Preventive and Abortive Strategies for Stimulation Based Control of Epilepsy: A Computational Model Study

被引:12
作者
Koppert, Marc [1 ]
Kalitzin, Stiliyan [1 ,2 ]
Velis, Demetrios [1 ,3 ]
Da Silva, Fernando Lopes [4 ,5 ]
Viergever, Max A. [2 ]
机构
[1] Fdn Epilepsy Inst Netherlands SEIN, Achterweg 5, NL-2103 SW Heemstede, Netherlands
[2] Univ Med Ctr Utrecht, Image Sci Inst, NL-3508 GA Utrecht, Netherlands
[3] Free Univ Med Ctr Amsterdam, Dept Neurosurg, NL-1007 MB Amsterdam, Netherlands
[4] Univ Amsterdam, Swammerdam Inst Life Sci, NL-1098 SM Amsterdam, Netherlands
[5] Univ Lisbon, Inst Super Tecn, Dept Bioengn, P-1049001 Lisbon, Portugal
关键词
Epilepsy; seizure control; computational models; dynamic systems; DRUG-RESISTANT EPILEPSY; ELECTRICAL-STIMULATION; REFRACTORY EPILEPSY; SEIZURE ABATEMENT; LONG-TERM; DYNAMICS; DISORDERS; SYSTEM;
D O I
10.1142/S0129065716500283
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Epilepsy is a condition in which periods of ongoing normal EEG activity alternate with periods of oscillatory behavior characteristic of epileptic seizures. The dynamics of the transitions between the two states are still unclear. Computational models provide a powerful tool to explore the underlying mechanisms of such transitions, with the purpose of eventually finding therapeutic interventions for this debilitating condition. In this study, the possibility to postpone seizures elicited by a decrease of inhibition is investigated by using external stimulation in a realistic bistable neuronal model consisting of two interconnected neuronal populations representing pyramidal cells and interneurons. In the simulations, seizures are induced by slowly decreasing the conductivity of GABA(A) synaptic channels over time. Since the model is bistable, the system will change state from the initial steady state (SS) to the limit cycle (LS) state because of internal noise, when the inhibition falls below a certain threshold. Several state-independent stimulations paradigms are simulated. Their effectiveness is analyzed for various stimulation frequencies and intensities in combination with periodic and random stimulation sequences. The distributions of the time to first seizure in the presence of stimulation are compared with the situation without stimulation. In addition, stimulation protocols targeted to specific subsystems are applied with the objective of counteracting the baseline shift due to decreased inhibition in the system. Furthermore, an analytical model is used to investigate the effects of random noise. The relation between the strength of random noise stimulation, the control parameter of the system and the transitions between steady state and limit cycle are investigated. The study shows that it is possible to postpone epileptic activity by targeted stimulation in a realistic neuronal model featuring bistability and that it is possible to stop seizures by random noise in an analytical model.
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页数:11
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