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Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients
BACKGROUND: Functional changes after spinal cord injury (SCI) are related to changes in cortical plasticity. These changes can be measured with electroencephalography (EEG) and has potential to be used as a clinical biomarker. METHOD: In this longitudinal study participants underwent a total of 30 s...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8062968/ https://www.ncbi.nlm.nih.gov/pubmed/33897390 http://dx.doi.org/10.3389/fnhum.2021.548558 |
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author | Simis, Marcel Doruk Camsari, Deniz Imamura, Marta Filippo, Thais Raquel Martins Rubio De Souza, Daniel Battistella, Linamara Rizzo Fregni, Felipe |
author_facet | Simis, Marcel Doruk Camsari, Deniz Imamura, Marta Filippo, Thais Raquel Martins Rubio De Souza, Daniel Battistella, Linamara Rizzo Fregni, Felipe |
author_sort | Simis, Marcel |
collection | PubMed |
description | BACKGROUND: Functional changes after spinal cord injury (SCI) are related to changes in cortical plasticity. These changes can be measured with electroencephalography (EEG) and has potential to be used as a clinical biomarker. METHOD: In this longitudinal study participants underwent a total of 30 sessions of robotic-assisted gait training (RAGT) over a course of 6 weeks. The duration of each session was 30 min. Resting state EEG was recorded before and after 30-session rehabilitation therapy. To measure gait, we used the Walking Index for Spinal Cord Injury Scale, 10-Meter- Walking Test, Timed-Up-and-Go, and 6-Min-Walking Test. Balance was measured using Berg Balance Scale. RESULTS: Fifteen participants with incomplete SCI who had AIS C or D injuries based on American Spinal Cord Injury Association Impairment Scale classification were included in this study. Mean age was 35.7 years (range 17–51) and the mean time since injury was 17.08 (range 4–37) months. All participants showed clinical improvement with the rehabilitation program. EEG data revealed that high beta EEG activity in the central area had a negative correlation with gait (p = 0.049; β coefficient: −0.351; and adj-R(2): 0.23) and balance (p = 0.043; β coefficient: −0.158; and adj-R(2):0.24) measured at baseline, in a way that greater high beta EEG power was related to worse clinical function at baseline. Moreover, improvement in gait and balance had negative correlations with the change in alpha/theta ratio in the parietal area (Gait: p = 0.049; β coefficient: −0.351; adj-R(2): 0.23; Balance: p = 0.043; β coefficient: −0.158; and adj-R(2): 0.24). CONCLUSION: In SCI, functional impairment and subsequent improvement following rehabilitation therapy with RAGT correlated with the change in cortical activity measured by EEG. Our results suggest that EEG alpha/theta ratio may be a potential surrogate marker of functional improvement during rehabilitation. Future studies are necessary to improve and validate these findings as a neurophysiological biomarker for SCI rehabilitation. |
format | Online Article Text |
id | pubmed-8062968 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80629682021-04-24 Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients Simis, Marcel Doruk Camsari, Deniz Imamura, Marta Filippo, Thais Raquel Martins Rubio De Souza, Daniel Battistella, Linamara Rizzo Fregni, Felipe Front Hum Neurosci Neuroscience BACKGROUND: Functional changes after spinal cord injury (SCI) are related to changes in cortical plasticity. These changes can be measured with electroencephalography (EEG) and has potential to be used as a clinical biomarker. METHOD: In this longitudinal study participants underwent a total of 30 sessions of robotic-assisted gait training (RAGT) over a course of 6 weeks. The duration of each session was 30 min. Resting state EEG was recorded before and after 30-session rehabilitation therapy. To measure gait, we used the Walking Index for Spinal Cord Injury Scale, 10-Meter- Walking Test, Timed-Up-and-Go, and 6-Min-Walking Test. Balance was measured using Berg Balance Scale. RESULTS: Fifteen participants with incomplete SCI who had AIS C or D injuries based on American Spinal Cord Injury Association Impairment Scale classification were included in this study. Mean age was 35.7 years (range 17–51) and the mean time since injury was 17.08 (range 4–37) months. All participants showed clinical improvement with the rehabilitation program. EEG data revealed that high beta EEG activity in the central area had a negative correlation with gait (p = 0.049; β coefficient: −0.351; and adj-R(2): 0.23) and balance (p = 0.043; β coefficient: −0.158; and adj-R(2):0.24) measured at baseline, in a way that greater high beta EEG power was related to worse clinical function at baseline. Moreover, improvement in gait and balance had negative correlations with the change in alpha/theta ratio in the parietal area (Gait: p = 0.049; β coefficient: −0.351; adj-R(2): 0.23; Balance: p = 0.043; β coefficient: −0.158; and adj-R(2): 0.24). CONCLUSION: In SCI, functional impairment and subsequent improvement following rehabilitation therapy with RAGT correlated with the change in cortical activity measured by EEG. Our results suggest that EEG alpha/theta ratio may be a potential surrogate marker of functional improvement during rehabilitation. Future studies are necessary to improve and validate these findings as a neurophysiological biomarker for SCI rehabilitation. Frontiers Media S.A. 2021-04-09 /pmc/articles/PMC8062968/ /pubmed/33897390 http://dx.doi.org/10.3389/fnhum.2021.548558 Text en Copyright © 2021 Simis, Doruk Camsari, Imamura, Filippo, Rubio De Souza, Battistella and Fregni. 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 Simis, Marcel Doruk Camsari, Deniz Imamura, Marta Filippo, Thais Raquel Martins Rubio De Souza, Daniel Battistella, Linamara Rizzo Fregni, Felipe Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients |
title | Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients |
title_full | Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients |
title_fullStr | Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients |
title_full_unstemmed | Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients |
title_short | Electroencephalography as a Biomarker for Functional Recovery in Spinal Cord Injury Patients |
title_sort | electroencephalography as a biomarker for functional recovery in spinal cord injury patients |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8062968/ https://www.ncbi.nlm.nih.gov/pubmed/33897390 http://dx.doi.org/10.3389/fnhum.2021.548558 |
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