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Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry
A novel direction to existing neural mass modeling technique is proposed where the commonly used “alpha function” for representing synaptic transmission is replaced by a kinetic framework of neurotransmitter and receptor dynamics. The aim is to underpin neuro-transmission dynamics associated with ab...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2013
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3701151/ https://www.ncbi.nlm.nih.gov/pubmed/23847522 http://dx.doi.org/10.3389/fncom.2013.00081 |
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author | Bhattacharya, Basabdatta S. |
author_facet | Bhattacharya, Basabdatta S. |
author_sort | Bhattacharya, Basabdatta S. |
collection | PubMed |
description | A novel direction to existing neural mass modeling technique is proposed where the commonly used “alpha function” for representing synaptic transmission is replaced by a kinetic framework of neurotransmitter and receptor dynamics. The aim is to underpin neuro-transmission dynamics associated with abnormal brain rhythms commonly observed in neurological and psychiatric disorders. An existing thalamocortical neural mass model is modified by using the kinetic framework for modeling synaptic transmission mediated by glutamatergic and GABA (gamma-aminobutyric-acid)-ergic receptors. The model output is compared qualitatively with existing literature on in vitro experimental studies of ferret thalamic slices, as well as on single-neuron-level model based studies of neuro-receptor and transmitter dynamics in the thalamocortical tissue. The results are consistent with these studies: the activation of ligand-gated GABA receptors is essential for generation of spindle waves in the model, while blocking this pathway leads to low-frequency synchronized oscillations such as observed in slow-wave sleep; the frequency of spindle oscillations increase with increased levels of post-synaptic membrane conductance for AMPA (alpha-amino-3-hydroxy-5-methyl-4-isoxazolepropionic-acid) receptors, and blocking this pathway effects a quiescent model output. In terms of computational efficiency, the simulation time is improved by a factor of 10 compared to a similar neural mass model based on alpha functions. This implies a dramatic improvement in computational resources for large-scale network simulation using this model. Thus, the model provides a platform for correlating high-level brain oscillatory activity with low-level synaptic attributes, and makes a significant contribution toward advancements in current neural mass modeling paradigm as a potential computational tool to better the understanding of brain oscillations in sickness and in health. |
format | Online Article Text |
id | pubmed-3701151 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-37011512013-07-11 Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry Bhattacharya, Basabdatta S. Front Comput Neurosci Neuroscience A novel direction to existing neural mass modeling technique is proposed where the commonly used “alpha function” for representing synaptic transmission is replaced by a kinetic framework of neurotransmitter and receptor dynamics. The aim is to underpin neuro-transmission dynamics associated with abnormal brain rhythms commonly observed in neurological and psychiatric disorders. An existing thalamocortical neural mass model is modified by using the kinetic framework for modeling synaptic transmission mediated by glutamatergic and GABA (gamma-aminobutyric-acid)-ergic receptors. The model output is compared qualitatively with existing literature on in vitro experimental studies of ferret thalamic slices, as well as on single-neuron-level model based studies of neuro-receptor and transmitter dynamics in the thalamocortical tissue. The results are consistent with these studies: the activation of ligand-gated GABA receptors is essential for generation of spindle waves in the model, while blocking this pathway leads to low-frequency synchronized oscillations such as observed in slow-wave sleep; the frequency of spindle oscillations increase with increased levels of post-synaptic membrane conductance for AMPA (alpha-amino-3-hydroxy-5-methyl-4-isoxazolepropionic-acid) receptors, and blocking this pathway effects a quiescent model output. In terms of computational efficiency, the simulation time is improved by a factor of 10 compared to a similar neural mass model based on alpha functions. This implies a dramatic improvement in computational resources for large-scale network simulation using this model. Thus, the model provides a platform for correlating high-level brain oscillatory activity with low-level synaptic attributes, and makes a significant contribution toward advancements in current neural mass modeling paradigm as a potential computational tool to better the understanding of brain oscillations in sickness and in health. Frontiers Media S.A. 2013-07-04 /pmc/articles/PMC3701151/ /pubmed/23847522 http://dx.doi.org/10.3389/fncom.2013.00081 Text en Copyright © 2013 Bhattacharya. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc. |
spellingShingle | Neuroscience Bhattacharya, Basabdatta S. Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
title | Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
title_full | Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
title_fullStr | Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
title_full_unstemmed | Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
title_short | Implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
title_sort | implementing the cellular mechanisms of synaptic transmission in a neural mass model of the thalamo-cortical circuitry |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3701151/ https://www.ncbi.nlm.nih.gov/pubmed/23847522 http://dx.doi.org/10.3389/fncom.2013.00081 |
work_keys_str_mv | AT bhattacharyabasabdattas implementingthecellularmechanismsofsynaptictransmissioninaneuralmassmodelofthethalamocorticalcircuitry |