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Independent Mobility Achieved through a Wireless Brain-Machine Interface

Individuals with tetraplegia lack independent mobility, making them highly dependent on others to move from one place to another. Here, we describe how two macaques were able to use a wireless integrated system to control a robotic platform, over which they were sitting, to achieve independent mobil...

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Detalles Bibliográficos
Autores principales: Libedinsky, Camilo, So, Rosa, Xu, Zhiming, Kyar, Toe K., Ho, Duncun, Lim, Clement, Chan, Louiza, Chua, Yuanwei, Yao, Lei, Cheong, Jia Hao, Lee, Jung Hyup, Vishal, Kulkarni Vinayak, Guo, Yongxin, Chen, Zhi Ning, Lim, Lay K., Li, Peng, Liu, Lei, Zou, Xiaodan, Ang, Kai K., Gao, Yuan, Ng, Wai Hoe, Han, Boon Siew, Chng, Keefe, Guan, Cuntai, Je, Minkyu, Yen, Shih-Cheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5089763/
https://www.ncbi.nlm.nih.gov/pubmed/27802344
http://dx.doi.org/10.1371/journal.pone.0165773
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author Libedinsky, Camilo
So, Rosa
Xu, Zhiming
Kyar, Toe K.
Ho, Duncun
Lim, Clement
Chan, Louiza
Chua, Yuanwei
Yao, Lei
Cheong, Jia Hao
Lee, Jung Hyup
Vishal, Kulkarni Vinayak
Guo, Yongxin
Chen, Zhi Ning
Lim, Lay K.
Li, Peng
Liu, Lei
Zou, Xiaodan
Ang, Kai K.
Gao, Yuan
Ng, Wai Hoe
Han, Boon Siew
Chng, Keefe
Guan, Cuntai
Je, Minkyu
Yen, Shih-Cheng
author_facet Libedinsky, Camilo
So, Rosa
Xu, Zhiming
Kyar, Toe K.
Ho, Duncun
Lim, Clement
Chan, Louiza
Chua, Yuanwei
Yao, Lei
Cheong, Jia Hao
Lee, Jung Hyup
Vishal, Kulkarni Vinayak
Guo, Yongxin
Chen, Zhi Ning
Lim, Lay K.
Li, Peng
Liu, Lei
Zou, Xiaodan
Ang, Kai K.
Gao, Yuan
Ng, Wai Hoe
Han, Boon Siew
Chng, Keefe
Guan, Cuntai
Je, Minkyu
Yen, Shih-Cheng
author_sort Libedinsky, Camilo
collection PubMed
description Individuals with tetraplegia lack independent mobility, making them highly dependent on others to move from one place to another. Here, we describe how two macaques were able to use a wireless integrated system to control a robotic platform, over which they were sitting, to achieve independent mobility using the neuronal activity in their motor cortices. The activity of populations of single neurons was recorded using multiple electrode arrays implanted in the arm region of primary motor cortex, and decoded to achieve brain control of the platform. We found that free-running brain control of the platform (which was not equipped with any machine intelligence) was fast and accurate, resembling the performance achieved using joystick control. The decoding algorithms can be trained in the absence of joystick movements, as would be required for use by tetraplegic individuals, demonstrating that the non-human primate model is a good pre-clinical model for developing such a cortically-controlled movement prosthetic. Interestingly, we found that the response properties of some neurons differed greatly depending on the mode of control (joystick or brain control), suggesting different roles for these neurons in encoding movement intention and movement execution. These results demonstrate that independent mobility can be achieved without first training on prescribed motor movements, opening the door for the implementation of this technology in persons with tetraplegia.
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spelling pubmed-50897632016-11-15 Independent Mobility Achieved through a Wireless Brain-Machine Interface Libedinsky, Camilo So, Rosa Xu, Zhiming Kyar, Toe K. Ho, Duncun Lim, Clement Chan, Louiza Chua, Yuanwei Yao, Lei Cheong, Jia Hao Lee, Jung Hyup Vishal, Kulkarni Vinayak Guo, Yongxin Chen, Zhi Ning Lim, Lay K. Li, Peng Liu, Lei Zou, Xiaodan Ang, Kai K. Gao, Yuan Ng, Wai Hoe Han, Boon Siew Chng, Keefe Guan, Cuntai Je, Minkyu Yen, Shih-Cheng PLoS One Research Article Individuals with tetraplegia lack independent mobility, making them highly dependent on others to move from one place to another. Here, we describe how two macaques were able to use a wireless integrated system to control a robotic platform, over which they were sitting, to achieve independent mobility using the neuronal activity in their motor cortices. The activity of populations of single neurons was recorded using multiple electrode arrays implanted in the arm region of primary motor cortex, and decoded to achieve brain control of the platform. We found that free-running brain control of the platform (which was not equipped with any machine intelligence) was fast and accurate, resembling the performance achieved using joystick control. The decoding algorithms can be trained in the absence of joystick movements, as would be required for use by tetraplegic individuals, demonstrating that the non-human primate model is a good pre-clinical model for developing such a cortically-controlled movement prosthetic. Interestingly, we found that the response properties of some neurons differed greatly depending on the mode of control (joystick or brain control), suggesting different roles for these neurons in encoding movement intention and movement execution. These results demonstrate that independent mobility can be achieved without first training on prescribed motor movements, opening the door for the implementation of this technology in persons with tetraplegia. Public Library of Science 2016-11-01 /pmc/articles/PMC5089763/ /pubmed/27802344 http://dx.doi.org/10.1371/journal.pone.0165773 Text en © 2016 Libedinsky et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Libedinsky, Camilo
So, Rosa
Xu, Zhiming
Kyar, Toe K.
Ho, Duncun
Lim, Clement
Chan, Louiza
Chua, Yuanwei
Yao, Lei
Cheong, Jia Hao
Lee, Jung Hyup
Vishal, Kulkarni Vinayak
Guo, Yongxin
Chen, Zhi Ning
Lim, Lay K.
Li, Peng
Liu, Lei
Zou, Xiaodan
Ang, Kai K.
Gao, Yuan
Ng, Wai Hoe
Han, Boon Siew
Chng, Keefe
Guan, Cuntai
Je, Minkyu
Yen, Shih-Cheng
Independent Mobility Achieved through a Wireless Brain-Machine Interface
title Independent Mobility Achieved through a Wireless Brain-Machine Interface
title_full Independent Mobility Achieved through a Wireless Brain-Machine Interface
title_fullStr Independent Mobility Achieved through a Wireless Brain-Machine Interface
title_full_unstemmed Independent Mobility Achieved through a Wireless Brain-Machine Interface
title_short Independent Mobility Achieved through a Wireless Brain-Machine Interface
title_sort independent mobility achieved through a wireless brain-machine interface
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5089763/
https://www.ncbi.nlm.nih.gov/pubmed/27802344
http://dx.doi.org/10.1371/journal.pone.0165773
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