Excitation and Inhibition Balance Underlying Epileptiform Activity

被引:5
|
作者
Liu, Yuhan [1 ]
Grigorovsky, Vasily [2 ]
Bardakjian, Berj [1 ,2 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
[2] Univ Toronto, Inst Biomat & Biomed Engn, Toronto, ON M5S 3G4, Canada
基金
加拿大健康研究院; 加拿大自然科学与工程研究理事会;
关键词
Izhikevich computer model; Balance of Excitation and Inhibition; Cross-Frequency Coupling; Epilepsy; Postictal Generalized EEG Suppression; Sudden Unexpected Death in Epilepsy; iEEG; LFP; DYNAMICS; SEIZURES; EPILEPSIES; MODELS;
D O I
10.1109/TBME.2019.2963430
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective: The phenomenon of postictal generalized EEG suppression state (PGES) - a period with suppressed activity following seizure termination and has been found to be associated with sudden unexpected death in epilepsy - remains poorly understood. This article aims to examine the how the balance of excitation and inhibition (E/I balance) affect the dynamics of seizure and PGES. Methods: A network of 1000 Izhikevich model neurons was developed and only the strengths of synaptic connections were adjusted to recreate the dynamics observed in recordings of seizure and PGES from human patients. Results: A rapid rise followed by a slow decay of dominant frequency was observed in iEEG recordings of ictal periods and reproduced in the simulated local field potential by changing the E/I balance of the model network. The rate of this dominant frequency evolution was quantified by a single measure, beta, which was found to have a significant rank correlation with the duration of PGES in iEEG data and the rate of E/I balance shift in the model. Significance and Conclusion: (i) highlighting the importance of E/I balance in the dynamics of seizure and PGES; (ii) suggesting the measure, beta, as a marker for PGES and the shift in E/I balance as a neural correlate for this marker.
引用
收藏
页码:2473 / 2481
页数:9
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