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Impact of neuronal heterogeneity on correlated colored noise-induced synchronization
Synchronization plays an important role in neural signal processing and transmission. Many hypotheses have been proposed to explain the origin of neural synchronization. In recent years, correlated noise-induced synchronization has received support from many theoretical and experimental studies. How...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3748396/ https://www.ncbi.nlm.nih.gov/pubmed/23970864 http://dx.doi.org/10.3389/fncom.2013.00113 |
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author | Zhou, Pengcheng Burton, Shawn D. Urban, Nathaniel N. Ermentrout, G. Bard |
author_facet | Zhou, Pengcheng Burton, Shawn D. Urban, Nathaniel N. Ermentrout, G. Bard |
author_sort | Zhou, Pengcheng |
collection | PubMed |
description | Synchronization plays an important role in neural signal processing and transmission. Many hypotheses have been proposed to explain the origin of neural synchronization. In recent years, correlated noise-induced synchronization has received support from many theoretical and experimental studies. However, many of these prior studies have assumed that neurons have identical biophysical properties and that their inputs are well modeled by white noise. In this context, we use colored noise to induce synchronization between oscillators with heterogeneity in both phase-response curves and frequencies. In the low noise limit, we derive novel analytical theory showing that the time constant of colored noise influences correlated noise-induced synchronization and that oscillator heterogeneity can limit synchronization. Surprisingly, however, heterogeneous oscillators may synchronize better than homogeneous oscillators given low input correlations. We also find resonance of oscillator synchronization to colored noise inputs when firing frequencies diverge. Collectively, these results prove robust for both relatively high noise regimes and when applied to biophysically realistic spiking neuron models, and further match experimental recordings from acute brain slices. |
format | Online Article Text |
id | pubmed-3748396 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-37483962013-08-22 Impact of neuronal heterogeneity on correlated colored noise-induced synchronization Zhou, Pengcheng Burton, Shawn D. Urban, Nathaniel N. Ermentrout, G. Bard Front Comput Neurosci Neuroscience Synchronization plays an important role in neural signal processing and transmission. Many hypotheses have been proposed to explain the origin of neural synchronization. In recent years, correlated noise-induced synchronization has received support from many theoretical and experimental studies. However, many of these prior studies have assumed that neurons have identical biophysical properties and that their inputs are well modeled by white noise. In this context, we use colored noise to induce synchronization between oscillators with heterogeneity in both phase-response curves and frequencies. In the low noise limit, we derive novel analytical theory showing that the time constant of colored noise influences correlated noise-induced synchronization and that oscillator heterogeneity can limit synchronization. Surprisingly, however, heterogeneous oscillators may synchronize better than homogeneous oscillators given low input correlations. We also find resonance of oscillator synchronization to colored noise inputs when firing frequencies diverge. Collectively, these results prove robust for both relatively high noise regimes and when applied to biophysically realistic spiking neuron models, and further match experimental recordings from acute brain slices. Frontiers Media S.A. 2013-08-21 /pmc/articles/PMC3748396/ /pubmed/23970864 http://dx.doi.org/10.3389/fncom.2013.00113 Text en Copyright © 2013 Zhou, Burton, Urban and Ermentrout. http://creativecommons.org/licenses/by/3.0/ 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 Zhou, Pengcheng Burton, Shawn D. Urban, Nathaniel N. Ermentrout, G. Bard Impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
title | Impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
title_full | Impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
title_fullStr | Impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
title_full_unstemmed | Impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
title_short | Impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
title_sort | impact of neuronal heterogeneity on correlated colored noise-induced synchronization |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3748396/ https://www.ncbi.nlm.nih.gov/pubmed/23970864 http://dx.doi.org/10.3389/fncom.2013.00113 |
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