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Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment

There has been a lot of interest in recent years in using inertial sensors (accelerometers and gyroscopes) to monitor movement disorder motion and monitor the efficacy of treatment options. Two of the most prominent movement disorders, which are under evaluation in this research paper, are essential...

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Autores principales: Teskey, Wesley J. E., Elhabiby, Mohamed, El-Sheimy, Naser
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3376555/
https://www.ncbi.nlm.nih.gov/pubmed/22737022
http://dx.doi.org/10.3390/s120303512
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author Teskey, Wesley J. E.
Elhabiby, Mohamed
El-Sheimy, Naser
author_facet Teskey, Wesley J. E.
Elhabiby, Mohamed
El-Sheimy, Naser
author_sort Teskey, Wesley J. E.
collection PubMed
description There has been a lot of interest in recent years in using inertial sensors (accelerometers and gyroscopes) to monitor movement disorder motion and monitor the efficacy of treatment options. Two of the most prominent movement disorders, which are under evaluation in this research paper, are essential tremor (ET) and Parkinson’s disease (PD). These movement disorders are first evaluated to show that ET and PD motion often depict more (tremor) motion content in the 3–12 Hz frequency band of interest than control data and that such tremor motion can be characterized using inertial sensors. As well, coherence analysis is used to compare between pairs of many of the six degrees-of-freedom of motions under evaluation, to determine the similarity in tremor motion for the various degrees-of-freedom at different frequency bands of interest. It was quite surprising that this coherence analysis depicts that there is a statistically significant relationship using coherence analysis when differentiating between control and effectively medicated PD motion. The statistical analysis uncovers the novel finding that PD medication induced dyskinesia is depicted within coherence data from inertial signals. Dyskinesia is involuntary motion or the absence of intended motion, and it is a common side effect among medicated PD patients. The results show that inertial sensors can be used to differentiate between effectively medicated PD motion and control motion; such a differentiation can often be difficult to perform with the human eye because effectively medicated PD patients tend to not produce much tremor. As well, the finding that PD motion, when well medicated, does still differ significantly from control motion allows for researchers to quantify potential deficiencies in the use of medication. By using inertial sensors to spot such deficiencies, as outlined in this research paper, it is hoped that medications with even a larger degree of efficacy can be created in the future.
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spelling pubmed-33765552012-06-25 Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment Teskey, Wesley J. E. Elhabiby, Mohamed El-Sheimy, Naser Sensors (Basel) Article There has been a lot of interest in recent years in using inertial sensors (accelerometers and gyroscopes) to monitor movement disorder motion and monitor the efficacy of treatment options. Two of the most prominent movement disorders, which are under evaluation in this research paper, are essential tremor (ET) and Parkinson’s disease (PD). These movement disorders are first evaluated to show that ET and PD motion often depict more (tremor) motion content in the 3–12 Hz frequency band of interest than control data and that such tremor motion can be characterized using inertial sensors. As well, coherence analysis is used to compare between pairs of many of the six degrees-of-freedom of motions under evaluation, to determine the similarity in tremor motion for the various degrees-of-freedom at different frequency bands of interest. It was quite surprising that this coherence analysis depicts that there is a statistically significant relationship using coherence analysis when differentiating between control and effectively medicated PD motion. The statistical analysis uncovers the novel finding that PD medication induced dyskinesia is depicted within coherence data from inertial signals. Dyskinesia is involuntary motion or the absence of intended motion, and it is a common side effect among medicated PD patients. The results show that inertial sensors can be used to differentiate between effectively medicated PD motion and control motion; such a differentiation can often be difficult to perform with the human eye because effectively medicated PD patients tend to not produce much tremor. As well, the finding that PD motion, when well medicated, does still differ significantly from control motion allows for researchers to quantify potential deficiencies in the use of medication. By using inertial sensors to spot such deficiencies, as outlined in this research paper, it is hoped that medications with even a larger degree of efficacy can be created in the future. Molecular Diversity Preservation International (MDPI) 2012-03-12 /pmc/articles/PMC3376555/ /pubmed/22737022 http://dx.doi.org/10.3390/s120303512 Text en © 2012 by the authors; licensee MDPI, Basel, Switzerland This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Teskey, Wesley J. E.
Elhabiby, Mohamed
El-Sheimy, Naser
Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment
title Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment
title_full Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment
title_fullStr Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment
title_full_unstemmed Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment
title_short Inertial Sensing to Determine Movement Disorder Motion Present before and after Treatment
title_sort inertial sensing to determine movement disorder motion present before and after treatment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3376555/
https://www.ncbi.nlm.nih.gov/pubmed/22737022
http://dx.doi.org/10.3390/s120303512
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