Cargando…
Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan
Continuous, objective monitoring of motor signs and symptoms may help improve tracking of disease progression and treatment response in Parkinson’s disease (PD). This study assessed the analytical and clinical validity of multi-sensor smartwatch measurements in hospitalized and home-based settings (...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10015076/ https://www.ncbi.nlm.nih.gov/pubmed/36918552 http://dx.doi.org/10.1038/s41598-023-29382-6 |
_version_ | 1784907137793654784 |
---|---|
author | Oyama, Genko Burq, Maximilien Hatano, Taku Marks, William J. Kapur, Ritu Fernandez, Jovelle Fujikawa, Keita Furusawa, Yoshihiko Nakatome, Keisuke Rainaldi, Erin Chen, Chen Ho, King Chung Ogawa, Takashi Kamo, Hikaru Oji, Yutaka Takeshige-Amano, Haruka Taniguchi, Daisuke Nakamura, Ryota Sasaki, Fuyuko Ueno, Shinichi Shiina, Kenta Hattori, Anri Nishikawa, Noriko Ishiguro, Mayu Saiki, Shinji Hayashi, Ayako Motohashi, Masatoshi Hattori, Nobutaka |
author_facet | Oyama, Genko Burq, Maximilien Hatano, Taku Marks, William J. Kapur, Ritu Fernandez, Jovelle Fujikawa, Keita Furusawa, Yoshihiko Nakatome, Keisuke Rainaldi, Erin Chen, Chen Ho, King Chung Ogawa, Takashi Kamo, Hikaru Oji, Yutaka Takeshige-Amano, Haruka Taniguchi, Daisuke Nakamura, Ryota Sasaki, Fuyuko Ueno, Shinichi Shiina, Kenta Hattori, Anri Nishikawa, Noriko Ishiguro, Mayu Saiki, Shinji Hayashi, Ayako Motohashi, Masatoshi Hattori, Nobutaka |
author_sort | Oyama, Genko |
collection | PubMed |
description | Continuous, objective monitoring of motor signs and symptoms may help improve tracking of disease progression and treatment response in Parkinson’s disease (PD). This study assessed the analytical and clinical validity of multi-sensor smartwatch measurements in hospitalized and home-based settings (96 patients with PD; mean wear time 19 h/day) using a twice-daily virtual motor examination (VME) at times representing medication OFF/ON states. Digital measurement performance was better during inpatient clinical assessments for composite V-scores than single-sensor–derived features for bradykinesia (Spearman |r|= 0.63, reliability = 0.72), tremor (|r|= 0.41, reliability = 0.65), and overall motor features (|r|= 0.70, reliability = 0.67). Composite levodopa effect sizes during hospitalization were 0.51–1.44 for clinical assessments and 0.56–1.37 for VMEs. Reliability of digital measurements during home-based VMEs was 0.62–0.80 for scores derived from weekly averages and 0.24–0.66 for daily measurements. These results show that unsupervised digital measurements of motor features with wrist-worn sensors are sensitive to medication state and are reliable in naturalistic settings. Trial Registration: Japan Pharmaceutical Information Center Clinical Trials Information (JAPIC-CTI): JapicCTI-194825; Registered June 25, 2019. |
format | Online Article Text |
id | pubmed-10015076 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-100150762023-03-16 Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan Oyama, Genko Burq, Maximilien Hatano, Taku Marks, William J. Kapur, Ritu Fernandez, Jovelle Fujikawa, Keita Furusawa, Yoshihiko Nakatome, Keisuke Rainaldi, Erin Chen, Chen Ho, King Chung Ogawa, Takashi Kamo, Hikaru Oji, Yutaka Takeshige-Amano, Haruka Taniguchi, Daisuke Nakamura, Ryota Sasaki, Fuyuko Ueno, Shinichi Shiina, Kenta Hattori, Anri Nishikawa, Noriko Ishiguro, Mayu Saiki, Shinji Hayashi, Ayako Motohashi, Masatoshi Hattori, Nobutaka Sci Rep Article Continuous, objective monitoring of motor signs and symptoms may help improve tracking of disease progression and treatment response in Parkinson’s disease (PD). This study assessed the analytical and clinical validity of multi-sensor smartwatch measurements in hospitalized and home-based settings (96 patients with PD; mean wear time 19 h/day) using a twice-daily virtual motor examination (VME) at times representing medication OFF/ON states. Digital measurement performance was better during inpatient clinical assessments for composite V-scores than single-sensor–derived features for bradykinesia (Spearman |r|= 0.63, reliability = 0.72), tremor (|r|= 0.41, reliability = 0.65), and overall motor features (|r|= 0.70, reliability = 0.67). Composite levodopa effect sizes during hospitalization were 0.51–1.44 for clinical assessments and 0.56–1.37 for VMEs. Reliability of digital measurements during home-based VMEs was 0.62–0.80 for scores derived from weekly averages and 0.24–0.66 for daily measurements. These results show that unsupervised digital measurements of motor features with wrist-worn sensors are sensitive to medication state and are reliable in naturalistic settings. Trial Registration: Japan Pharmaceutical Information Center Clinical Trials Information (JAPIC-CTI): JapicCTI-194825; Registered June 25, 2019. Nature Publishing Group UK 2023-03-14 /pmc/articles/PMC10015076/ /pubmed/36918552 http://dx.doi.org/10.1038/s41598-023-29382-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Oyama, Genko Burq, Maximilien Hatano, Taku Marks, William J. Kapur, Ritu Fernandez, Jovelle Fujikawa, Keita Furusawa, Yoshihiko Nakatome, Keisuke Rainaldi, Erin Chen, Chen Ho, King Chung Ogawa, Takashi Kamo, Hikaru Oji, Yutaka Takeshige-Amano, Haruka Taniguchi, Daisuke Nakamura, Ryota Sasaki, Fuyuko Ueno, Shinichi Shiina, Kenta Hattori, Anri Nishikawa, Noriko Ishiguro, Mayu Saiki, Shinji Hayashi, Ayako Motohashi, Masatoshi Hattori, Nobutaka Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan |
title | Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan |
title_full | Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan |
title_fullStr | Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan |
title_full_unstemmed | Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan |
title_short | Analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with Parkinson’s disease in Japan |
title_sort | analytical and clinical validity of wearable, multi-sensor technology for assessment of motor function in patients with parkinson’s disease in japan |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10015076/ https://www.ncbi.nlm.nih.gov/pubmed/36918552 http://dx.doi.org/10.1038/s41598-023-29382-6 |
work_keys_str_mv | AT oyamagenko analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT burqmaximilien analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT hatanotaku analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT markswilliamj analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT kapurritu analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT fernandezjovelle analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT fujikawakeita analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT furusawayoshihiko analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT nakatomekeisuke analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT rainaldierin analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT chenchen analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT hokingchung analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT ogawatakashi analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT kamohikaru analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT ojiyutaka analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT takeshigeamanoharuka analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT taniguchidaisuke analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT nakamuraryota analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT sasakifuyuko analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT uenoshinichi analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT shiinakenta analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT hattorianri analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT nishikawanoriko analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT ishiguromayu analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT saikishinji analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT hayashiayako analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT motohashimasatoshi analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan AT hattorinobutaka analyticalandclinicalvalidityofwearablemultisensortechnologyforassessmentofmotorfunctioninpatientswithparkinsonsdiseaseinjapan |