Literature DB >> 32095771

Quantification of Motor Function in Huntington Disease Patients Using Wearable Sensor Devices.

Mark Forrest Gordon1, Igor D Grachev2, Itzik Mazeh3, Yonatan Dolan3, Ralf Reilmann4,5, Pippa S Loupe6, Shai Fine7, Leehee Navon-Perry8, Nicholas Gross1, Spyros Papapetropoulos9, Juha-Matti Savola10, Michael R Hayden11,12.   

Abstract

Previous studies have demonstrated the feasibility and promise of wearable sensors as objective measures of motor impairment in Parkinson disease and essential tremor. However, there are few published studies that have examined such an application in Huntington disease (HD). This report provides an evaluation of the potential to objectively quantify chorea in HD patients using wearable sensor data. Data were derived from a substudy of the phase 2 Open-PRIDE-HD study, where 17 patients were screened and 15 patients enrolled in the substudy and ultimately 10 patients provided sufficient wearable sensor data. The substudy was designed to provide high-resolution data to inform design of predictive algorithms for chorea quantification. During the entire course of the 6-month study, in addition to chorea ratings from 18 in-clinic assessments, 890 home assessments, and 1,388 responses to daily reminders, 33,000 h of high-resolution accelerometer data were captured continuously from wearable smartwatches and smartphones. Despite its limited sample size, our study demonstrates that arm chorea can be characterized using accelerometer data during static assessments. Nonetheless, the small sample size limits the generalizability of the model. The sensor-based model can quantify the chorea level with high correlation to the chorea severity reported by both clinicians and patients. In addition, our analysis shows that the chorea digital signature varies between patients. This work suggests that digital wearable sensors have the potential to support clinical development of medications in patients with movement disorders, such as chorea. However, additional data would be needed from a larger number of HD patients with a full range of chorea severity (none to severe) with and without intervention to validate this potentially predictive technology.
Copyright © 2019 by S. Karger AG, Basel.

Entities:  

Keywords:  Activity monitors; Artificial intelligence; Chorea; Digital devices; Digital health; Huntington disease; Motor symptoms

Year:  2019        PMID: 32095771      PMCID: PMC7011722          DOI: 10.1159/000502136

Source DB:  PubMed          Journal:  Digit Biomark        ISSN: 2504-110X


  17 in total

1.  A comparison of feature extraction methods for the classification of dynamic activities from accelerometer data.

Authors:  Stephen J Preece; John Yannis Goulermas; Laurence P J Kenney; David Howard
Journal:  IEEE Trans Biomed Eng       Date:  2008-10-31       Impact factor: 4.538

2.  Safety and efficacy of pridopidine in patients with Huntington's disease (PRIDE-HD): a phase 2, randomised, placebo-controlled, multicentre, dose-ranging study.

Authors:  Ralf Reilmann; Andrew McGarry; Igor D Grachev; Juha-Matti Savola; Beth Borowsky; Eli Eyal; Nicholas Gross; Douglas Langbehn; Robin Schubert; Anna Teige Wickenberg; Spyros Papapetropoulos; Michael Hayden; Ferdinando Squitieri; Karl Kieburtz; G Bernhard Landwehrmeyer
Journal:  Lancet Neurol       Date:  2018-12-15       Impact factor: 44.182

3.  Self-awareness of motor dysfunction in patients with Huntington's disease in comparison to Parkinson's disease and cervical dystonia.

Authors:  Emilia J Sitek; Witold Sołtan; Dariusz Wieczorek; Michał Schinwelski; Piotr Robowski; Ralf Reilmann; Katarzyna Guzińska; Michał Harciarek; Wioletta Krysa; Jarosław Sławek
Journal:  J Int Neuropsychol Soc       Date:  2011-06-08       Impact factor: 2.892

Review 4.  Huntington's disease: Current and future therapeutic prospects.

Authors:  Karl Kieburtz; Ralf Reilmann; C Warren Olanow
Journal:  Mov Disord       Date:  2018-05-08       Impact factor: 10.338

5.  Incorporating Site-less Clinical Trials Into Drug Development: A Framework for Action.

Authors:  Irl B Hirsch; Joe Martinez; E Ray Dorsey; Gerald Finken; Alexander Fleming; Chris Gropp; Philip Home; Daniel I Kaufer; Spyros Papapetropoulos
Journal:  Clin Ther       Date:  2017-04-14       Impact factor: 3.393

6.  Wearable Sensors in Huntington Disease: A Pilot Study.

Authors:  Kelly L Andrzejewski; Ariel V Dowling; David Stamler; Timothy J Felong; Denzil A Harris; Cynthia Wong; Hang Cai; Ralf Reilmann; Max A Little; Joseph T Gwin; Kevin M Biglan; E Ray Dorsey
Journal:  J Huntingtons Dis       Date:  2016-06-18

7.  Unified Huntington's Disease Rating Scale: reliability and consistency. Huntington Study Group.

Authors: 
Journal:  Mov Disord       Date:  1996-03       Impact factor: 10.338

8.  Detecting Parkinsons' symptoms in uncontrolled home environments: a multiple instance learning approach.

Authors:  Samarjit Das; Breogan Amoedo; Fernando De la Torre; Jessica Hodgins
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2012

9.  A Comprehensive Analysis on Wearable Acceleration Sensors in Human Activity Recognition.

Authors:  Majid Janidarmian; Atena Roshan Fekr; Katarzyna Radecka; Zeljko Zilic
Journal:  Sensors (Basel)       Date:  2017-03-07       Impact factor: 3.576

Review 10.  Technology in Parkinson's disease: Challenges and opportunities.

Authors:  Alberto J Espay; Paolo Bonato; Fatta B Nahab; Walter Maetzler; John M Dean; Jochen Klucken; Bjoern M Eskofier; Aristide Merola; Fay Horak; Anthony E Lang; Ralf Reilmann; Joe Giuffrida; Alice Nieuwboer; Malcolm Horne; Max A Little; Irene Litvan; Tanya Simuni; E Ray Dorsey; Michelle A Burack; Ken Kubota; Anita Kamondi; Catarina Godinho; Jean-Francois Daneault; Georgia Mitsi; Lothar Krinke; Jeffery M Hausdorff; Bastiaan R Bloem; Spyros Papapetropoulos
Journal:  Mov Disord       Date:  2016-04-29       Impact factor: 10.338

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  7 in total

Review 1.  The Digital Neurologic Examination.

Authors:  Adam B Cohen; Brain V Nahed
Journal:  Digit Biomark       Date:  2021-04-26

2.  Digital Phenotyping in Clinical Neurology.

Authors:  Anoopum S Gupta
Journal:  Semin Neurol       Date:  2022-01-11       Impact factor: 3.212

3.  State-of-the-art pharmacological approaches to reduce chorea in Huntington's disease.

Authors:  Jessie S Gibson; Daniel O Claassen
Journal:  Expert Opin Pharmacother       Date:  2021-02-08       Impact factor: 4.103

Review 4.  Digital Technology in Movement Disorders: Updates, Applications, and Challenges.

Authors:  Jamie L Adams; Karlo J Lizarraga; Emma M Waddell; Taylor L Myers; Stella Jensen-Roberts; Joseph S Modica; Ruth B Schneider
Journal:  Curr Neurol Neurosci Rep       Date:  2021-03-03       Impact factor: 6.030

5.  Free-Living Motor Activity Monitoring in Ataxia-Telangiectasia.

Authors:  Nergis C Khan; Vineet Pandey; Krzysztof Z Gajos; Anoopum S Gupta
Journal:  Cerebellum       Date:  2021-07-24       Impact factor: 3.648

6.  Predicting Severity of Huntington's Disease With Wearable Sensors.

Authors:  Brittany H Scheid; Stephen Aradi; Robert M Pierson; Steven Baldassano; Inbar Tivon; Brian Litt; Pedro Gonzalez-Alegre
Journal:  Front Digit Health       Date:  2022-04-04

Review 7.  Moving Forward from the COVID-19 Pandemic: Needed Changes in Movement Disorders Care and Research.

Authors:  B Y Valdovinos; J S Modica; R B Schneider
Journal:  Curr Neurol Neurosci Rep       Date:  2022-02-02       Impact factor: 6.030

  7 in total

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