Statistical physics approach to dendritic computation: The excitable-wave mean-field approximation


Autoria(s): Gollo, Leonardo L.; Filho, Osame Kinouchi; Copelli, Mauro
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

04/11/2013

04/11/2013

2012

Resumo

We analytically study the input-output properties of a neuron whose active dendritic tree, modeled as a Cayley tree of excitable elements, is subjected to Poisson stimulus. Both single-site and two-site mean-field approximations incorrectly predict a nonequilibrium phase transition which is not allowed in the model. We propose an excitable-wave mean-field approximation which shows good agreement with previously published simulation results [Gollo et al., PLoS Comput. Biol. 5, e1000402 (2009)] and accounts for finite-size effects. We also discuss the relevance of our results to experiments in neuroscience, emphasizing the role of active dendrites in the enhancement of dynamic range and in gain control modulation.

CNPq

CNPq

FACEPE

FACEPE

CAPES

CAPES

PRONEX

PRONEX

PRONEM

PRONEM

INCeMaq

INCeMaq

MEC (Spain)

MEC (Spain)

FEDER

FEDER [FIS2007-60327 (FISICOS)]

Identificador

PHYSICAL REVIEW E, COLLEGE PK, v. 85, n. 1, supl. 1, Part 1, pp. 10157-10165, 40909, 2012

1539-3755

http://www.producao.usp.br/handle/BDPI/37913

10.1103/PhysRevE.85.011911

http://dx.doi.org/10.1103/PhysRevE.85.011911

Idioma(s)

eng

Publicador

AMER PHYSICAL SOC

COLLEGE PK

Relação

PHYSICAL REVIEW E

Direitos

openAccess

Copyright AMER PHYSICAL SOC

Palavras-Chave #CAT VISUAL-CORTEX #GAIN-CONTROL #SHUNTING INHIBITION #CONTRAST INVARIANCE #SYNAPTIC DEPRESSION #ACTIVE DENDRITES #CONTACT PROCESS #PYRAMIDAL CELL #CORTICAL AREAS #NEURONAL GAIN #PHYSICS, FLUIDS & PLASMAS #PHYSICS, MATHEMATICAL
Tipo

article

original article

publishedVersion