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Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA)
The dynamic nature of movement and muscle activation emphasizes the importance of a sound experimental design. To ensure that an experiment determines what we intend, the design must be carefully evaluated. Before analyzing data, it is imperative to limit the number of outliers, biases, and skewness...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10569523/ https://www.ncbi.nlm.nih.gov/pubmed/37824570 http://dx.doi.org/10.1371/journal.pone.0292807 |
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author | Torell, Frida |
author_facet | Torell, Frida |
author_sort | Torell, Frida |
collection | PubMed |
description | The dynamic nature of movement and muscle activation emphasizes the importance of a sound experimental design. To ensure that an experiment determines what we intend, the design must be carefully evaluated. Before analyzing data, it is imperative to limit the number of outliers, biases, and skewness. In the present study, a simple center-out experiment was performed by 16 healthy volunteers. The experiment included three load conditions, two preparatory delays, two perturbations, and four targets placed along a diagonal path on a 2D plane. While the participants performed the tasks, the activity of seven arm muscles were monitored using surface electromyography (EMG). Principal component analysis (PCA) was used to evaluate the study design, identify muscle synergies, and assess the effects of individual quirks. With PCA, we can identify the trials that trigger stretch reflexes and pinpoint muscle synergies. The posterior deltoid, triceps long head, and brachioradialis were engaged when targets were in the direction of muscle shortening and the perturbation was applied in the opposite direction. Similarly, the pectoralis and anterior deltoid were engaged when the targets were in the direction of muscle shortening and the perturbation was applied in the opposite direction. The stretch reflexes were not triggered when the perturbation brought the hand in the direction of, or into the target, except if the muscle was pre-loaded. The use of PCA was also proven valuable when evaluating participant performance. While individual quirks are to be expected, failure to perform trials as expected can adversely affect the study results. |
format | Online Article Text |
id | pubmed-10569523 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-105695232023-10-13 Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) Torell, Frida PLoS One Research Article The dynamic nature of movement and muscle activation emphasizes the importance of a sound experimental design. To ensure that an experiment determines what we intend, the design must be carefully evaluated. Before analyzing data, it is imperative to limit the number of outliers, biases, and skewness. In the present study, a simple center-out experiment was performed by 16 healthy volunteers. The experiment included three load conditions, two preparatory delays, two perturbations, and four targets placed along a diagonal path on a 2D plane. While the participants performed the tasks, the activity of seven arm muscles were monitored using surface electromyography (EMG). Principal component analysis (PCA) was used to evaluate the study design, identify muscle synergies, and assess the effects of individual quirks. With PCA, we can identify the trials that trigger stretch reflexes and pinpoint muscle synergies. The posterior deltoid, triceps long head, and brachioradialis were engaged when targets were in the direction of muscle shortening and the perturbation was applied in the opposite direction. Similarly, the pectoralis and anterior deltoid were engaged when the targets were in the direction of muscle shortening and the perturbation was applied in the opposite direction. The stretch reflexes were not triggered when the perturbation brought the hand in the direction of, or into the target, except if the muscle was pre-loaded. The use of PCA was also proven valuable when evaluating participant performance. While individual quirks are to be expected, failure to perform trials as expected can adversely affect the study results. Public Library of Science 2023-10-12 /pmc/articles/PMC10569523/ /pubmed/37824570 http://dx.doi.org/10.1371/journal.pone.0292807 Text en © 2023 Frida Torell https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Torell, Frida Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) |
title | Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) |
title_full | Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) |
title_fullStr | Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) |
title_full_unstemmed | Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) |
title_short | Evaluation of stretch reflex synergies in the upper limb using principal component analysis (PCA) |
title_sort | evaluation of stretch reflex synergies in the upper limb using principal component analysis (pca) |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10569523/ https://www.ncbi.nlm.nih.gov/pubmed/37824570 http://dx.doi.org/10.1371/journal.pone.0292807 |
work_keys_str_mv | AT torellfrida evaluationofstretchreflexsynergiesintheupperlimbusingprincipalcomponentanalysispca |