DocumentCode
42217
Title
Frontal-Temporal Synchronization of EEG Signals Quantified by Order Patterns Cross Recurrence Analysis During Propofol Anesthesia
Author
Shalbaf, Reza ; Behnam, Hamid ; Sleigh, Jamie W. ; Steyn-Ross, D. Alistair ; Steyn-Ross, Moira L.
Author_Institution
Sch. of Electr. Eng., Iran Univ. of Sci. & Technol., Tehran, Iran
Volume
23
Issue
3
fYear
2015
fDate
May-15
Firstpage
468
Lastpage
474
Abstract
Characterizing brain dynamics during anesthesia is a main current challenge in anesthesia study. Several single channel electroencephalogram (EEG)-based commercial monitors like the Bispectral index (BIS) have suggested to examine EEG signal. But, the BIS index has obtained numerous critiques. In this study, we evaluate the concentration-dependent effect of the propofol on long-range frontal-temporal synchronization of EEG signals collected from eight subjects during a controlled induction and recovery design. We used order patterns cross recurrence plot and provide an index named order pattern laminarity (OPL) to assess changes in neuronal synchronization as the mechanism forming the foundation of conscious perception. The prediction probability of 0.9 and 0.84 for OPL and BIS specified that the OPL index correlated more strongly with effect-site propofol concentration. Also, our new index makes faster reaction to transients in EEG recordings based on pharmacokinetic and pharmacodynamic model parameters and demonstrates less variability at the point of loss of consciousness (standard deviation of 0.04 for OPL compared with 0.09 for BIS index). The result show that the OPL index can estimate anesthetic state of patient more efficiently than the BIS index in lightly sedated state with more tolerant of artifacts.
Keywords
drugs; electroencephalography; patient treatment; synchronisation; EEG recording; EEG signals; concentration-dependent effect; conscious perception; cross recurrence analysis; cross recurrence plot; effect-site propofol concentration; frontal-temporal synchronization; neuronal synchronization; order pattern laminarity; pharmacodynamic model parameter; pharmacokinetic model parameter; propofol anesthesia; Anesthesia; Brain modeling; Educational institutions; Electroencephalography; Indexes; Synchronization; Trajectory; Brain states; cross recurrence plot; electroencephalogram; general anesthesia; synchronization;
fLanguage
English
Journal_Title
Neural Systems and Rehabilitation Engineering, IEEE Transactions on
Publisher
ieee
ISSN
1534-4320
Type
jour
DOI
10.1109/TNSRE.2014.2350537
Filename
6882232
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