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Spectral Gini Index for Quantifying the Depth of Consciousness

We propose indices that describe the depth of consciousness (DOC) based on electroencephalograms (EEGs) acquired during anesthesia. The spectral Gini index (SpG) is a novel index utilizing the inequality in the powers of the EEG spectral components; a similar index is the binarized spectral Gini ind...

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Autores principales: You, Kyung-Jin, Noh, Gyu-Jeong, Shin, Hyun-Chool
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5093302/
https://www.ncbi.nlm.nih.gov/pubmed/27840633
http://dx.doi.org/10.1155/2016/2304356
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author You, Kyung-Jin
Noh, Gyu-Jeong
Shin, Hyun-Chool
author_facet You, Kyung-Jin
Noh, Gyu-Jeong
Shin, Hyun-Chool
author_sort You, Kyung-Jin
collection PubMed
description We propose indices that describe the depth of consciousness (DOC) based on electroencephalograms (EEGs) acquired during anesthesia. The spectral Gini index (SpG) is a novel index utilizing the inequality in the powers of the EEG spectral components; a similar index is the binarized spectral Gini index (BSpG), which has low computational complexity. A set of EEG data from 15 subjects was obtained during the induction and recovery periods of general anesthesia with propofol. The efficacy of the indices as indicators of the DOC was demonstrated by examining Spearman's correlation coefficients between the indices and the effect-site concentration of propofol. A higher correlation was observed for SpG and BSpG (0.633 and 0.770, resp., p < 0.001) compared to the conventional indices. These results show that the proposed indices can achieve a reliable quantification of the DOC with simplified calculations.
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spelling pubmed-50933022016-11-13 Spectral Gini Index for Quantifying the Depth of Consciousness You, Kyung-Jin Noh, Gyu-Jeong Shin, Hyun-Chool Comput Intell Neurosci Research Article We propose indices that describe the depth of consciousness (DOC) based on electroencephalograms (EEGs) acquired during anesthesia. The spectral Gini index (SpG) is a novel index utilizing the inequality in the powers of the EEG spectral components; a similar index is the binarized spectral Gini index (BSpG), which has low computational complexity. A set of EEG data from 15 subjects was obtained during the induction and recovery periods of general anesthesia with propofol. The efficacy of the indices as indicators of the DOC was demonstrated by examining Spearman's correlation coefficients between the indices and the effect-site concentration of propofol. A higher correlation was observed for SpG and BSpG (0.633 and 0.770, resp., p < 0.001) compared to the conventional indices. These results show that the proposed indices can achieve a reliable quantification of the DOC with simplified calculations. Hindawi Publishing Corporation 2016 2016-10-20 /pmc/articles/PMC5093302/ /pubmed/27840633 http://dx.doi.org/10.1155/2016/2304356 Text en Copyright © 2016 Kyung-Jin You et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
You, Kyung-Jin
Noh, Gyu-Jeong
Shin, Hyun-Chool
Spectral Gini Index for Quantifying the Depth of Consciousness
title Spectral Gini Index for Quantifying the Depth of Consciousness
title_full Spectral Gini Index for Quantifying the Depth of Consciousness
title_fullStr Spectral Gini Index for Quantifying the Depth of Consciousness
title_full_unstemmed Spectral Gini Index for Quantifying the Depth of Consciousness
title_short Spectral Gini Index for Quantifying the Depth of Consciousness
title_sort spectral gini index for quantifying the depth of consciousness
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5093302/
https://www.ncbi.nlm.nih.gov/pubmed/27840633
http://dx.doi.org/10.1155/2016/2304356
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