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Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation

Studies on neural plasticity associated with brain–machine interface (BMI) exposure have primarily documented changes in single neuron activity, and largely in intact subjects. Here, we demonstrate significant changes in ensemble-level functional connectivity among primary motor cortical (MI) neuron...

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Autores principales: Balasubramanian, Karthikeyan, Vaidya, Mukta, Southerland, Joshua, Badreldin, Islam, Eleryan, Ahmed, Takahashi, Kazutaka, Qian, Kai, Slutzky, Marc W., Fagg, Andrew H., Oweiss, Karim, Hatsopoulos, Nicholas G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5703974/
https://www.ncbi.nlm.nih.gov/pubmed/29180616
http://dx.doi.org/10.1038/s41467-017-01909-2
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author Balasubramanian, Karthikeyan
Vaidya, Mukta
Southerland, Joshua
Badreldin, Islam
Eleryan, Ahmed
Takahashi, Kazutaka
Qian, Kai
Slutzky, Marc W.
Fagg, Andrew H.
Oweiss, Karim
Hatsopoulos, Nicholas G.
author_facet Balasubramanian, Karthikeyan
Vaidya, Mukta
Southerland, Joshua
Badreldin, Islam
Eleryan, Ahmed
Takahashi, Kazutaka
Qian, Kai
Slutzky, Marc W.
Fagg, Andrew H.
Oweiss, Karim
Hatsopoulos, Nicholas G.
author_sort Balasubramanian, Karthikeyan
collection PubMed
description Studies on neural plasticity associated with brain–machine interface (BMI) exposure have primarily documented changes in single neuron activity, and largely in intact subjects. Here, we demonstrate significant changes in ensemble-level functional connectivity among primary motor cortical (MI) neurons of chronically amputated monkeys exposed to control a multiple-degree-of-freedom robot arm. A multi-electrode array was implanted in M1 contralateral or ipsilateral to the amputation in three animals. Two clusters of stably recorded neurons were arbitrarily assigned to control reach and grasp movements, respectively. With exposure, network density increased in a nearly monotonic fashion in the contralateral monkeys, whereas the ipsilateral monkey pruned the existing network before re-forming a denser connectivity. Excitatory connections among neurons within a cluster were denser, whereas inhibitory connections were denser among neurons across the two clusters. These results indicate that cortical network connectivity can be modified with BMI learning, even among neurons that have been chronically de-efferented and de-afferented due to amputation.
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spelling pubmed-57039742017-11-30 Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation Balasubramanian, Karthikeyan Vaidya, Mukta Southerland, Joshua Badreldin, Islam Eleryan, Ahmed Takahashi, Kazutaka Qian, Kai Slutzky, Marc W. Fagg, Andrew H. Oweiss, Karim Hatsopoulos, Nicholas G. Nat Commun Article Studies on neural plasticity associated with brain–machine interface (BMI) exposure have primarily documented changes in single neuron activity, and largely in intact subjects. Here, we demonstrate significant changes in ensemble-level functional connectivity among primary motor cortical (MI) neurons of chronically amputated monkeys exposed to control a multiple-degree-of-freedom robot arm. A multi-electrode array was implanted in M1 contralateral or ipsilateral to the amputation in three animals. Two clusters of stably recorded neurons were arbitrarily assigned to control reach and grasp movements, respectively. With exposure, network density increased in a nearly monotonic fashion in the contralateral monkeys, whereas the ipsilateral monkey pruned the existing network before re-forming a denser connectivity. Excitatory connections among neurons within a cluster were denser, whereas inhibitory connections were denser among neurons across the two clusters. These results indicate that cortical network connectivity can be modified with BMI learning, even among neurons that have been chronically de-efferented and de-afferented due to amputation. Nature Publishing Group UK 2017-11-27 /pmc/articles/PMC5703974/ /pubmed/29180616 http://dx.doi.org/10.1038/s41467-017-01909-2 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Balasubramanian, Karthikeyan
Vaidya, Mukta
Southerland, Joshua
Badreldin, Islam
Eleryan, Ahmed
Takahashi, Kazutaka
Qian, Kai
Slutzky, Marc W.
Fagg, Andrew H.
Oweiss, Karim
Hatsopoulos, Nicholas G.
Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
title Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
title_full Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
title_fullStr Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
title_full_unstemmed Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
title_short Changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
title_sort changes in cortical network connectivity with long-term brain-machine interface exposure after chronic amputation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5703974/
https://www.ncbi.nlm.nih.gov/pubmed/29180616
http://dx.doi.org/10.1038/s41467-017-01909-2
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