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Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study

Several factors regulate cortical development, such as changes in local connectivity and the influences of dynamical synapses. In this study, we simulated various factors affecting the regulation of neural network activity during cortical development. Previous studies have shown that during early co...

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Autores principales: Khalil, Radwa, Karim, Ahmed A., Khedr, Eman, Moftah, Marie, Moustafa, Ahmed A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6304749/
https://www.ncbi.nlm.nih.gov/pubmed/30618625
http://dx.doi.org/10.3389/fncel.2018.00468
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author Khalil, Radwa
Karim, Ahmed A.
Khedr, Eman
Moftah, Marie
Moustafa, Ahmed A.
author_facet Khalil, Radwa
Karim, Ahmed A.
Khedr, Eman
Moftah, Marie
Moustafa, Ahmed A.
author_sort Khalil, Radwa
collection PubMed
description Several factors regulate cortical development, such as changes in local connectivity and the influences of dynamical synapses. In this study, we simulated various factors affecting the regulation of neural network activity during cortical development. Previous studies have shown that during early cortical development, the reversal potential of GABA(A) shifts from depolarizing to hyperpolarizing. Here we provide the first integrative computational model to simulate the combined effects of these factors in a unified framework (building on our prior work: Khalil et al., 2017a,b). In the current study, we extend our model to monitor firing activity in response to the excitatory action of GABA(A). Precisely, we created a Spiking Neural Network model that included certain biophysical parameters for lateral connectivity (distance between adjacent neurons) and nearby local connectivity (complex connections involving those between neuronal groups). We simulated different network scenarios (for immature and mature conditions) based on these biophysical parameters. Then, we implemented two forms of Short-term synaptic plasticity (depression and facilitation). Each form has two distinct kinds according to its synaptic time constant value. Finally, in both sets of networks, we compared firing rate activity responses before and after simulating dynamical synapses. Based on simulation results, we found that the modulation effect of dynamical synapses for evaluating and shaping the firing activity of the neural network is strongly dependent on the physiological state of GABA(A). Moreover, the STP mechanism acts differently in every network scenario, mirroring the crucial modulating roles of these critical parameters during cortical development. Clinical implications for pathological alterations of GABAergic signaling in neurological and psychiatric disorders are discussed.
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spelling pubmed-63047492019-01-07 Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study Khalil, Radwa Karim, Ahmed A. Khedr, Eman Moftah, Marie Moustafa, Ahmed A. Front Cell Neurosci Neuroscience Several factors regulate cortical development, such as changes in local connectivity and the influences of dynamical synapses. In this study, we simulated various factors affecting the regulation of neural network activity during cortical development. Previous studies have shown that during early cortical development, the reversal potential of GABA(A) shifts from depolarizing to hyperpolarizing. Here we provide the first integrative computational model to simulate the combined effects of these factors in a unified framework (building on our prior work: Khalil et al., 2017a,b). In the current study, we extend our model to monitor firing activity in response to the excitatory action of GABA(A). Precisely, we created a Spiking Neural Network model that included certain biophysical parameters for lateral connectivity (distance between adjacent neurons) and nearby local connectivity (complex connections involving those between neuronal groups). We simulated different network scenarios (for immature and mature conditions) based on these biophysical parameters. Then, we implemented two forms of Short-term synaptic plasticity (depression and facilitation). Each form has two distinct kinds according to its synaptic time constant value. Finally, in both sets of networks, we compared firing rate activity responses before and after simulating dynamical synapses. Based on simulation results, we found that the modulation effect of dynamical synapses for evaluating and shaping the firing activity of the neural network is strongly dependent on the physiological state of GABA(A). Moreover, the STP mechanism acts differently in every network scenario, mirroring the crucial modulating roles of these critical parameters during cortical development. Clinical implications for pathological alterations of GABAergic signaling in neurological and psychiatric disorders are discussed. Frontiers Media S.A. 2018-12-17 /pmc/articles/PMC6304749/ /pubmed/30618625 http://dx.doi.org/10.3389/fncel.2018.00468 Text en Copyright © 2018 Khalil, Karim, Khedr, Moftah and Moustafa. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Khalil, Radwa
Karim, Ahmed A.
Khedr, Eman
Moftah, Marie
Moustafa, Ahmed A.
Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study
title Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study
title_full Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study
title_fullStr Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study
title_full_unstemmed Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study
title_short Dynamic Communications Between GABA(A) Switch, Local Connectivity, and Synapses During Cortical Development: A Computational Study
title_sort dynamic communications between gaba(a) switch, local connectivity, and synapses during cortical development: a computational study
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6304749/
https://www.ncbi.nlm.nih.gov/pubmed/30618625
http://dx.doi.org/10.3389/fncel.2018.00468
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