Literature DB >> 23878209

Stimulus-dependent variability and noise correlations in cortical MT neurons.

Adrián Ponce-Alvarez1, Alexander Thiele, Thomas D Albright, Gene R Stoner, Gustavo Deco.   

Abstract

Population codes assume that neural systems represent sensory inputs through the firing rates of populations of differently tuned neurons. However, trial-by-trial variability and noise correlations are known to affect the information capacity of neural codes. Although recent studies have shown that stimulus presentation reduces both variability and rate correlations with respect to their spontaneous level, possibly improving the encoding accuracy, whether these second order statistics are tuned is unknown. If so, second-order statistics could themselves carry information, rather than being invariably detrimental. Here we show that rate variability and noise correlation vary systematically with stimulus direction in directionally selective middle temporal (MT) neurons, leading to characteristic tuning curves. We show that such tuning emerges in a stochastic recurrent network, for a set of connectivity parameters that overlaps with a single-state scenario and multistability. Information theoretic analysis shows that second-order statistics carry information that can improve the accuracy of the population code.

Mesh:

Year:  2013        PMID: 23878209      PMCID: PMC3740826          DOI: 10.1073/pnas.1300098110

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  52 in total

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Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2003-04-10

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Journal:  Neural Comput       Date:  2004-06       Impact factor: 2.026

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Authors:  Joshua A Goldberg; Uri Rokni; Haim Sompolinsky
Journal:  Neuron       Date:  2004-05-13       Impact factor: 17.173

4.  Small modulation of ongoing cortical dynamics by sensory input during natural vision.

Authors:  József Fiser; Chiayu Chiu; Michael Weliky
Journal:  Nature       Date:  2004-09-30       Impact factor: 49.962

5.  Neural variability in premotor cortex provides a signature of motor preparation.

Authors:  Mark M Churchland; Byron M Yu; Stephen I Ryu; Gopal Santhanam; Krishna V Shenoy
Journal:  J Neurosci       Date:  2006-04-05       Impact factor: 6.167

6.  Extended method of moments for deterministic analysis of stochastic multistable neurodynamical systems.

Authors:  Gustavo Deco; Daniel Martí
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2007-03-28

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Journal:  Nat Neurosci       Date:  2008-03-30       Impact factor: 24.884

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Authors:  Jude F Mitchell; Kristy A Sundberg; John H Reynolds
Journal:  Neuron       Date:  2009-09-24       Impact factor: 17.173

9.  The effect of correlated variability on the accuracy of a population code.

Authors:  L F Abbott; P Dayan
Journal:  Neural Comput       Date:  1999-01-01       Impact factor: 2.026

10.  Noise correlations in cortical area MT and their potential impact on trial-by-trial variation in the direction and speed of smooth-pursuit eye movements.

Authors:  Xin Huang; Stephen G Lisberger
Journal:  J Neurophysiol       Date:  2009-03-25       Impact factor: 2.714

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  52 in total

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2.  Origin of information-limiting noise correlations.

Authors:  Ingmar Kanitscheider; Ruben Coen-Cagli; Alexandre Pouget
Journal:  Proc Natl Acad Sci U S A       Date:  2015-11-30       Impact factor: 11.205

3.  Firing rate dynamics in recurrent spiking neural networks with intrinsic and network heterogeneity.

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4.  Coding of envelopes by correlated but not single-neuron activity requires neural variability.

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Journal:  Proc Natl Acad Sci U S A       Date:  2015-03-30       Impact factor: 11.205

5.  Stochastic transitions into silence cause noise correlations in cortical circuits.

Authors:  Gabriela Mochol; Ainhoa Hermoso-Mendizabal; Shuzo Sakata; Kenneth D Harris; Jaime de la Rocha
Journal:  Proc Natl Acad Sci U S A       Date:  2015-03-04       Impact factor: 11.205

6.  Information-limiting correlations.

Authors:  Rubén Moreno-Bote; Jeffrey Beck; Ingmar Kanitscheider; Xaq Pitkow; Peter Latham; Alexandre Pouget
Journal:  Nat Neurosci       Date:  2014-09-07       Impact factor: 24.884

7.  Bump attractor dynamics in prefrontal cortex explains behavioral precision in spatial working memory.

Authors:  Klaus Wimmer; Duane Q Nykamp; Christos Constantinidis; Albert Compte
Journal:  Nat Neurosci       Date:  2014-02-02       Impact factor: 24.884

8.  Improved estimation and interpretation of correlations in neural circuits.

Authors:  Dimitri Yatsenko; Krešimir Josić; Alexander S Ecker; Emmanouil Froudarakis; R James Cotton; Andreas S Tolias
Journal:  PLoS Comput Biol       Date:  2015-03-31       Impact factor: 4.475

9.  Relating Divisive Normalization to Neuronal Response Variability.

Authors:  Ruben Coen-Cagli; Selina S Solomon
Journal:  J Neurosci       Date:  2019-08-06       Impact factor: 6.167

10.  Task-evoked functional connectivity does not explain functional connectivity differences between rest and task conditions.

Authors:  Lauren K Lynch; Kun-Han Lu; Haiguang Wen; Yizhen Zhang; Andrew J Saykin; Zhongming Liu
Journal:  Hum Brain Mapp       Date:  2018-08-24       Impact factor: 5.038

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