Peak and averaged bicoherence for different EEG patterns during general anaesthesia

<p>Abstract</p> <p>Background</p> <p>Changes in nonlinear neuronal mechanisms of EEG generation in the course of general anaesthesia have been extensively investigated in research literature. A number of EEG signal properties capable of tracking these changes have been...

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Main Authors: Myles Paul, Xu Zheng, Zilberg Eugene, Pritchett Stacey, Brown Ian, Burton David
Format: Article
Language:English
Published: BMC 2010-11-01
Series:BioMedical Engineering OnLine
Online Access:http://www.biomedical-engineering-online.com/content/9/1/76
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spelling doaj-0640fb4c9d224c9bb6d019bacdc92e532020-11-25T01:41:05ZengBMCBioMedical Engineering OnLine1475-925X2010-11-01917610.1186/1475-925X-9-76Peak and averaged bicoherence for different EEG patterns during general anaesthesiaMyles PaulXu ZhengZilberg EugenePritchett StaceyBrown IanBurton David<p>Abstract</p> <p>Background</p> <p>Changes in nonlinear neuronal mechanisms of EEG generation in the course of general anaesthesia have been extensively investigated in research literature. A number of EEG signal properties capable of tracking these changes have been reported and employed in anaesthetic depth monitors. The degree of phase coupling between different spectral components is a marker of nonlinear EEG generators and is claimed to be an important aspect of BIS. While bicoherence is the most direct measure of phase coupling, according to published research it is not directly used in the calculation of BIS, and only limited studies of its association with anaesthetic depth and level of consciousness have been published. This paper investigates bicoherence parameters across equal band and unequal band bifrequency regions, during different states of anaesthetic depth relating to routine clinical anaesthesia, as determined by visual inspection of EEG.</p> <p>Methods</p> <p>41 subjects scheduled for day surgery under general anaesthesia were recruited into this study. EEG bicoherence was analysed using average and smoothed-peak estimates calculated over different regions on the bifrequency plane. Statistical analysis of associations between anaesthetic depth/state of consciousness and bicoherence estimates included linear regression using generalised linear mixed effects models (GLMs), ROC curves and prediction probability (P<sub>k</sub>).</p> <p>Results</p> <p>Bicoherence estimates for the δ_θ region on the bifrequency plane were more sensitive to anaesthetic depth changes compared to other bifrequency regions. Smoothed-peak bicoherence displayed stronger associations than average bicoherence. Excluding burst suppression and large transients, the δ_θ peak bicoherence was significantly associated with level of anaesthetic depth (z = 25.74, p < 0.001 and R<sup>2 </sup>= 0.191). Estimates of P<sub>k </sub>for this parameter were 0.889(0.867-0.911) and 0.709(0.689-0.729) respectively for conscious states and anaesthetic depth levels (comparable BIS estimates were 0.928(0.905-0.950) and 0.801(0.786-0.816)). Estimates of linear regression and areas under ROC curves supported P<sub>k </sub>findings. Bicoherence for eye movement artifacts were the most distinctive with respect to other EEG patterns (average |z| value 13.233).</p> <p>Conclusions</p> <p>This study quantified associations between deepening anaesthesia and increase in bicoherence for different frequency components and bicoherence estimates. Increase in bicoherence was also established for eye movement artifacts. While identified associations extend earlier findings of bicoherence changes with increases in anaesthetic drug concentration, results indicate that the unequal band bifrequency region, δ_θ, provides better predictive capabilities than equal band bifrequency regions.</p> http://www.biomedical-engineering-online.com/content/9/1/76
collection DOAJ
language English
format Article
sources DOAJ
author Myles Paul
Xu Zheng
Zilberg Eugene
Pritchett Stacey
Brown Ian
Burton David
spellingShingle Myles Paul
Xu Zheng
Zilberg Eugene
Pritchett Stacey
Brown Ian
Burton David
Peak and averaged bicoherence for different EEG patterns during general anaesthesia
BioMedical Engineering OnLine
author_facet Myles Paul
Xu Zheng
Zilberg Eugene
Pritchett Stacey
Brown Ian
Burton David
author_sort Myles Paul
title Peak and averaged bicoherence for different EEG patterns during general anaesthesia
title_short Peak and averaged bicoherence for different EEG patterns during general anaesthesia
title_full Peak and averaged bicoherence for different EEG patterns during general anaesthesia
title_fullStr Peak and averaged bicoherence for different EEG patterns during general anaesthesia
title_full_unstemmed Peak and averaged bicoherence for different EEG patterns during general anaesthesia
title_sort peak and averaged bicoherence for different eeg patterns during general anaesthesia
publisher BMC
series BioMedical Engineering OnLine
issn 1475-925X
publishDate 2010-11-01
description <p>Abstract</p> <p>Background</p> <p>Changes in nonlinear neuronal mechanisms of EEG generation in the course of general anaesthesia have been extensively investigated in research literature. A number of EEG signal properties capable of tracking these changes have been reported and employed in anaesthetic depth monitors. The degree of phase coupling between different spectral components is a marker of nonlinear EEG generators and is claimed to be an important aspect of BIS. While bicoherence is the most direct measure of phase coupling, according to published research it is not directly used in the calculation of BIS, and only limited studies of its association with anaesthetic depth and level of consciousness have been published. This paper investigates bicoherence parameters across equal band and unequal band bifrequency regions, during different states of anaesthetic depth relating to routine clinical anaesthesia, as determined by visual inspection of EEG.</p> <p>Methods</p> <p>41 subjects scheduled for day surgery under general anaesthesia were recruited into this study. EEG bicoherence was analysed using average and smoothed-peak estimates calculated over different regions on the bifrequency plane. Statistical analysis of associations between anaesthetic depth/state of consciousness and bicoherence estimates included linear regression using generalised linear mixed effects models (GLMs), ROC curves and prediction probability (P<sub>k</sub>).</p> <p>Results</p> <p>Bicoherence estimates for the δ_θ region on the bifrequency plane were more sensitive to anaesthetic depth changes compared to other bifrequency regions. Smoothed-peak bicoherence displayed stronger associations than average bicoherence. Excluding burst suppression and large transients, the δ_θ peak bicoherence was significantly associated with level of anaesthetic depth (z = 25.74, p < 0.001 and R<sup>2 </sup>= 0.191). Estimates of P<sub>k </sub>for this parameter were 0.889(0.867-0.911) and 0.709(0.689-0.729) respectively for conscious states and anaesthetic depth levels (comparable BIS estimates were 0.928(0.905-0.950) and 0.801(0.786-0.816)). Estimates of linear regression and areas under ROC curves supported P<sub>k </sub>findings. Bicoherence for eye movement artifacts were the most distinctive with respect to other EEG patterns (average |z| value 13.233).</p> <p>Conclusions</p> <p>This study quantified associations between deepening anaesthesia and increase in bicoherence for different frequency components and bicoherence estimates. Increase in bicoherence was also established for eye movement artifacts. While identified associations extend earlier findings of bicoherence changes with increases in anaesthetic drug concentration, results indicate that the unequal band bifrequency region, δ_θ, provides better predictive capabilities than equal band bifrequency regions.</p>
url http://www.biomedical-engineering-online.com/content/9/1/76
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