Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Long, Zhang, Lei, Wang, Zhongpeng, Gu, Bin, Zhang, Xin, Ming, Dong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
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
_version_ 1784739118268284928
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
work_keys_str_mv AT chenlong theeffectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT zhanglei theeffectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT wangzhongpeng theeffectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT gubin theeffectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT zhangxin theeffectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT mingdong theeffectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT chenlong effectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT zhanglei effectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT wangzhongpeng effectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT gubin effectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT zhangxin effectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance
AT mingdong effectsofsensorythresholdsomatosensoryelectricalstimulationonuserswithdifferentmibciperformance