A skin-conformable wireless sensor to objectively quantify symptoms of pruritus

被引:43
作者
Chun, Keum San [1 ]
Kang, Youn J. [2 ,3 ]
Lee, Jong Yoon [2 ,4 ]
Nguyen, Morgan [5 ]
Lee, Brad [5 ]
Lee, Rachel [4 ]
Jo, Han Heul [4 ]
Allen, Emily [6 ]
Chen, Hope [3 ]
Kim, Jungwoo [4 ]
Yu, Lian [7 ]
Ni, Xiaoyue [2 ,8 ]
Lee, KunHyuck [2 ,3 ]
Jeong, Hyoyoung [2 ,3 ]
Lee, JooHee [4 ]
Park, Yoonseok [2 ,3 ]
Chung, Ha Uk [2 ,3 ,4 ]
Li, Alvin W. [6 ]
Lio, Peter A. [9 ]
Yang, Albert F. [6 ]
Fishbein, Anna B. [10 ]
Paller, Amy S. [3 ,6 ,11 ]
Rogers, John A. [2 ,3 ,12 ,13 ,14 ]
Xu, Shuai [2 ,3 ,10 ,11 ,12 ]
机构
[1] Univ Texas Austin, Elect & Comp Engn, Austin, TX 78712 USA
[2] Northwestern Univ, Querrey Simpson Inst Bioelect, Evanston, IL 60208 USA
[3] Northwestern Univ, Ctr Biointegrated Elect, Evanston, IL 60208 USA
[4] Sibel Hlth, Niles, IL 60714 USA
[5] Northwestern Univ, Feinberg Sch Med, Chicago, IL 60611 USA
[6] Northwestern Univ, Dept Dermatol, Feinberg Sch Med, Chicago, IL 60611 USA
[7] Univ Illinois Champaign Urbana, Elect & Comp Engn, Champaign, IL 61801 USA
[8] Duke Univ, Dept Mech Engn & Mat Sci, Durham, NC 27708 USA
[9] Chicago Eczema Ctr, Chicago, IL 60654 USA
[10] Ann & Robert H Lurie Childrens Hosp, Dept Pediat Allergy & Immunol, Chicago, IL 60611 USA
[11] Ann & Robert H Lurie Childrens Hosp, Dept Pediat Dermatol, Chicago, IL 60611 USA
[12] Northwestern Univ, Dept Biomed Engn, Evanston, IL 60208 USA
[13] Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA
[14] Northwestern Univ, Feinberg Sch Med, Dept Neurol Surg, Chicago, IL 60611 USA
关键词
ATOPIC-DERMATITIS; SLEEP DISTURBANCE; CHILDREN; ECZEMA; ITCH; BEHAVIOR; HEALTH;
D O I
10.1126/sciadv.abf9405
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Itch is a common clinical symptom and major driver of disease-related morbidity across a wide range of medical conditions. A substantial unmet need is for objective, accurate measurements of itch. In this article, we present a noninvasive technology to objectively quantify scratching behavior via a soft, flexible, and wireless sensor that captures the acousto-mechanic signatures of scratching from the dorsum of the hand. A machine learning algorithm validated on data collected from healthy subjects (n = 10) indicates excellent performance relative to smartwatch-based approaches. Clinical validation in a cohort of predominately pediatric patients (n = 11) with moderate to severe atopic dermatitis included 46 sleep-nights totaling 378.4 hours. The data indicate an accuracy of 99.0% (84.3% sensitivity, 99.3% specificity) against visual observation. This work suggests broad capabilities relevant to applications ranging from assessing the efficacy of drugs for conditions that cause itch to monitoring disease severity and treatment response.
引用
收藏
页数:11
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