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BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study
BACKGROUND: Perinatal stroke (PS) causes most hemiparetic cerebral palsy (CP) and results in lifelong disability. Children with severe hemiparesis have limited rehabilitation options. Brain computer interface- activated functional electrical stimulation (BCI-FES) of target muscles may enhance upper...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10063823/ https://www.ncbi.nlm.nih.gov/pubmed/37007682 http://dx.doi.org/10.3389/fnhum.2023.1006242 |
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author | Jadavji, Zeanna Kirton, Adam Metzler, Megan J. Zewdie, Ephrem |
author_facet | Jadavji, Zeanna Kirton, Adam Metzler, Megan J. Zewdie, Ephrem |
author_sort | Jadavji, Zeanna |
collection | PubMed |
description | BACKGROUND: Perinatal stroke (PS) causes most hemiparetic cerebral palsy (CP) and results in lifelong disability. Children with severe hemiparesis have limited rehabilitation options. Brain computer interface- activated functional electrical stimulation (BCI-FES) of target muscles may enhance upper extremity function in hemiparetic adults. We conducted a pilot clinical trial to assess the safety and feasibility of BCI-FES in children with hemiparetic CP. METHODS: Thirteen participants (mean age = 12.2 years, 31% female) were recruited from a population-based cohort. Inclusion criteria were: (1) MRI-confirmed PS, (2) disabling hemiparetic CP, (3) age 6–18 years, (4) informed consent/assent. Those with neurological comorbidities or unstable epilepsy were excluded. Participants attended two BCI sessions: training and rehabilitation. They wore an EEG-BCI headset and two forearm extensor stimulation electrodes. Participants’ imagination of wrist extension was classified on EEG, after which muscle stimulation and visual feedback were provided when the correct visualization was detected. RESULTS: No serious adverse events or dropouts occurred. The most common complaints were mild headache, headset discomfort and muscle fatigue. Children ranked the experience as comparable to a long car ride and none reported as unpleasant. Sessions lasted a mean of 87 min with 33 min of stimulation delivered. Mean classification accuracies were (M = 78.78%, SD = 9.97) for training and (M = 73.48, SD = 12.41) for rehabilitation. Mean Cohen’s Kappa across rehabilitation trials was M = 0.43, SD = 0.29, range = 0.019–1.00, suggesting BCI competency. CONCLUSION: Brain computer interface-FES was well -tolerated and feasible in children with hemiparesis. This paves the way for clinical trials to optimize approaches and test efficacy. |
format | Online Article Text |
id | pubmed-10063823 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100638232023-04-01 BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study Jadavji, Zeanna Kirton, Adam Metzler, Megan J. Zewdie, Ephrem Front Hum Neurosci Neuroscience BACKGROUND: Perinatal stroke (PS) causes most hemiparetic cerebral palsy (CP) and results in lifelong disability. Children with severe hemiparesis have limited rehabilitation options. Brain computer interface- activated functional electrical stimulation (BCI-FES) of target muscles may enhance upper extremity function in hemiparetic adults. We conducted a pilot clinical trial to assess the safety and feasibility of BCI-FES in children with hemiparetic CP. METHODS: Thirteen participants (mean age = 12.2 years, 31% female) were recruited from a population-based cohort. Inclusion criteria were: (1) MRI-confirmed PS, (2) disabling hemiparetic CP, (3) age 6–18 years, (4) informed consent/assent. Those with neurological comorbidities or unstable epilepsy were excluded. Participants attended two BCI sessions: training and rehabilitation. They wore an EEG-BCI headset and two forearm extensor stimulation electrodes. Participants’ imagination of wrist extension was classified on EEG, after which muscle stimulation and visual feedback were provided when the correct visualization was detected. RESULTS: No serious adverse events or dropouts occurred. The most common complaints were mild headache, headset discomfort and muscle fatigue. Children ranked the experience as comparable to a long car ride and none reported as unpleasant. Sessions lasted a mean of 87 min with 33 min of stimulation delivered. Mean classification accuracies were (M = 78.78%, SD = 9.97) for training and (M = 73.48, SD = 12.41) for rehabilitation. Mean Cohen’s Kappa across rehabilitation trials was M = 0.43, SD = 0.29, range = 0.019–1.00, suggesting BCI competency. CONCLUSION: Brain computer interface-FES was well -tolerated and feasible in children with hemiparesis. This paves the way for clinical trials to optimize approaches and test efficacy. Frontiers Media S.A. 2023-03-17 /pmc/articles/PMC10063823/ /pubmed/37007682 http://dx.doi.org/10.3389/fnhum.2023.1006242 Text en Copyright © 2023 Jadavji, Kirton, Metzler and Zewdie. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Jadavji, Zeanna Kirton, Adam Metzler, Megan J. Zewdie, Ephrem BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study |
title | BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study |
title_full | BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study |
title_fullStr | BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study |
title_full_unstemmed | BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study |
title_short | BCI-activated electrical stimulation in children with perinatal stroke and hemiparesis: A pilot study |
title_sort | bci-activated electrical stimulation in children with perinatal stroke and hemiparesis: a pilot study |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10063823/ https://www.ncbi.nlm.nih.gov/pubmed/37007682 http://dx.doi.org/10.3389/fnhum.2023.1006242 |
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