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Phase-Dependent Response to Electrical Stimulation of Cortical Networks during Recurrent Epileptiform Short Discharge Generation In Vitro

Title: Phase-Dependent Response to Electrical Stimulation of Cortical Networks during Recurrent Epileptiform Short Discharge Generation In Vitro
Authors: Anton V. Chizhov; Vasilii S. Tiselko; Tatyana Yu. Postnikova; Aleksey V. Zaitsev
Source: International Journal of Molecular Sciences, Vol 25, Iss 15, p 8287 (2024)
Publisher Information: MDPI AG
Publication Year: 2024
Collection: Directory of Open Access Journals: DOAJ Articles
Subject Terms: epilepsy; mathematical model; closed-loop stimulation; sensitivity function; interdischarge interval distribution; refractory density model; Biology (General); QH301-705.5; Chemistry; QD1-999
Description: The closed-loop control of pathological brain activity is a challenging task. In this study, we investigated the sensitivity of continuous epileptiform short discharge generation to electrical stimulation applied at different phases between the discharges using an in vitro 4-AP-based model of epilepsy in rat hippocampal slices. As a measure of stimulation effectiveness, we introduced a sensitivity function, which we then measured in experiments and analyzed with different biophysical and abstract mathematical models, namely, (i) the two-order subsystem of our previous Epileptor-2 model, describing short discharge generation governed by synaptic resource dynamics; (ii) a similar model governed by shunting conductance dynamics (Epileptor-2B); (iii) the stochastic leaky integrate-and-fire (LIF)-like model applied for the network; (iv) the LIF model with potassium M-channels (LIF+KM), belonging to Class II of excitability; and (v) the Epileptor-2B model with after-spike depolarization. A semi-analytic method was proposed for calculating the interspike interval (ISI) distribution and the sensitivity function in LIF and LIF+KM models, which provided parametric analysis. Sensitivity was found to increase with phase for all models except the last one. The Epileptor-2B model is favored over other models for subthreshold oscillations in the presence of large noise, based on the comparison of ISI statistics and sensitivity functions with experimental data. This study also emphasizes the stochastic nature of epileptiform discharge generation and the greater effectiveness of closed-loop stimulation in later phases of ISIs.
Document Type: article in journal/newspaper
Language: English
Relation: https://www.mdpi.com/1422-0067/25/15/8287; https://doaj.org/toc/1661-6596; https://doaj.org/toc/1422-0067; https://doaj.org/article/bea596d2dd5142ec82dc0e40fe392999
DOI: 10.3390/ijms25158287
Availability: https://doi.org/10.3390/ijms25158287; https://doaj.org/article/bea596d2dd5142ec82dc0e40fe392999
Accession Number: edsbas.205BA8FD
Database: BASE