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Brain Connectivity Changes During Bimanual and Rotated Motor Imagery
Motor imagery-based brain-computer interface (MI-BCI) currently represents a new trend in rehabilitation. However, individual differences in the responsive frequency bands and a poor understanding of the communication between the ipsilesional motor areas and other regions limit the use of MI-BCI the...
Formato: | Online Artículo Texto |
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Lenguaje: | English |
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IEEE
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9041539/ https://www.ncbi.nlm.nih.gov/pubmed/35492507 http://dx.doi.org/10.1109/JTEHM.2022.3167552 |
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collection | PubMed |
description | Motor imagery-based brain-computer interface (MI-BCI) currently represents a new trend in rehabilitation. However, individual differences in the responsive frequency bands and a poor understanding of the communication between the ipsilesional motor areas and other regions limit the use of MI-BCI therapy. Objective: Bimanual training has recently attracted attention as it achieves better outcomes as compared to repetitive one-handed training. This study compared the effects of three MI tasks with different visual feedback. Methods: Fourteen healthy subjects performed single hand motor imagery tasks while watching single static hand (traditional MI), single hand with rotation movement (rmMI), and bimanual coordination with a hand pedal exerciser (bcMI). Functional connectivity is estimated by Transfer Entropy (TE) analysis for brain information flow. Results: Brain connectivity of conducting three MI tasks showed that the bcMI demonstrated increased communications from the parietal to the bilateral prefrontal areas and increased contralateral connections between motor-related zones and spatial processing regions. Discussion/Conclusion: The results revealed bimanual coordination operation events increased spatial information and motor planning under the motor imagery task. And the proposed bimanual coordination MI-BCI (bcMI-BCI) can also achieve the effect of traditional motor imagery tasks and promotes more effective connections with different brain regions to better integrate motor-cortex functions for aiding the development of more effective MI-BCI therapy. Clinical and Translational Impact Statement The proposed bcMI-BCI provides more effective connections with different brain areas and integrates motor-cortex functions to promote motor imagery rehabilitation for patients’ impairment. |
format | Online Article Text |
id | pubmed-9041539 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | IEEE |
record_format | MEDLINE/PubMed |
spelling | pubmed-90415392022-04-28 Brain Connectivity Changes During Bimanual and Rotated Motor Imagery IEEE J Transl Eng Health Med Article Motor imagery-based brain-computer interface (MI-BCI) currently represents a new trend in rehabilitation. However, individual differences in the responsive frequency bands and a poor understanding of the communication between the ipsilesional motor areas and other regions limit the use of MI-BCI therapy. Objective: Bimanual training has recently attracted attention as it achieves better outcomes as compared to repetitive one-handed training. This study compared the effects of three MI tasks with different visual feedback. Methods: Fourteen healthy subjects performed single hand motor imagery tasks while watching single static hand (traditional MI), single hand with rotation movement (rmMI), and bimanual coordination with a hand pedal exerciser (bcMI). Functional connectivity is estimated by Transfer Entropy (TE) analysis for brain information flow. Results: Brain connectivity of conducting three MI tasks showed that the bcMI demonstrated increased communications from the parietal to the bilateral prefrontal areas and increased contralateral connections between motor-related zones and spatial processing regions. Discussion/Conclusion: The results revealed bimanual coordination operation events increased spatial information and motor planning under the motor imagery task. And the proposed bimanual coordination MI-BCI (bcMI-BCI) can also achieve the effect of traditional motor imagery tasks and promotes more effective connections with different brain regions to better integrate motor-cortex functions for aiding the development of more effective MI-BCI therapy. Clinical and Translational Impact Statement The proposed bcMI-BCI provides more effective connections with different brain areas and integrates motor-cortex functions to promote motor imagery rehabilitation for patients’ impairment. IEEE 2022-04-14 /pmc/articles/PMC9041539/ /pubmed/35492507 http://dx.doi.org/10.1109/JTEHM.2022.3167552 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Brain Connectivity Changes During Bimanual and Rotated Motor Imagery |
title | Brain Connectivity Changes During Bimanual and Rotated Motor Imagery |
title_full | Brain Connectivity Changes During Bimanual and Rotated Motor Imagery |
title_fullStr | Brain Connectivity Changes During Bimanual and Rotated Motor Imagery |
title_full_unstemmed | Brain Connectivity Changes During Bimanual and Rotated Motor Imagery |
title_short | Brain Connectivity Changes During Bimanual and Rotated Motor Imagery |
title_sort | brain connectivity changes during bimanual and rotated motor imagery |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9041539/ https://www.ncbi.nlm.nih.gov/pubmed/35492507 http://dx.doi.org/10.1109/JTEHM.2022.3167552 |
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