Modeling the effects of anesthesia on the electroencephalogram

被引:119
作者
Bojak, I [1 ]
Liley, DTJ [1 ]
机构
[1] Swinburne Univ Technol, LSS, Ctr Intelligent Syst & Complex Proc, Hawthorn, Vic 3122, Australia
来源
PHYSICAL REVIEW E | 2005年 / 71卷 / 04期
关键词
D O I
10.1103/PhysRevE.71.041902
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Changes to the electroencephalogram (EEG) observed during general anesthesia are modeled with a physiological mean field theory of electrocortical activity. To this end a parametrization of the postsynaptic impulse response is introduced which takes into account pharmacological effects of anesthetic agents on neuronal ligand-gated ionic channels. Parameter sets for this improved theory are then identified which respect known anatomical constraints and predict mean firing rates and power spectra typically encountered in human subjects. Through parallelized simulations of the eight nonlinear, two-dimensional partial differential equations on a grid representing an entire human cortex, it is demonstrated that linear approximations are sufficient for the prediction of a range of quantitative EEG variables. More than 70 000 plausible parameter sets are finally selected and subjected to a simulated induction with the stereotypical inhaled general anesthetic isoflurane. Thereby 86 parameter sets are identified that exhibit a strong "biphasic" rise in total power, a feature often observed in experiments. A sensitivity study suggests that this "biphasic" behavior is distinguishable even at low agent concentrations. Finally, our results are briefly compared with previous work by other groups and an outlook on future fits to experimental data is provided.
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页数:22
相关论文
共 55 条
[1]  
[Anonymous], P PART SWARM OPT WOR
[2]   Different actions of general anesthetics on the firing patterns of neocortical neurons mediated by the GABAA receptor [J].
Antkowiak, B .
ANESTHESIOLOGY, 1999, 91 (02) :500-511
[3]   In vitro networks:: cortical mechanisms of anaesthetic action [J].
Antkowiak, B .
BRITISH JOURNAL OF ANAESTHESIA, 2002, 89 (01) :102-111
[4]  
BANKS MH, COMMUNICATION
[5]   Dual actions of volatile anesthetics on GABAA IPSCs -: Dissociation of blocking and prolonging effects [J].
Banks, MI ;
Pearce, RA .
ANESTHESIOLOGY, 1999, 90 (01) :120-134
[6]  
Bojak I, 2004, NEUROCOMPUTING, V58, P1197, DOI 10.1016/j.neucom.2004.01.185
[7]  
BOJAK I, UNPUB
[8]  
*CERN COMP NETW DI, 1994, COMP COD MINUIT VERS
[9]   Visualising chaos in a model of brain electrical activity [J].
Dafilis, MP ;
Bourke, PD ;
Liley, DTJ ;
Cadusch, PJ .
COMPUTERS & GRAPHICS-UK, 2002, 26 (06) :971-976
[10]   Robust chaos in a model of the electroencephalogram: Implications for brain dynamics [J].
Dafilis, MP ;
Liley, DTJ ;
Cadusch, PJ .
CHAOS, 2001, 11 (03) :474-478