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The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance
Motor imagery-based brain-computer interface (MI-BCI) has been largely studied to improve motor learning and promote motor recovery. However, the difficulty in performing MI limits the widespread application of MI-BCI. It has been suggested that the usage of sensory threshold somatosensory electrica...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9247255/ https://www.ncbi.nlm.nih.gov/pubmed/35784856 http://dx.doi.org/10.3389/fnins.2022.909434 |
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author | Chen, Long Zhang, Lei Wang, Zhongpeng Gu, Bin Zhang, Xin Ming, Dong |
author_facet | Chen, Long Zhang, Lei Wang, Zhongpeng Gu, Bin Zhang, Xin Ming, Dong |
author_sort | Chen, Long |
collection | PubMed |
description | Motor imagery-based brain-computer interface (MI-BCI) has been largely studied to improve motor learning and promote motor recovery. However, the difficulty in performing MI limits the widespread application of MI-BCI. It has been suggested that the usage of sensory threshold somatosensory electrical stimulation (st-SES) is a promising way to guide participants on MI tasks, but it is still unclear whether st-SES is effective for all users. In the present study, we aimed to examine the effects of st-SES on the MI-BCI performance in two BCI groups (High Performers and Low Performers). Twenty healthy participants were recruited to perform MI and resting tasks with EEG recordings. These tasks were modulated with or without st-SES. We demonstrated that st-SES improved the performance of MI-BCI in the Low Performers, but led to a decrease in the accuracy of MI-BCI in the High Performers. Furthermore, for the Low Performers, the combination of st-SES and MI resulted in significantly greater event-related desynchronization (ERD) and sample entropy of sensorimotor rhythm than MI alone. However, the ERD and sample entropy values of MI did not change significantly during the st-SES intervention in the High Performers. Moreover, we found that st-SES had an effect on the functional connectivity of the fronto-parietal network in the alpha band of Low Performers and the beta band of High Performers, respectively. Our results demonstrated that somatosensory input based on st-SES was only beneficial for sensorimotor cortical activation and MI-BCI performance in the Low Performers, but not in the High Performers. These findings help to optimize guidance strategies to adapt to different categories of users in the practical application of MI-BCI. |
format | Online Article Text |
id | pubmed-9247255 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92472552022-07-02 The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance Chen, Long Zhang, Lei Wang, Zhongpeng Gu, Bin Zhang, Xin Ming, Dong Front Neurosci Neuroscience Motor imagery-based brain-computer interface (MI-BCI) has been largely studied to improve motor learning and promote motor recovery. However, the difficulty in performing MI limits the widespread application of MI-BCI. It has been suggested that the usage of sensory threshold somatosensory electrical stimulation (st-SES) is a promising way to guide participants on MI tasks, but it is still unclear whether st-SES is effective for all users. In the present study, we aimed to examine the effects of st-SES on the MI-BCI performance in two BCI groups (High Performers and Low Performers). Twenty healthy participants were recruited to perform MI and resting tasks with EEG recordings. These tasks were modulated with or without st-SES. We demonstrated that st-SES improved the performance of MI-BCI in the Low Performers, but led to a decrease in the accuracy of MI-BCI in the High Performers. Furthermore, for the Low Performers, the combination of st-SES and MI resulted in significantly greater event-related desynchronization (ERD) and sample entropy of sensorimotor rhythm than MI alone. However, the ERD and sample entropy values of MI did not change significantly during the st-SES intervention in the High Performers. Moreover, we found that st-SES had an effect on the functional connectivity of the fronto-parietal network in the alpha band of Low Performers and the beta band of High Performers, respectively. Our results demonstrated that somatosensory input based on st-SES was only beneficial for sensorimotor cortical activation and MI-BCI performance in the Low Performers, but not in the High Performers. These findings help to optimize guidance strategies to adapt to different categories of users in the practical application of MI-BCI. Frontiers Media S.A. 2022-06-17 /pmc/articles/PMC9247255/ /pubmed/35784856 http://dx.doi.org/10.3389/fnins.2022.909434 Text en Copyright © 2022 Chen, Zhang, Wang, Gu, Zhang and Ming. 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 | Neuroscience Chen, Long Zhang, Lei Wang, Zhongpeng Gu, Bin Zhang, Xin Ming, Dong The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance |
title | The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance |
title_full | The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance |
title_fullStr | The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance |
title_full_unstemmed | The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance |
title_short | The Effects of Sensory Threshold Somatosensory Electrical Stimulation on Users With Different MI-BCI Performance |
title_sort | effects of sensory threshold somatosensory electrical stimulation on users with different mi-bci performance |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9247255/ https://www.ncbi.nlm.nih.gov/pubmed/35784856 http://dx.doi.org/10.3389/fnins.2022.909434 |
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