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Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury
Loss of hand function after cervical spinal cord injury severely impairs functional independence. We describe a method for restoring volitional control of hand grasp in one 21-year-old male subject with complete cervical quadriplegia (C5 American Spinal Injury Association Impairment Scale A) using a...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8637800/ https://www.ncbi.nlm.nih.gov/pubmed/34870202 http://dx.doi.org/10.1093/braincomms/fcab248 |
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author | Cajigas, Iahn Davis, Kevin C Meschede-Krasa, Benyamin Prins, Noeline W Gallo, Sebastian Naeem, Jasim Ahmad Palermo, Anne Wilson, Audrey Guerra, Santiago Parks, Brandon A Zimmerman, Lauren Gant, Katie Levi, Allan D Dietrich, W Dalton Fisher, Letitia Vanni, Steven Tauber, John Michael Garwood, Indie C Abel, John H Brown, Emery N Ivan, Michael E Prasad, Abhishek Jagid, Jonathan |
author_facet | Cajigas, Iahn Davis, Kevin C Meschede-Krasa, Benyamin Prins, Noeline W Gallo, Sebastian Naeem, Jasim Ahmad Palermo, Anne Wilson, Audrey Guerra, Santiago Parks, Brandon A Zimmerman, Lauren Gant, Katie Levi, Allan D Dietrich, W Dalton Fisher, Letitia Vanni, Steven Tauber, John Michael Garwood, Indie C Abel, John H Brown, Emery N Ivan, Michael E Prasad, Abhishek Jagid, Jonathan |
author_sort | Cajigas, Iahn |
collection | PubMed |
description | Loss of hand function after cervical spinal cord injury severely impairs functional independence. We describe a method for restoring volitional control of hand grasp in one 21-year-old male subject with complete cervical quadriplegia (C5 American Spinal Injury Association Impairment Scale A) using a portable fully implanted brain–computer interface within the home environment. The brain–computer interface consists of subdural surface electrodes placed over the dominant-hand motor cortex and connects to a transmitter implanted subcutaneously below the clavicle, which allows continuous reading of the electrocorticographic activity. Movement-intent was used to trigger functional electrical stimulation of the dominant hand during an initial 29-weeks laboratory study and subsequently via a mechanical hand orthosis during in-home use. Movement-intent information could be decoded consistently throughout the 29-weeks in-laboratory study with a mean accuracy of 89.0% (range 78–93.3%). Improvements were observed in both the speed and accuracy of various upper extremity tasks, including lifting small objects and transferring objects to specific targets. At-home decoding accuracy during open-loop trials reached an accuracy of 91.3% (range 80–98.95%) and an accuracy of 88.3% (range 77.6–95.5%) during closed-loop trials. Importantly, the temporal stability of both the functional outcomes and decoder metrics were not explored in this study. A fully implanted brain–computer interface can be safely used to reliably decode movement-intent from motor cortex, allowing for accurate volitional control of hand grasp. |
format | Online Article Text |
id | pubmed-8637800 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-86378002021-12-03 Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury Cajigas, Iahn Davis, Kevin C Meschede-Krasa, Benyamin Prins, Noeline W Gallo, Sebastian Naeem, Jasim Ahmad Palermo, Anne Wilson, Audrey Guerra, Santiago Parks, Brandon A Zimmerman, Lauren Gant, Katie Levi, Allan D Dietrich, W Dalton Fisher, Letitia Vanni, Steven Tauber, John Michael Garwood, Indie C Abel, John H Brown, Emery N Ivan, Michael E Prasad, Abhishek Jagid, Jonathan Brain Commun Original Article Loss of hand function after cervical spinal cord injury severely impairs functional independence. We describe a method for restoring volitional control of hand grasp in one 21-year-old male subject with complete cervical quadriplegia (C5 American Spinal Injury Association Impairment Scale A) using a portable fully implanted brain–computer interface within the home environment. The brain–computer interface consists of subdural surface electrodes placed over the dominant-hand motor cortex and connects to a transmitter implanted subcutaneously below the clavicle, which allows continuous reading of the electrocorticographic activity. Movement-intent was used to trigger functional electrical stimulation of the dominant hand during an initial 29-weeks laboratory study and subsequently via a mechanical hand orthosis during in-home use. Movement-intent information could be decoded consistently throughout the 29-weeks in-laboratory study with a mean accuracy of 89.0% (range 78–93.3%). Improvements were observed in both the speed and accuracy of various upper extremity tasks, including lifting small objects and transferring objects to specific targets. At-home decoding accuracy during open-loop trials reached an accuracy of 91.3% (range 80–98.95%) and an accuracy of 88.3% (range 77.6–95.5%) during closed-loop trials. Importantly, the temporal stability of both the functional outcomes and decoder metrics were not explored in this study. A fully implanted brain–computer interface can be safely used to reliably decode movement-intent from motor cortex, allowing for accurate volitional control of hand grasp. Oxford University Press 2021-10-21 /pmc/articles/PMC8637800/ /pubmed/34870202 http://dx.doi.org/10.1093/braincomms/fcab248 Text en © The Author(s) (2021). Published by Oxford University Press on behalf of the Guarantors of Brain. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Original Article Cajigas, Iahn Davis, Kevin C Meschede-Krasa, Benyamin Prins, Noeline W Gallo, Sebastian Naeem, Jasim Ahmad Palermo, Anne Wilson, Audrey Guerra, Santiago Parks, Brandon A Zimmerman, Lauren Gant, Katie Levi, Allan D Dietrich, W Dalton Fisher, Letitia Vanni, Steven Tauber, John Michael Garwood, Indie C Abel, John H Brown, Emery N Ivan, Michael E Prasad, Abhishek Jagid, Jonathan Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
title | Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
title_full | Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
title_fullStr | Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
title_full_unstemmed | Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
title_short | Implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
title_sort | implantable brain–computer interface for neuroprosthetic-enabled volitional hand grasp restoration in spinal cord injury |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8637800/ https://www.ncbi.nlm.nih.gov/pubmed/34870202 http://dx.doi.org/10.1093/braincomms/fcab248 |
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