Literature DB >> 12134153

Model for a robust neural integrator.

Alexei A Koulakov1, Sridhar Raghavachari, Adam Kepecs, John E Lisman.   

Abstract

Integrator circuits in the brain show persistent firing that reflects the sum of previous excitatory and inhibitory inputs from external sources. Integrator circuits have been implicated in parametric working memory, decision making and motor control. Previous work has shown that stable integrator function can be achieved by an excitatory recurrent neural circuit, provided synaptic strengths are tuned with extreme precision (better than 1% accuracy). Here we show that integrator circuits can function without fine tuning if the neuronal units have bistable properties. Two specific mechanisms of bistability are analyzed, one based on local recurrent excitation, and the other on the voltage-dependence of the NMDA (N-methyl-D-aspartate) channel. Neither circuit requires fine tuning to perform robust integration, and the latter actually exploits the variability of neuronal conductances.

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Year:  2002        PMID: 12134153     DOI: 10.1038/nn893

Source DB:  PubMed          Journal:  Nat Neurosci        ISSN: 1097-6256            Impact factor:   24.884


  93 in total

Review 1.  Mechanisms of Persistent Activity in Cortical Circuits: Possible Neural Substrates for Working Memory.

Authors:  Joel Zylberberg; Ben W Strowbridge
Journal:  Annu Rev Neurosci       Date:  2017-07-25       Impact factor: 12.449

2.  A recurrent network model of somatosensory parametric working memory in the prefrontal cortex.

Authors:  Paul Miller; Carlos D Brody; Ranulfo Romo; Xiao-Jing Wang
Journal:  Cereb Cortex       Date:  2003-11       Impact factor: 5.357

3.  Roles of the cerebellum in pursuit-vestibular interactions.

Authors:  Kikuro Fukushima
Journal:  Cerebellum       Date:  2003       Impact factor: 3.847

4.  Plasticity and tuning of the time course of analog persistent firing in a neural integrator.

Authors:  Guy Major; Robert Baker; Emre Aksay; H Sebastian Seung; David W Tank
Journal:  Proc Natl Acad Sci U S A       Date:  2004-05-10       Impact factor: 11.205

5.  Plasticity and tuning by visual feedback of the stability of a neural integrator.

Authors:  Guy Major; Robert Baker; Emre Aksay; Brett Mensh; H Sebastian Seung; David W Tank
Journal:  Proc Natl Acad Sci U S A       Date:  2004-05-10       Impact factor: 11.205

6.  Correlated neural variability in persistent state networks.

Authors:  Amber Polk; Ashok Litwin-Kumar; Brent Doiron
Journal:  Proc Natl Acad Sci U S A       Date:  2012-04-02       Impact factor: 11.205

7.  The Behavioral Relevance of Cortical Neural Ensemble Responses Emerges Suddenly.

Authors:  Brian F Sadacca; Narendra Mukherjee; Tony Vladusich; Jennifer X Li; Donald B Katz; Paul Miller
Journal:  J Neurosci       Date:  2016-01-20       Impact factor: 6.167

8.  Recruitment of motor neuronal persistent inward currents shapes withdrawal reflexes in the frog.

Authors:  Jean-François Perrier; Matthew C Tresch
Journal:  J Physiol       Date:  2004-11-04       Impact factor: 5.182

9.  A continuous attractor network model without recurrent excitation: maintenance and integration in the head direction cell system.

Authors:  Christian Boucheny; Nicolas Brunel; Angelo Arleo
Journal:  J Comput Neurosci       Date:  2005 Mar-Apr       Impact factor: 1.621

10.  A controlled attractor network model of path integration in the rat.

Authors:  John Conklin; Chris Eliasmith
Journal:  J Comput Neurosci       Date:  2005 Mar-Apr       Impact factor: 1.621

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