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Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway

BACKGROUND: Mild Traumatic Brain Injury (mTBI) has been identified as a major public and military health concern both in the United States and worldwide. Characterizing the effects of mTBI on postural sway could be an important tool for assessing recovery from the injury. METHODOLOGY/PRINCIPAL FINDI...

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Autores principales: Gao, Jianbo, Hu, Jing, Buckley, Thomas, White, Keith, Hass, Chris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3170368/
https://www.ncbi.nlm.nih.gov/pubmed/21931720
http://dx.doi.org/10.1371/journal.pone.0024446
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author Gao, Jianbo
Hu, Jing
Buckley, Thomas
White, Keith
Hass, Chris
author_facet Gao, Jianbo
Hu, Jing
Buckley, Thomas
White, Keith
Hass, Chris
author_sort Gao, Jianbo
collection PubMed
description BACKGROUND: Mild Traumatic Brain Injury (mTBI) has been identified as a major public and military health concern both in the United States and worldwide. Characterizing the effects of mTBI on postural sway could be an important tool for assessing recovery from the injury. METHODOLOGY/PRINCIPAL FINDINGS: We assess postural sway by motion of the center of pressure (COP). Methods for data reduction include calculation of area of COP and fractal analysis of COP motion time courses. We found that fractal scaling appears applicable to sway power above about 0.5 Hz, thus fractal characterization is only quantifying the secondary effects (a small fraction of total power) in the sway time series, and is not effective in quantifying long-term effects of mTBI on postural sway. We also found that the area of COP sensitively depends on the length of data series over which the COP is obtained. These weaknesses motivated us to use instead Shannon and Renyi entropies to assess postural instability following mTBI. These entropy measures have a number of appealing properties, including capacity for determination of the optimal length of the time series for analysis and a new interpretation of the area of COP. CONCLUSIONS: Entropy analysis can readily detect postural instability in athletes at least 10 days post-concussion so that it appears promising as a sensitive measure of effects of mTBI on postural sway. AVAILABILITY: The programs for analyses may be obtained from the authors.
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spelling pubmed-31703682011-09-19 Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway Gao, Jianbo Hu, Jing Buckley, Thomas White, Keith Hass, Chris PLoS One Research Article BACKGROUND: Mild Traumatic Brain Injury (mTBI) has been identified as a major public and military health concern both in the United States and worldwide. Characterizing the effects of mTBI on postural sway could be an important tool for assessing recovery from the injury. METHODOLOGY/PRINCIPAL FINDINGS: We assess postural sway by motion of the center of pressure (COP). Methods for data reduction include calculation of area of COP and fractal analysis of COP motion time courses. We found that fractal scaling appears applicable to sway power above about 0.5 Hz, thus fractal characterization is only quantifying the secondary effects (a small fraction of total power) in the sway time series, and is not effective in quantifying long-term effects of mTBI on postural sway. We also found that the area of COP sensitively depends on the length of data series over which the COP is obtained. These weaknesses motivated us to use instead Shannon and Renyi entropies to assess postural instability following mTBI. These entropy measures have a number of appealing properties, including capacity for determination of the optimal length of the time series for analysis and a new interpretation of the area of COP. CONCLUSIONS: Entropy analysis can readily detect postural instability in athletes at least 10 days post-concussion so that it appears promising as a sensitive measure of effects of mTBI on postural sway. AVAILABILITY: The programs for analyses may be obtained from the authors. Public Library of Science 2011-09-09 /pmc/articles/PMC3170368/ /pubmed/21931720 http://dx.doi.org/10.1371/journal.pone.0024446 Text en Gao et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Gao, Jianbo
Hu, Jing
Buckley, Thomas
White, Keith
Hass, Chris
Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway
title Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway
title_full Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway
title_fullStr Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway
title_full_unstemmed Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway
title_short Shannon and Renyi Entropies to Classify Effects of Mild Traumatic Brain Injury on Postural Sway
title_sort shannon and renyi entropies to classify effects of mild traumatic brain injury on postural sway
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3170368/
https://www.ncbi.nlm.nih.gov/pubmed/21931720
http://dx.doi.org/10.1371/journal.pone.0024446
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