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Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls
We employ a time-dependent Hurst analysis to identify EEG signals that differentiate between healthy controls and combat-related PTSD subjects. The Hurst exponents, calculated using a rescaled range analysis, demonstrate a significant differential response between healthy and PTSD samples which may...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6029761/ https://www.ncbi.nlm.nih.gov/pubmed/29969467 http://dx.doi.org/10.1371/journal.pone.0199144 |
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author | Rahmani, Bahareh Wong, Chung Ki Norouzzadeh, Payam Bodurka, Jerzy McKinney, Brett |
author_facet | Rahmani, Bahareh Wong, Chung Ki Norouzzadeh, Payam Bodurka, Jerzy McKinney, Brett |
author_sort | Rahmani, Bahareh |
collection | PubMed |
description | We employ a time-dependent Hurst analysis to identify EEG signals that differentiate between healthy controls and combat-related PTSD subjects. The Hurst exponents, calculated using a rescaled range analysis, demonstrate a significant differential response between healthy and PTSD samples which may lead to diagnostic applications. To overcome the non-stationarity of EEG data, we apply an appropriate window length wherein the EEG data displays stationary behavior. We then use the Hurst exponents for each channel as hypothesis test statistics to identify differences between PTSD cases and controls. Our study included a cohort of 12 subjects with half healthy controls. The Hurst exponent of the PTSD subjects is found to be significantly smaller than the healthy controls in channel F3. Our results indicate that F3 may be a useful channel for diagnostic applications of Hurst exponents in distinguishing PTSD and healthy subjects. |
format | Online Article Text |
id | pubmed-6029761 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-60297612018-07-19 Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls Rahmani, Bahareh Wong, Chung Ki Norouzzadeh, Payam Bodurka, Jerzy McKinney, Brett PLoS One Research Article We employ a time-dependent Hurst analysis to identify EEG signals that differentiate between healthy controls and combat-related PTSD subjects. The Hurst exponents, calculated using a rescaled range analysis, demonstrate a significant differential response between healthy and PTSD samples which may lead to diagnostic applications. To overcome the non-stationarity of EEG data, we apply an appropriate window length wherein the EEG data displays stationary behavior. We then use the Hurst exponents for each channel as hypothesis test statistics to identify differences between PTSD cases and controls. Our study included a cohort of 12 subjects with half healthy controls. The Hurst exponent of the PTSD subjects is found to be significantly smaller than the healthy controls in channel F3. Our results indicate that F3 may be a useful channel for diagnostic applications of Hurst exponents in distinguishing PTSD and healthy subjects. Public Library of Science 2018-07-03 /pmc/articles/PMC6029761/ /pubmed/29969467 http://dx.doi.org/10.1371/journal.pone.0199144 Text en © 2018 Rahmani 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Rahmani, Bahareh Wong, Chung Ki Norouzzadeh, Payam Bodurka, Jerzy McKinney, Brett Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls |
title | Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls |
title_full | Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls |
title_fullStr | Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls |
title_full_unstemmed | Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls |
title_short | Dynamical Hurst analysis identifies EEG channel differences between PTSD and healthy controls |
title_sort | dynamical hurst analysis identifies eeg channel differences between ptsd and healthy controls |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6029761/ https://www.ncbi.nlm.nih.gov/pubmed/29969467 http://dx.doi.org/10.1371/journal.pone.0199144 |
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