sempionatto, Juliane R. [1 ]
Solomon, Samuel A. [1 ]
Yu, You [1 ]
Nyein, Hnin Y. Y. [2 ]
Tay, Roland Yingjie [1 ]
Li, Jiahong [1 ]
Heng, Wenzheng [1 ]
Min, Jihong [1 ]
Lao, Alison [1 ]
Hsiai, Tzung K. [3 ]
Sumner, Jennifer A. [4 ]
Gao, Wei [1 ]
机构
[1] CALTECH, Andrew & Peggy Cherng Dept Med Engn, Div Engn & Appl Sci, Pasadena, CA 91125 USA
[2] Hong Kong Univ Sci & Technol, Dept Chem & Biol Engn, Hong Kong, Peoples R China
[3] Univ Calif Los Angeles, David Geffen Sch Med, Div Cardiol, Los Angeles, CA USA
[4] Univ Calif Los Angeles, Dept Psychol, Los Angeles, CA USA
基金
美国国家航空航天局; 美国国家科学基金会; 美国国家卫生研究院;
关键词
COGNITIVE PERFORMANCE; PSYCHOSOCIAL STRESS; REACTIVITY; EXERCISE; HEALTH;
D O I
10.1038/s41928-023-01116-6
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Approaches to quantify stress responses typically rely on subjective surveys and questionnaires. Wearable sensors can potentially be used to continuously monitor stress-relevant biomarkers. However, the biological stress response is spread across the nervous, endocrine and immune systems, and the capabilities of current sensors are not sufficient for condition-specific stress response evaluation. Here we report an electronic skin for stress response assessment that non-invasively monitors three vital signs (pulse waveform, galvanic skin response and skin temperature) and six molecular biomarkers in human sweat (glucose, lactate, uric acid, sodium ions, potassium ions and ammonium). We develop a general approach to prepare electrochemical sensors that relies on analogous composite materials for stabilizing and conserving sensor interfaces. The resulting sensors offer long-term sweat biomarker analysis of more than 100 h with high stability. We show that the electronic skin can provide continuous multimodal physicochemical monitoring over a 24-hour period and during different daily activities. With the help of a machine learning pipeline, we also show that the platform can differentiate three stressors with an accuracy of 98.0% and quantify psychological stress responses with a confidence level of 98.7%. An electronic skin that is capable of long-term monitoring of vital signs and molecular biomarkers in sweat can-with the help of machine learning-be used to classify stress responses with high accuracy and predict state anxiety levels with high reliability.
引用
收藏
页码:168 / 179
页数:14
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