Literature DB >> 14577855

Characterization of subthreshold voltage fluctuations in neuronal membranes.

M Rudolph1, A Destexhe.   

Abstract

Synaptic noise due to intense network activity can have a significant impact on the electrophysiological properties of individual neurons. This is the case for the cerebral cortex, where ongoing activity leads to strong barrages of synaptic inputs, which act as the main source of synaptic noise affecting on neuronal dynamics. Here, we characterize the subthreshold behavior of neuronal models in which synaptic noise is represented by either additive or multiplicative noise, described by Ornstein-Uhlenbeck processes. We derive and solve the Fokker-Planck equation for this system, which describes the time evolution of the probability density function for the membrane potential. We obtain an analytic expression for the membrane potential distribution at steady state and compare this expression with the subthreshold activity obtained in Hodgkin-Huxley-type models with stochastic synaptic inputs. The differences between multiplicative and additive noise models suggest that multiplicative noise is adequate to describe the high-conductance states similar to in vivo conditions. Because the steady-state membrane potential distribution is easily obtained experimentally, this approach provides a possible method to estimate the mean and variance of synaptic conductances in real neurons.

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Year:  2003        PMID: 14577855     DOI: 10.1162/089976603322385081

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  24 in total

1.  Periodic high-conductance states in spinal neurons during scratch-like network activity in adult turtles.

Authors:  A Alaburda; R Russo; N MacAulay; J Hounsgaard
Journal:  J Neurosci       Date:  2005-07-06       Impact factor: 6.167

2.  Fast numerical methods for simulating large-scale integrate-and-fire neuronal networks.

Authors:  Aaditya V Rangan; David Cai
Journal:  J Comput Neurosci       Date:  2006-07-28       Impact factor: 1.621

3.  Orientation selectivity in visual cortex by fluctuation-controlled criticality.

Authors:  Louis Tao; David Cai; David W McLaughlin; Michael J Shelley; Robert Shapley
Journal:  Proc Natl Acad Sci U S A       Date:  2006-08-11       Impact factor: 11.205

4.  Estimation of synaptic conductances.

Authors:  Antoni Guillamon; David W McLaughlin; John Rinzel
Journal:  J Physiol Paris       Date:  2006-11-03

5.  Synaptic bombardment modulates muscarinic effects in forelimb motor cortex.

Authors:  Niraj S Desai; Elisabeth C Walcott
Journal:  J Neurosci       Date:  2006-02-22       Impact factor: 6.167

6.  Inhibition determines membrane potential dynamics and controls action potential generation in awake and sleeping cat cortex.

Authors:  Michelle Rudolph; Martin Pospischil; Igor Timofeev; Alain Destexhe
Journal:  J Neurosci       Date:  2007-05-16       Impact factor: 6.167

7.  Two computational regimes of a single-compartment neuron separated by a planar boundary in conductance space.

Authors:  Brian Nils Lundstrom; Sungho Hong; Matthew H Higgs; Adrienne L Fairhall
Journal:  Neural Comput       Date:  2008-05       Impact factor: 2.026

8.  Effects of noise on models of spiny dendrites.

Authors:  Emma J Coutts; Gabriel J Lord
Journal:  J Comput Neurosci       Date:  2012-08-16       Impact factor: 1.621

9.  Improved dimensionally-reduced visual cortical network using stochastic noise modeling.

Authors:  Louis Tao; Jeremy Praissman; Andrew T Sornborger
Journal:  J Comput Neurosci       Date:  2011-08-27       Impact factor: 1.621

10.  Inhibitory "noise".

Authors:  Alain Destexhe
Journal:  Front Cell Neurosci       Date:  2010-03-31       Impact factor: 5.505

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