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Automated Assessment of Movement Impairment in Huntington’s Disease
- Source :
- Ieee Transactions on Neural Systems and Rehabilitation Engineering
- Publication Year :
- 2018
- Publisher :
- IEEE, 2018.
-
Abstract
- Quantitative assessment of movement impairment in Huntington’s disease (HD) is essential to monitoring of disease progression. This study aimed to develop and validate a novel low cost, objective automated system for the evaluation of upper limb movement impairment in HD in order to eliminate the inconsistency of the assessor and offer a more sensitive, continuous assessment scale. Patients with genetically confirmed HD and healthy controls were recruited to this observational study. Demographic data including age (years), gender and Unified Huntington’s Disease Rating Scale Total Motor Score (UHDRS-TMS) were recorded. For the purposes of this study a modified upper limb motor impairment score (mULMS) was generated from the UHDRS-TMS. All participants completed a brief, standardized clinical assessment of upper limb dexterity whilst wearing a tri-axial accelerometer on each wrist and on the sternum. The captured acceleration data were used to develop an automatic classification system for discriminating between healthy and HD participants and to automatically generate a continuous Movement Impairment Score (MIS) that reflected the degree of the movement impairment. Data from 48 healthy and 44 HD participants was used to validate the developed system, which achieved 98.78% accuracy in discriminating between healthy and HD participants. The Pearson correlation coefficient between the automatic MIS and the clinician rated mULMS was 0.77 with a p-value < 0.01. The approach presented in this study demonstrates the possibility of an automated objective, consistent and sensitive assessment of the HD movement impairment.
- Subjects :
- Adult
Male
medicine.medical_specialty
0206 medical engineering
upper-limb assessment
Biomedical Engineering
02 engineering and technology
Article
Upper Extremity
03 medical and health sciences
symbols.namesake
Automation
0302 clinical medicine
Physical medicine and rehabilitation
Huntington's disease
Rating scale
Accelerometry
Internal Medicine
medicine
Quantitative assessment
Humans
Motor score
Aged
Movement Disorders
business.industry
General Neuroscience
Rehabilitation
Disease progression
Reproducibility of Results
Signal Processing, Computer-Assisted
Middle Aged
medicine.disease
020601 biomedical engineering
Pearson product-moment correlation coefficient
Healthy Volunteers
medicine.anatomical_structure
Huntington Disease
symbols
Disease Progression
Upper limb
Regression Analysis
Observational study
Female
movement disorder
Accelerometers
business
030217 neurology & neurosurgery
Huntington’s disease
Subjects
Details
- Language :
- English
- ISSN :
- 15580210 and 15344320
- Volume :
- 26
- Issue :
- 10
- Database :
- OpenAIRE
- Journal :
- Ieee Transactions on Neural Systems and Rehabilitation Engineering
- Accession number :
- edsair.doi.dedup.....c456fa7ba94eb9b43b4254e95732f3ac