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Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements

Brain-machine interfaces (BMIs) that decode movement intentions should ignore neural modulation sources distinct from the intended command. However, neurophysiology and control theory suggest that motor cortex reflects the motor effector’s position, which could be a nuisance variable. We investigate...

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Autores principales: Stavisky, Sergey D., Kao, Jonathan C., Nuyujukian, Paul, Pandarinath, Chethan, Blabe, Christine, Ryu, Stephen I., Hochberg, Leigh R., Henderson, Jaimie M., Shenoy, Krishna V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6218537/
https://www.ncbi.nlm.nih.gov/pubmed/30397281
http://dx.doi.org/10.1038/s41598-018-34711-1
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author Stavisky, Sergey D.
Kao, Jonathan C.
Nuyujukian, Paul
Pandarinath, Chethan
Blabe, Christine
Ryu, Stephen I.
Hochberg, Leigh R.
Henderson, Jaimie M.
Shenoy, Krishna V.
author_facet Stavisky, Sergey D.
Kao, Jonathan C.
Nuyujukian, Paul
Pandarinath, Chethan
Blabe, Christine
Ryu, Stephen I.
Hochberg, Leigh R.
Henderson, Jaimie M.
Shenoy, Krishna V.
author_sort Stavisky, Sergey D.
collection PubMed
description Brain-machine interfaces (BMIs) that decode movement intentions should ignore neural modulation sources distinct from the intended command. However, neurophysiology and control theory suggest that motor cortex reflects the motor effector’s position, which could be a nuisance variable. We investigated motor cortical correlates of BMI cursor position with or without concurrent arm movement. We show in two monkeys that subtracting away estimated neural correlates of position improves online BMI performance only if the animals were allowed to move their arm. To understand why, we compared the neural variance attributable to cursor position when the same task was performed using arm reaching, versus arms-restrained BMI use. Firing rates correlated with both BMI cursor and hand positions, but hand positional effects were greater. To examine whether BMI position influences decoding in people with paralysis, we analyzed data from two intracortical BMI clinical trial participants and performed an online decoder comparison in one participant. We found only small motor cortical correlates, which did not affect performance. These results suggest that arm movement and proprioception are the major contributors to position-related motor cortical correlates. Cursor position visual feedback is therefore unlikely to affect the performance of BMI-driven prosthetic systems being developed for people with paralysis.
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spelling pubmed-62185372018-11-07 Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements Stavisky, Sergey D. Kao, Jonathan C. Nuyujukian, Paul Pandarinath, Chethan Blabe, Christine Ryu, Stephen I. Hochberg, Leigh R. Henderson, Jaimie M. Shenoy, Krishna V. Sci Rep Article Brain-machine interfaces (BMIs) that decode movement intentions should ignore neural modulation sources distinct from the intended command. However, neurophysiology and control theory suggest that motor cortex reflects the motor effector’s position, which could be a nuisance variable. We investigated motor cortical correlates of BMI cursor position with or without concurrent arm movement. We show in two monkeys that subtracting away estimated neural correlates of position improves online BMI performance only if the animals were allowed to move their arm. To understand why, we compared the neural variance attributable to cursor position when the same task was performed using arm reaching, versus arms-restrained BMI use. Firing rates correlated with both BMI cursor and hand positions, but hand positional effects were greater. To examine whether BMI position influences decoding in people with paralysis, we analyzed data from two intracortical BMI clinical trial participants and performed an online decoder comparison in one participant. We found only small motor cortical correlates, which did not affect performance. These results suggest that arm movement and proprioception are the major contributors to position-related motor cortical correlates. Cursor position visual feedback is therefore unlikely to affect the performance of BMI-driven prosthetic systems being developed for people with paralysis. Nature Publishing Group UK 2018-11-05 /pmc/articles/PMC6218537/ /pubmed/30397281 http://dx.doi.org/10.1038/s41598-018-34711-1 Text en © The Author(s) 2018 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
Stavisky, Sergey D.
Kao, Jonathan C.
Nuyujukian, Paul
Pandarinath, Chethan
Blabe, Christine
Ryu, Stephen I.
Hochberg, Leigh R.
Henderson, Jaimie M.
Shenoy, Krishna V.
Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
title Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
title_full Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
title_fullStr Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
title_full_unstemmed Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
title_short Brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
title_sort brain-machine interface cursor position only weakly affects monkey and human motor cortical activity in the absence of arm movements
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6218537/
https://www.ncbi.nlm.nih.gov/pubmed/30397281
http://dx.doi.org/10.1038/s41598-018-34711-1
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