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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...

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Autores principales: Nizamis, Kostas, Ayvaz, Anıl, Rijken, Noortje H. M., Koopman, Bart F. J. M., Sartori, Massimo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
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.
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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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