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

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...

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Autores principales: Chun, Keum San, Kang, Youn J., Lee, Jong Yoon, Nguyen, Morgan, Lee, Brad, Lee, Rachel, Jo, Han Heul, Allen, Emily, Chen, Hope, Kim, Jungwoo, Yu, Lian, Ni, Xiaoyue, Lee, KunHyuck, Jeong, Hyoyoung, Lee, JooHee, Park, Yoonseok, Chung, Ha Uk, Li, Alvin W., Lio, Peter A., Yang, Albert F., Fishbein, Anna B., Paller, Amy S., Rogers, John A., Xu, Shuai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087407/
https://www.ncbi.nlm.nih.gov/pubmed/33931455
http://dx.doi.org/10.1126/sciadv.abf9405
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author Chun, Keum San
Kang, Youn J.
Lee, Jong Yoon
Nguyen, Morgan
Lee, Brad
Lee, Rachel
Jo, Han Heul
Allen, Emily
Chen, Hope
Kim, Jungwoo
Yu, Lian
Ni, Xiaoyue
Lee, KunHyuck
Jeong, Hyoyoung
Lee, JooHee
Park, Yoonseok
Chung, Ha Uk
Li, Alvin W.
Lio, Peter A.
Yang, Albert F.
Fishbein, Anna B.
Paller, Amy S.
Rogers, John A.
Xu, Shuai
author_facet Chun, Keum San
Kang, Youn J.
Lee, Jong Yoon
Nguyen, Morgan
Lee, Brad
Lee, Rachel
Jo, Han Heul
Allen, Emily
Chen, Hope
Kim, Jungwoo
Yu, Lian
Ni, Xiaoyue
Lee, KunHyuck
Jeong, Hyoyoung
Lee, JooHee
Park, Yoonseok
Chung, Ha Uk
Li, Alvin W.
Lio, Peter A.
Yang, Albert F.
Fishbein, Anna B.
Paller, Amy S.
Rogers, John A.
Xu, Shuai
author_sort Chun, Keum San
collection PubMed
description 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.
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spelling pubmed-80874072021-05-13 A skin-conformable wireless sensor to objectively quantify symptoms of pruritus Chun, Keum San Kang, Youn J. Lee, Jong Yoon Nguyen, Morgan Lee, Brad Lee, Rachel Jo, Han Heul Allen, Emily Chen, Hope Kim, Jungwoo Yu, Lian Ni, Xiaoyue Lee, KunHyuck Jeong, Hyoyoung Lee, JooHee Park, Yoonseok Chung, Ha Uk Li, Alvin W. Lio, Peter A. Yang, Albert F. Fishbein, Anna B. Paller, Amy S. Rogers, John A. Xu, Shuai Sci Adv Research Articles 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. American Association for the Advancement of Science 2021-04-30 /pmc/articles/PMC8087407/ /pubmed/33931455 http://dx.doi.org/10.1126/sciadv.abf9405 Text en Copyright © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). https://creativecommons.org/licenses/by-nc/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (https://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited.
spellingShingle Research Articles
Chun, Keum San
Kang, Youn J.
Lee, Jong Yoon
Nguyen, Morgan
Lee, Brad
Lee, Rachel
Jo, Han Heul
Allen, Emily
Chen, Hope
Kim, Jungwoo
Yu, Lian
Ni, Xiaoyue
Lee, KunHyuck
Jeong, Hyoyoung
Lee, JooHee
Park, Yoonseok
Chung, Ha Uk
Li, Alvin W.
Lio, Peter A.
Yang, Albert F.
Fishbein, Anna B.
Paller, Amy S.
Rogers, John A.
Xu, Shuai
A skin-conformable wireless sensor to objectively quantify symptoms of pruritus
title A skin-conformable wireless sensor to objectively quantify symptoms of pruritus
title_full A skin-conformable wireless sensor to objectively quantify symptoms of pruritus
title_fullStr A skin-conformable wireless sensor to objectively quantify symptoms of pruritus
title_full_unstemmed A skin-conformable wireless sensor to objectively quantify symptoms of pruritus
title_short A skin-conformable wireless sensor to objectively quantify symptoms of pruritus
title_sort skin-conformable wireless sensor to objectively quantify symptoms of pruritus
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087407/
https://www.ncbi.nlm.nih.gov/pubmed/33931455
http://dx.doi.org/10.1126/sciadv.abf9405
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