Cargando…
On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study
BACKGROUND: Regaining hand function is the top priority for people with tetraplegia, however access to specialised therapy outwith clinics is limited. Here we present a system for hand therapy based on brain-computer interface (BCI) which uses a consumer grade electroencephalography (EEG) device com...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7905902/ https://www.ncbi.nlm.nih.gov/pubmed/33632262 http://dx.doi.org/10.1186/s12984-021-00838-y |
_version_ | 1783655195237941248 |
---|---|
author | Zulauf-Czaja, Anna Al-Taleb, Manaf K. H. Purcell, Mariel Petric-Gray, Nina Cloughley, Jennifer Vuckovic, Aleksandra |
author_facet | Zulauf-Czaja, Anna Al-Taleb, Manaf K. H. Purcell, Mariel Petric-Gray, Nina Cloughley, Jennifer Vuckovic, Aleksandra |
author_sort | Zulauf-Czaja, Anna |
collection | PubMed |
description | BACKGROUND: Regaining hand function is the top priority for people with tetraplegia, however access to specialised therapy outwith clinics is limited. Here we present a system for hand therapy based on brain-computer interface (BCI) which uses a consumer grade electroencephalography (EEG) device combined with functional electrical stimulation (FES), and evaluate its usability among occupational therapists (OTs) and people with spinal cord injury (SCI) and their family members. METHODS: Users: Eight people with sub-acute SCI (6 M, 2F, age 55.4 ± 15.6) and their caregivers (3 M, 5F, age 45.3 ± 14.3); four OTs (4F, age 42.3 ± 9.8). User Activity: Researchers trained OTs; OTs subsequently taught caregivers to set up the system for the people with SCI to perform hand therapy. Hand therapy consisted of attempted movement (AM) of one hand to lower the power of EEG sensory-motor rhythm in the 8-12 Hz band and thereby activate FES which induced wrist flexion and extension. Technology: Consumer grade wearable EEG, multichannel FES, custom made BCI application. Location: Research space within hospital. Evaluation: donning times, BCI accuracy, BCI and FES parameter repeatability, questionnaires, focus groups and interviews. RESULTS: Effectiveness: The BCI accuracy was 70–90%. Efficiency: Median donning times decreased from 40.5 min for initial session to 27 min during last training session (N = 7), dropping to 14 min on the last self-managed session (N = 3). BCI and FES parameters were stable from session to session. Satisfaction: Mean satisfaction with the system among SCI users and caregivers was 3.68 ± 0.81 (max 5) as measured by QUEST questionnaire. Main facilitators for implementing BCI-FES technology were “seeing hand moving”, “doing something useful for the loved ones”, good level of computer literacy (people with SCI and caregivers), “active engagement in therapy” (OT), while main barriers were technical complexity of setup (all groups) and “lack of clinical evidence” (OT). CONCLUSION: BCI-FES has potential to be used as at home hand therapy by people with SCI or stroke, provided it is easy to use and support is provided. Transfer of knowledge of operating BCI is possible from researchers to therapists to users and caregivers. Trial registration Registered with NHS GG&C on December 6th 2017; clinicaltrials.gov reference number NCT03257982, url: https://clinicaltrials.gov/ct2/show/NCT03257982. |
format | Online Article Text |
id | pubmed-7905902 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-79059022021-02-26 On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study Zulauf-Czaja, Anna Al-Taleb, Manaf K. H. Purcell, Mariel Petric-Gray, Nina Cloughley, Jennifer Vuckovic, Aleksandra J Neuroeng Rehabil Research BACKGROUND: Regaining hand function is the top priority for people with tetraplegia, however access to specialised therapy outwith clinics is limited. Here we present a system for hand therapy based on brain-computer interface (BCI) which uses a consumer grade electroencephalography (EEG) device combined with functional electrical stimulation (FES), and evaluate its usability among occupational therapists (OTs) and people with spinal cord injury (SCI) and their family members. METHODS: Users: Eight people with sub-acute SCI (6 M, 2F, age 55.4 ± 15.6) and their caregivers (3 M, 5F, age 45.3 ± 14.3); four OTs (4F, age 42.3 ± 9.8). User Activity: Researchers trained OTs; OTs subsequently taught caregivers to set up the system for the people with SCI to perform hand therapy. Hand therapy consisted of attempted movement (AM) of one hand to lower the power of EEG sensory-motor rhythm in the 8-12 Hz band and thereby activate FES which induced wrist flexion and extension. Technology: Consumer grade wearable EEG, multichannel FES, custom made BCI application. Location: Research space within hospital. Evaluation: donning times, BCI accuracy, BCI and FES parameter repeatability, questionnaires, focus groups and interviews. RESULTS: Effectiveness: The BCI accuracy was 70–90%. Efficiency: Median donning times decreased from 40.5 min for initial session to 27 min during last training session (N = 7), dropping to 14 min on the last self-managed session (N = 3). BCI and FES parameters were stable from session to session. Satisfaction: Mean satisfaction with the system among SCI users and caregivers was 3.68 ± 0.81 (max 5) as measured by QUEST questionnaire. Main facilitators for implementing BCI-FES technology were “seeing hand moving”, “doing something useful for the loved ones”, good level of computer literacy (people with SCI and caregivers), “active engagement in therapy” (OT), while main barriers were technical complexity of setup (all groups) and “lack of clinical evidence” (OT). CONCLUSION: BCI-FES has potential to be used as at home hand therapy by people with SCI or stroke, provided it is easy to use and support is provided. Transfer of knowledge of operating BCI is possible from researchers to therapists to users and caregivers. Trial registration Registered with NHS GG&C on December 6th 2017; clinicaltrials.gov reference number NCT03257982, url: https://clinicaltrials.gov/ct2/show/NCT03257982. BioMed Central 2021-02-25 /pmc/articles/PMC7905902/ /pubmed/33632262 http://dx.doi.org/10.1186/s12984-021-00838-y Text en © The Author(s) 2021 Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Zulauf-Czaja, Anna Al-Taleb, Manaf K. H. Purcell, Mariel Petric-Gray, Nina Cloughley, Jennifer Vuckovic, Aleksandra On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study |
title | On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study |
title_full | On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study |
title_fullStr | On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study |
title_full_unstemmed | On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study |
title_short | On the way home: a BCI-FES hand therapy self-managed by sub-acute SCI participants and their caregivers: a usability study |
title_sort | on the way home: a bci-fes hand therapy self-managed by sub-acute sci participants and their caregivers: a usability study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7905902/ https://www.ncbi.nlm.nih.gov/pubmed/33632262 http://dx.doi.org/10.1186/s12984-021-00838-y |
work_keys_str_mv | AT zulaufczajaanna onthewayhomeabcifeshandtherapyselfmanagedbysubacutesciparticipantsandtheircaregiversausabilitystudy AT altalebmanafkh onthewayhomeabcifeshandtherapyselfmanagedbysubacutesciparticipantsandtheircaregiversausabilitystudy AT purcellmariel onthewayhomeabcifeshandtherapyselfmanagedbysubacutesciparticipantsandtheircaregiversausabilitystudy AT petricgraynina onthewayhomeabcifeshandtherapyselfmanagedbysubacutesciparticipantsandtheircaregiversausabilitystudy AT cloughleyjennifer onthewayhomeabcifeshandtherapyselfmanagedbysubacutesciparticipantsandtheircaregiversausabilitystudy AT vuckovicaleksandra onthewayhomeabcifeshandtherapyselfmanagedbysubacutesciparticipantsandtheircaregiversausabilitystudy |