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
Link To Document :
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