Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns

The inferior olive (IO) is a neural network belonging to the olivo-cerebellar system whose neurons are coupled with electrical synapses and display subthreshold oscillations and spiking activity. The IO generates complex spatio-temporal patterns. The generation and modulation of coherent spiking act...

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Main Authors: Roberto eLatorre, Carlos eAguirre, Mikhail I. Rabinovich, Pablo eVarona
Format: Article
Language:English
Published: Frontiers Media S.A. 2013-09-01
Series:Frontiers in Neural Circuits
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fncir.2013.00138/full
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spelling doaj-883f8ff125d24f1a8b263c456f1cccb02020-11-24T23:13:41ZengFrontiers Media S.A.Frontiers in Neural Circuits1662-51102013-09-01710.3389/fncir.2013.0013858049Transient dynamics and rhythm coordination of inferior olive spatio-temporal patternsRoberto eLatorre0Carlos eAguirre1Mikhail I. Rabinovich2Pablo eVarona3Escuela Politécnica Superior, Universidad Autónoma de MadridEscuela Politécnica Superior, Universidad Autónoma de MadridUniversity of California San DiegoEscuela Politécnica Superior, Universidad Autónoma de MadridThe inferior olive (IO) is a neural network belonging to the olivo-cerebellar system whose neurons are coupled with electrical synapses and display subthreshold oscillations and spiking activity. The IO generates complex spatio-temporal patterns. The generation and modulation of coherent spiking activity in the IO is one key issue in cerebellar research. In this work, we build a large scale IO network model of electrically coupled conductance-based neurons to study the emerging spatio-temporal patterns of its transient neuronal activity. The main factors studied governing the collective dynamics of the IO network were: the degree of electrical coupling, the extent of the electrotonic connections, the presence of stimuli or regions with different excitability levels and the modulatory effect of an inhibitory loop. The spatio-temporal patterns were analyzed using a discrete wavelet transform to provide a quantitative characterization. Our results show that the electrotonic coupling produces quasi-synchronized subthreshold oscillations over a wide dynamical range. The synchronized oscillatory activity plays the role of a timer for a coordinated representation of spiking rhythms with different frequencies. The encoding and coexistence of several coordinated rhythms is related to the different clusterization and coherence of transient spatio-temporal patterns in the network, where the spiking activity is commensurate with the quasi-synchronized subthreshold oscillations. In the presence of stimuli, different rhythms are encoded in the spiking activity of IO neurons that nevertheless remains constrained to a commensurate value of the subthreshold frequency. The stimuli induced spatio-temporal patterns can reverberate for long periods, which contributes to the computational properties of the IO. We also show that the presence of regions with different excitability levels creates sinks and sources of coordinated activity which shape the propagation of spike wave fronts.http://journal.frontiersin.org/Journal/10.3389/fncir.2013.00138/fullelectrical couplingsubthreshold oscillationsspike wave frontsmultifunctional neural networkscerebellar researchsink-source phenomena
collection DOAJ
language English
format Article
sources DOAJ
author Roberto eLatorre
Carlos eAguirre
Mikhail I. Rabinovich
Pablo eVarona
spellingShingle Roberto eLatorre
Carlos eAguirre
Mikhail I. Rabinovich
Pablo eVarona
Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
Frontiers in Neural Circuits
electrical coupling
subthreshold oscillations
spike wave fronts
multifunctional neural networks
cerebellar research
sink-source phenomena
author_facet Roberto eLatorre
Carlos eAguirre
Mikhail I. Rabinovich
Pablo eVarona
author_sort Roberto eLatorre
title Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
title_short Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
title_full Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
title_fullStr Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
title_full_unstemmed Transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
title_sort transient dynamics and rhythm coordination of inferior olive spatio-temporal patterns
publisher Frontiers Media S.A.
series Frontiers in Neural Circuits
issn 1662-5110
publishDate 2013-09-01
description The inferior olive (IO) is a neural network belonging to the olivo-cerebellar system whose neurons are coupled with electrical synapses and display subthreshold oscillations and spiking activity. The IO generates complex spatio-temporal patterns. The generation and modulation of coherent spiking activity in the IO is one key issue in cerebellar research. In this work, we build a large scale IO network model of electrically coupled conductance-based neurons to study the emerging spatio-temporal patterns of its transient neuronal activity. The main factors studied governing the collective dynamics of the IO network were: the degree of electrical coupling, the extent of the electrotonic connections, the presence of stimuli or regions with different excitability levels and the modulatory effect of an inhibitory loop. The spatio-temporal patterns were analyzed using a discrete wavelet transform to provide a quantitative characterization. Our results show that the electrotonic coupling produces quasi-synchronized subthreshold oscillations over a wide dynamical range. The synchronized oscillatory activity plays the role of a timer for a coordinated representation of spiking rhythms with different frequencies. The encoding and coexistence of several coordinated rhythms is related to the different clusterization and coherence of transient spatio-temporal patterns in the network, where the spiking activity is commensurate with the quasi-synchronized subthreshold oscillations. In the presence of stimuli, different rhythms are encoded in the spiking activity of IO neurons that nevertheless remains constrained to a commensurate value of the subthreshold frequency. The stimuli induced spatio-temporal patterns can reverberate for long periods, which contributes to the computational properties of the IO. We also show that the presence of regions with different excitability levels creates sinks and sources of coordinated activity which shape the propagation of spike wave fronts.
topic electrical coupling
subthreshold oscillations
spike wave fronts
multifunctional neural networks
cerebellar research
sink-source phenomena
url http://journal.frontiersin.org/Journal/10.3389/fncir.2013.00138/full
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