Literature DB >> 9744892

Ion channel stochasticity may be critical in determining the reliability and precision of spike timing.

E Schneidman1, B Freedman, I Segev.   

Abstract

The firing reliability and precision of an isopotential membrane patch consisting of a realistically large number of ion channels is investigated using a stochastic Hodgkin-Huxley (HH) model. In sharp contrast to the deterministic HH model, the biophysically inspired stochastic model reproduces qualitatively the different reliability and precision characteristics of spike firing in response to DC and fluctuating current input in neocortical neurons, as reported by Mainen & Sejnowski (1995). For DC inputs, spike timing is highly unreliable; the reliability and precision are significantly increased for fluctuating current input. This behavior is critically determined by the relatively small number of excitable channels that are opened near threshold for spike firing rather than by the total number of channels that exist in the membrane patch. Channel fluctuations, together with the inherent bistability in the HH equations, give rise to three additional experimentally observed phenomena: subthreshold oscillations in the membrane voltage for DC input, "spontaneous" spikes for subthreshold inputs, and "missing" spikes for suprathreshold inputs. We suggest that the noise inherent in the operation of ion channels enables neurons to act as "smart" encoders. Slowly varying, uncorrelated inputs are coded with low reliability and accuracy and, hence, the information about such inputs is encoded almost exclusively by the spike rate. On the other hand, correlated presynaptic activity produces sharp fluctuations in the input to the postsynaptic cell, which are then encoded with high reliability and accuracy. In this case, information about the input exists in the exact timing of the spikes. We conclude that channel stochasticity should be considered in realistic models of neurons.

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Year:  1998        PMID: 9744892     DOI: 10.1162/089976698300017089

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


  96 in total

1.  Renewal-process approximation of a stochastic threshold model for electrical neural stimulation.

Authors:  I C Bruce; L S Irlicht; M W White; S J O'Leary; G M Clark
Journal:  J Comput Neurosci       Date:  2000 Sep-Oct       Impact factor: 1.621

2.  Subthreshold voltage noise due to channel fluctuations in active neuronal membranes.

Authors:  P N Steinmetz; A Manwani; C Koch; M London; I Segev
Journal:  J Comput Neurosci       Date:  2000 Sep-Oct       Impact factor: 1.621

3.  Cell-attached measurements of the firing threshold of rat hippocampal neurones.

Authors:  D Fricker; J A Verheugen; R Miles
Journal:  J Physiol       Date:  1999-06-15       Impact factor: 5.182

4.  Membrane potential fluctuations determine the precision of spike timing and synchronous activity: a model study.

Authors:  J Kretzberg; M Egelhaaf; A K Warzecha
Journal:  J Comput Neurosci       Date:  2001 Jan-Feb       Impact factor: 1.621

5.  An analysis of the reliability phenomenon in the FitzHugh-Nagumo model.

Authors:  Efstratios K Kosmidis; K Pakdaman
Journal:  J Comput Neurosci       Date:  2003 Jan-Feb       Impact factor: 1.621

Review 6.  Roles of Na+, Ca2+, and K+ channels in the generation of repetitive firing and rhythmic bursting in adrenal chromaffin cells.

Authors:  Christopher J Lingle; Pedro L Martinez-Espinosa; Laura Guarina; Emilio Carbone
Journal:  Pflugers Arch       Date:  2017-08-03       Impact factor: 3.657

7.  State-dependent effects of Na channel noise on neuronal burst generation.

Authors:  Peter F Rowat; Robert C Elson
Journal:  J Comput Neurosci       Date:  2004 Mar-Apr       Impact factor: 1.621

8.  Intrinsic cellular currents and the temporal precision of EPSP-action potential coupling in CA1 pyramidal cells.

Authors:  Nikolai Axmacher; Richard Miles
Journal:  J Physiol       Date:  2004-01-14       Impact factor: 5.182

9.  Optimal ion channel clustering for intracellular calcium signaling.

Authors:  J W Shuai; P Jung
Journal:  Proc Natl Acad Sci U S A       Date:  2003-01-07       Impact factor: 11.205

10.  Desynchronization of electrically evoked auditory-nerve activity by high-frequency pulse trains of long duration.

Authors:  Leonid M Litvak; Zachary M Smith; Bertrand Delgutte; Donald K Eddington
Journal:  J Acoust Soc Am       Date:  2003-10       Impact factor: 1.840

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