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Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study
Introduction: Duchenne muscular dystrophy (DMD) is a genetic disorder that induces progressive muscular degeneration. Currently, the increase in DMD individuals' life expectancy is not being matched by an increase in quality of life. The functioning of the hand and wrist is central for performi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10116050/ https://www.ncbi.nlm.nih.gov/pubmed/37090893 http://dx.doi.org/10.3389/frobt.2023.1100411 |
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author | Nizamis, Kostas Ayvaz, Anıl Rijken, Noortje H. M. Koopman, Bart F. J. M. Sartori, Massimo |
author_facet | Nizamis, Kostas Ayvaz, Anıl Rijken, Noortje H. M. Koopman, Bart F. J. M. Sartori, Massimo |
author_sort | Nizamis, Kostas |
collection | PubMed |
description | Introduction: Duchenne muscular dystrophy (DMD) is a genetic disorder that induces progressive muscular degeneration. Currently, the increase in DMD individuals' life expectancy is not being matched by an increase in quality of life. The functioning of the hand and wrist is central for performing daily activities and for providing a higher degree of independence. Active exoskeletons can assist this functioning but require the accurate decoding of the users' motor intention. These methods have, however, never been systematically analyzed in the context of DMD. Methods: This case study evaluated direct control (DC) and pattern recognition (PR), combined with an admittance model. This enabled customization of myoelectric controllers to one DMD individual and to a control population of ten healthy participants during a target-reaching task in 1- and 2- degrees of freedom (DOF). We quantified real-time myocontrol performance using target reaching times and compared the differences between the healthy individuals and the DMD individual. Results and Discussion: Our findings suggest that despite the muscle tissue degeneration, the myocontrol performance of the DMD individual was comparable to that of the healthy individuals in both DOFs and with both control approaches. It was also evident that PR control performed better for the 2-DOF tasks for both DMD and healthy participants, while DC performed better for the 1-DOF tasks. The insights gained from this study can lead to further developments for the intuitive multi-DOF myoelectric control of active hand exoskeletons for individuals with DMD. |
format | Online Article Text |
id | pubmed-10116050 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101160502023-04-21 Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study Nizamis, Kostas Ayvaz, Anıl Rijken, Noortje H. M. Koopman, Bart F. J. M. Sartori, Massimo Front Robot AI Robotics and AI Introduction: Duchenne muscular dystrophy (DMD) is a genetic disorder that induces progressive muscular degeneration. Currently, the increase in DMD individuals' life expectancy is not being matched by an increase in quality of life. The functioning of the hand and wrist is central for performing daily activities and for providing a higher degree of independence. Active exoskeletons can assist this functioning but require the accurate decoding of the users' motor intention. These methods have, however, never been systematically analyzed in the context of DMD. Methods: This case study evaluated direct control (DC) and pattern recognition (PR), combined with an admittance model. This enabled customization of myoelectric controllers to one DMD individual and to a control population of ten healthy participants during a target-reaching task in 1- and 2- degrees of freedom (DOF). We quantified real-time myocontrol performance using target reaching times and compared the differences between the healthy individuals and the DMD individual. Results and Discussion: Our findings suggest that despite the muscle tissue degeneration, the myocontrol performance of the DMD individual was comparable to that of the healthy individuals in both DOFs and with both control approaches. It was also evident that PR control performed better for the 2-DOF tasks for both DMD and healthy participants, while DC performed better for the 1-DOF tasks. The insights gained from this study can lead to further developments for the intuitive multi-DOF myoelectric control of active hand exoskeletons for individuals with DMD. Frontiers Media S.A. 2023-04-06 /pmc/articles/PMC10116050/ /pubmed/37090893 http://dx.doi.org/10.3389/frobt.2023.1100411 Text en Copyright © 2023 Nizamis, Ayvaz, Rijken, Koopman and Sartori. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Robotics and AI Nizamis, Kostas Ayvaz, Anıl Rijken, Noortje H. M. Koopman, Bart F. J. M. Sartori, Massimo Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study |
title | Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study |
title_full | Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study |
title_fullStr | Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study |
title_full_unstemmed | Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study |
title_short | Real-time myoelectric control of wrist/hand motion in Duchenne muscular dystrophy: A case study |
title_sort | real-time myoelectric control of wrist/hand motion in duchenne muscular dystrophy: a case study |
topic | Robotics and AI |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10116050/ https://www.ncbi.nlm.nih.gov/pubmed/37090893 http://dx.doi.org/10.3389/frobt.2023.1100411 |
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