Cargando…
The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia
BACKGROUND: Direct brain control of overground walking in those with paraplegia due to spinal cord injury (SCI) has not been achieved. Invasive brain-computer interfaces (BCIs) may provide a permanent solution to this problem by directly linking the brain to lower extremity prostheses. To justify th...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4581411/ https://www.ncbi.nlm.nih.gov/pubmed/26400061 http://dx.doi.org/10.1186/s12984-015-0068-7 |
_version_ | 1782391562301341696 |
---|---|
author | King, Christine E. Wang, Po T. McCrimmon, Colin M. Chou, Cathy CY Do, An H. Nenadic, Zoran |
author_facet | King, Christine E. Wang, Po T. McCrimmon, Colin M. Chou, Cathy CY Do, An H. Nenadic, Zoran |
author_sort | King, Christine E. |
collection | PubMed |
description | BACKGROUND: Direct brain control of overground walking in those with paraplegia due to spinal cord injury (SCI) has not been achieved. Invasive brain-computer interfaces (BCIs) may provide a permanent solution to this problem by directly linking the brain to lower extremity prostheses. To justify the pursuit of such invasive systems, the feasibility of BCI controlled overground walking should first be established in a noninvasive manner. To accomplish this goal, we developed an electroencephalogram (EEG)-based BCI to control a functional electrical stimulation (FES) system for overground walking and assessed its performance in an individual with paraplegia due to SCI. METHODS: An individual with SCI (T6 AIS B) was recruited for the study and was trained to operate an EEG-based BCI system using an attempted walking/idling control strategy. He also underwent muscle reconditioning to facilitate standing and overground walking with a commercial FES system. Subsequently, the BCI and FES systems were integrated and the participant engaged in several real-time walking tests using the BCI-FES system. This was done in both a suspended, off-the-ground condition, and an overground walking condition. BCI states, gyroscope, laser distance meter, and video recording data were used to assess the BCI performance. RESULTS: During the course of 19 weeks, the participant performed 30 real-time, BCI-FES controlled overground walking tests, and demonstrated the ability to purposefully operate the BCI-FES system by following verbal cues. Based on the comparison between the ground truth and decoded BCI states, he achieved information transfer rates >3 bit/s and correlations >0.9. No adverse events directly related to the study were observed. CONCLUSION: This proof-of-concept study demonstrates for the first time that restoring brain-controlled overground walking after paraplegia due to SCI is feasible. Further studies are warranted to establish the generalizability of these results in a population of individuals with paraplegia due to SCI. If this noninvasive system is successfully tested in population studies, the pursuit of permanent, invasive BCI walking prostheses may be justified. In addition, a simplified version of the current system may be explored as a noninvasive neurorehabilitative therapy in those with incomplete motor SCI. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12984-015-0068-7) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4581411 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-45814112015-09-25 The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia King, Christine E. Wang, Po T. McCrimmon, Colin M. Chou, Cathy CY Do, An H. Nenadic, Zoran J Neuroeng Rehabil Research BACKGROUND: Direct brain control of overground walking in those with paraplegia due to spinal cord injury (SCI) has not been achieved. Invasive brain-computer interfaces (BCIs) may provide a permanent solution to this problem by directly linking the brain to lower extremity prostheses. To justify the pursuit of such invasive systems, the feasibility of BCI controlled overground walking should first be established in a noninvasive manner. To accomplish this goal, we developed an electroencephalogram (EEG)-based BCI to control a functional electrical stimulation (FES) system for overground walking and assessed its performance in an individual with paraplegia due to SCI. METHODS: An individual with SCI (T6 AIS B) was recruited for the study and was trained to operate an EEG-based BCI system using an attempted walking/idling control strategy. He also underwent muscle reconditioning to facilitate standing and overground walking with a commercial FES system. Subsequently, the BCI and FES systems were integrated and the participant engaged in several real-time walking tests using the BCI-FES system. This was done in both a suspended, off-the-ground condition, and an overground walking condition. BCI states, gyroscope, laser distance meter, and video recording data were used to assess the BCI performance. RESULTS: During the course of 19 weeks, the participant performed 30 real-time, BCI-FES controlled overground walking tests, and demonstrated the ability to purposefully operate the BCI-FES system by following verbal cues. Based on the comparison between the ground truth and decoded BCI states, he achieved information transfer rates >3 bit/s and correlations >0.9. No adverse events directly related to the study were observed. CONCLUSION: This proof-of-concept study demonstrates for the first time that restoring brain-controlled overground walking after paraplegia due to SCI is feasible. Further studies are warranted to establish the generalizability of these results in a population of individuals with paraplegia due to SCI. If this noninvasive system is successfully tested in population studies, the pursuit of permanent, invasive BCI walking prostheses may be justified. In addition, a simplified version of the current system may be explored as a noninvasive neurorehabilitative therapy in those with incomplete motor SCI. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12984-015-0068-7) contains supplementary material, which is available to authorized users. BioMed Central 2015-09-24 /pmc/articles/PMC4581411/ /pubmed/26400061 http://dx.doi.org/10.1186/s12984-015-0068-7 Text en © King et al. 2015 https://creativecommons.org/licenses/by/4.0/ Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research King, Christine E. Wang, Po T. McCrimmon, Colin M. Chou, Cathy CY Do, An H. Nenadic, Zoran The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
title | The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
title_full | The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
title_fullStr | The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
title_full_unstemmed | The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
title_short | The feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
title_sort | feasibility of a brain-computer interface functional electrical stimulation system for the restoration of overground walking after paraplegia |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4581411/ https://www.ncbi.nlm.nih.gov/pubmed/26400061 http://dx.doi.org/10.1186/s12984-015-0068-7 |
work_keys_str_mv | AT kingchristinee thefeasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT wangpot thefeasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT mccrimmoncolinm thefeasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT choucathycy thefeasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT doanh thefeasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT nenadiczoran thefeasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT kingchristinee feasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT wangpot feasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT mccrimmoncolinm feasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT choucathycy feasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT doanh feasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia AT nenadiczoran feasibilityofabraincomputerinterfacefunctionalelectricalstimulationsystemfortherestorationofovergroundwalkingafterparaplegia |