Literature DB >> 10479708

Neuronal interactions improve cortical population coding of movement direction.

E M Maynard1, N G Hatsopoulos, C L Ojakangas, B D Acuna, J N Sanes, R A Normann, J P Donoghue.   

Abstract

Interactions among groups of neurons in primary motor cortex (MI) may convey information about motor behavior. We investigated the information carried by interactions in MI of macaque monkeys using a novel multielectrode array to record simultaneously from 12-16 neurons during an arm-reaching task. Pairs of simultaneously recorded cells revealed significant correlations in their trial-to-trial firing rate variation when estimated over broad (600 msec) time intervals. This covariation was only weakly related to the preferred directions of the individual MI neurons estimated from the firing rate and did not vary significantly with interelectrode distance. Most significantly, in a portion of cell pairs, correlation strength varied with the direction of the arm movement. We evaluated to what extent correlated activity provided additional information about movement direction beyond that available in single neuron firing rate. A multivariate statistical model successfully classified direction from single trials of neural data. However, classification was consistently better when correlations were incorporated into the model as compared to one in which neurons were treated as independent encoders. Information-theoretic analysis demonstrated that interactions caused by correlated activity carry additional information about movement direction beyond that based on the firing rates of independently acting neurons. These results also show that cortical representations incorporating higher order features of population activity would be richer than codes based solely on firing rate, if such information can exploited by the nervous system.

Mesh:

Year:  1999        PMID: 10479708      PMCID: PMC6782478     

Source DB:  PubMed          Journal:  J Neurosci        ISSN: 0270-6474            Impact factor:   6.167


  49 in total

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Journal:  Nature       Date:  1995-02-09       Impact factor: 49.962

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Journal:  Exp Brain Res       Date:  1978-06-19       Impact factor: 1.972

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Journal:  J Neurosci       Date:  1982-11       Impact factor: 6.167

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  84 in total

1.  Relationship among discharges of neighboring neurons in the rat prefrontal cortex during spatial working memory tasks.

Authors:  M W Jung; Y Qin; D Lee; I Mook-Jung
Journal:  J Neurosci       Date:  2000-08-15       Impact factor: 6.167

Review 2.  Feed-forward synchronization: propagation of temporal patterns along the retinothalamocortical pathway.

Authors:  Sergio Neuenschwander; Miguel Castelo-Branco; Jerome Baron; Wolf Singer
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2002-12-29       Impact factor: 6.237

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Authors:  Nicholas G Hatsopoulos; Liam Paninski; John P Donoghue
Journal:  Exp Brain Res       Date:  2003-02-19       Impact factor: 1.972

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Authors:  Yifat Prut; Steve I Perlmutter
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Journal:  Proc Natl Acad Sci U S A       Date:  2003-09-05       Impact factor: 11.205

Review 6.  The temporal resolution of neural codes: does response latency have a unique role?

Authors:  M W Oram; D Xiao; B Dritschel; K R Payne
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2002-08-29       Impact factor: 6.237

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Authors:  Michele Bezzi; Mathew E Diamond; Alessandro Treves
Journal:  J Comput Neurosci       Date:  2002 May-Jun       Impact factor: 1.621

8.  Redundant information encoding in primary motor cortex during natural and prosthetic motor control.

Authors:  Kelvin So; Karunesh Ganguly; Jessica Jimenez; Michael C Gastpar; Jose M Carmena
Journal:  J Comput Neurosci       Date:  2011-11-01       Impact factor: 1.621

9.  Modeling task-specific neuronal ensembles improves decoding of grasp.

Authors:  Ryan J Smith; Alcimar B Soares; Adam G Rouse; Marc H Schieber; Nitish V Thakor
Journal:  J Neural Eng       Date:  2018-02-02       Impact factor: 5.379

10.  Failure mode analysis of silicon-based intracortical microelectrode arrays in non-human primates.

Authors:  James C Barrese; Naveen Rao; Kaivon Paroo; Corey Triebwasser; Carlos Vargas-Irwin; Lachlan Franquemont; John P Donoghue
Journal:  J Neural Eng       Date:  2013-11-12       Impact factor: 5.379

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