Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.

The time scale of neuronal network dynamics is determined by synaptic interactions and neuronal signal integration, both of which occur on the time scale of milliseconds. Yet many behaviors like the generation of movements or vocalizations of sounds occur on the much slower time scale of seconds. He...

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Main Authors: Hesam Setareh, Moritz Deger, Wulfram Gerstner
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-07-01
Series:PLoS Computational Biology
Online Access:https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1006216&type=printable
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author Hesam Setareh
Moritz Deger
Wulfram Gerstner
author_facet Hesam Setareh
Moritz Deger
Wulfram Gerstner
author_sort Hesam Setareh
collection DOAJ
description The time scale of neuronal network dynamics is determined by synaptic interactions and neuronal signal integration, both of which occur on the time scale of milliseconds. Yet many behaviors like the generation of movements or vocalizations of sounds occur on the much slower time scale of seconds. Here we ask the question of how neuronal networks of the brain can support reliable behavior on this time scale. We argue that excitable neuronal assemblies with spike-frequency adaptation may serve as building blocks that can flexibly adjust the speed of execution of neural circuit function. We show in simulations that a chain of neuronal assemblies can propagate signals reliably, similar to the well-known synfire chain, but with the crucial difference that the propagation speed is slower and tunable to the behaviorally relevant range. Moreover we study a grid of excitable neuronal assemblies as a simplified model of the somatosensory barrel cortex of the mouse and demonstrate that various patterns of experimentally observed spatial activity propagation can be explained.
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publishDate 2018-07-01
publisher Public Library of Science (PLoS)
record_format Article
series PLoS Computational Biology
spelling doaj-art-1bb755df8a0745008bf46bc5315218652025-08-20T03:11:25ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582018-07-01147e100621610.1371/journal.pcbi.1006216Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.Hesam SetarehMoritz DegerWulfram GerstnerThe time scale of neuronal network dynamics is determined by synaptic interactions and neuronal signal integration, both of which occur on the time scale of milliseconds. Yet many behaviors like the generation of movements or vocalizations of sounds occur on the much slower time scale of seconds. Here we ask the question of how neuronal networks of the brain can support reliable behavior on this time scale. We argue that excitable neuronal assemblies with spike-frequency adaptation may serve as building blocks that can flexibly adjust the speed of execution of neural circuit function. We show in simulations that a chain of neuronal assemblies can propagate signals reliably, similar to the well-known synfire chain, but with the crucial difference that the propagation speed is slower and tunable to the behaviorally relevant range. Moreover we study a grid of excitable neuronal assemblies as a simplified model of the somatosensory barrel cortex of the mouse and demonstrate that various patterns of experimentally observed spatial activity propagation can be explained.https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1006216&type=printable
spellingShingle Hesam Setareh
Moritz Deger
Wulfram Gerstner
Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.
PLoS Computational Biology
title Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.
title_full Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.
title_fullStr Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.
title_full_unstemmed Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.
title_short Excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity-controlled signal propagation.
title_sort excitable neuronal assemblies with adaptation as a building block of brain circuits for velocity controlled signal propagation
url https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1006216&type=printable
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AT wulframgerstner excitableneuronalassemblieswithadaptationasabuildingblockofbraincircuitsforvelocitycontrolledsignalpropagation