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Emergent gamma synchrony in all-to-all interneuronal networks
We investigate the emergence of in-phase synchronization in a heterogeneous network of coupled inhibitory interneurons in the presence of spike timing dependent plasticity (STDP). Using a simple network of two mutually coupled interneurons (2-MCI), we first study the effects of STDP on in-phase sync...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4602139/ https://www.ncbi.nlm.nih.gov/pubmed/26528174 http://dx.doi.org/10.3389/fncom.2015.00127 |
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author | Ratnadurai-Giridharan, Shivakeshavan Khargonekar, Pramod P. Talathi, Sachin S. |
author_facet | Ratnadurai-Giridharan, Shivakeshavan Khargonekar, Pramod P. Talathi, Sachin S. |
author_sort | Ratnadurai-Giridharan, Shivakeshavan |
collection | PubMed |
description | We investigate the emergence of in-phase synchronization in a heterogeneous network of coupled inhibitory interneurons in the presence of spike timing dependent plasticity (STDP). Using a simple network of two mutually coupled interneurons (2-MCI), we first study the effects of STDP on in-phase synchronization. We demonstrate that, with STDP, the 2-MCI network can evolve to either a state of stable 1:1 in-phase synchronization or exhibit multiple regimes of higher order synchronization states. We show that the emergence of synchronization induces a structural asymmetry in the 2-MCI network such that the synapses onto the high frequency firing neurons are potentiated, while those onto the low frequency firing neurons are de-potentiated, resulting in the directed flow of information from low frequency firing neurons to high frequency firing neurons. Finally, we demonstrate that the principal findings from our analysis of the 2-MCI network contribute to the emergence of robust synchronization in the Wang-Buzsaki network (Wang and Buzsáki, 1996) of all-to-all coupled inhibitory interneurons (100-MCI) for a significantly larger range of heterogeneity in the intrinsic firing rate of the neurons in the network. We conclude that STDP of inhibitory synapses provide a viable mechanism for robust neural synchronization. |
format | Online Article Text |
id | pubmed-4602139 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-46021392015-11-02 Emergent gamma synchrony in all-to-all interneuronal networks Ratnadurai-Giridharan, Shivakeshavan Khargonekar, Pramod P. Talathi, Sachin S. Front Comput Neurosci Neuroscience We investigate the emergence of in-phase synchronization in a heterogeneous network of coupled inhibitory interneurons in the presence of spike timing dependent plasticity (STDP). Using a simple network of two mutually coupled interneurons (2-MCI), we first study the effects of STDP on in-phase synchronization. We demonstrate that, with STDP, the 2-MCI network can evolve to either a state of stable 1:1 in-phase synchronization or exhibit multiple regimes of higher order synchronization states. We show that the emergence of synchronization induces a structural asymmetry in the 2-MCI network such that the synapses onto the high frequency firing neurons are potentiated, while those onto the low frequency firing neurons are de-potentiated, resulting in the directed flow of information from low frequency firing neurons to high frequency firing neurons. Finally, we demonstrate that the principal findings from our analysis of the 2-MCI network contribute to the emergence of robust synchronization in the Wang-Buzsaki network (Wang and Buzsáki, 1996) of all-to-all coupled inhibitory interneurons (100-MCI) for a significantly larger range of heterogeneity in the intrinsic firing rate of the neurons in the network. We conclude that STDP of inhibitory synapses provide a viable mechanism for robust neural synchronization. Frontiers Media S.A. 2015-10-13 /pmc/articles/PMC4602139/ /pubmed/26528174 http://dx.doi.org/10.3389/fncom.2015.00127 Text en Copyright © 2015 Ratnadurai-Giridharan, Khargonekar and Talathi. 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) or licensor 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 Ratnadurai-Giridharan, Shivakeshavan Khargonekar, Pramod P. Talathi, Sachin S. Emergent gamma synchrony in all-to-all interneuronal networks |
title | Emergent gamma synchrony in all-to-all interneuronal networks |
title_full | Emergent gamma synchrony in all-to-all interneuronal networks |
title_fullStr | Emergent gamma synchrony in all-to-all interneuronal networks |
title_full_unstemmed | Emergent gamma synchrony in all-to-all interneuronal networks |
title_short | Emergent gamma synchrony in all-to-all interneuronal networks |
title_sort | emergent gamma synchrony in all-to-all interneuronal networks |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4602139/ https://www.ncbi.nlm.nih.gov/pubmed/26528174 http://dx.doi.org/10.3389/fncom.2015.00127 |
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