Mirror Neurons Modeled Through Spike-Timing-Dependent Plasticity are Affected by Channelopathies Associated with Autism Spectrum Disorder

被引:21
作者
Antunes, Gabriela [1 ]
Faria da Silva, Samuel F. [2 ]
Simoes de Souza, Fabio M. [3 ]
机构
[1] Univ Sao Paulo, Fac Filosofia Ciencias & Letras Ribeirao Preto, Dept Phys, Ribeirao Preto, SP, Brazil
[2] Pontificia Univ Catolica Campinas, Campinas, SP, Brazil
[3] Fed Univ ABC, Ctr Math Computat & Cognit, Sao Bernardo Do Campo, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Mirror neurons; spike-timing-dependent plasticity; conductance based models; autism spectrum disorder; SYNAPTIC PLASTICITY; PREMOTOR CORTEX; NEURAL-NETWORKS; H-CHANNELS; SYSTEM; IMITATION; MECHANISMS; DENDRITES; PROPAGATION; SUPPRESSION;
D O I
10.1142/S0129065717500587
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Mirror neurons fire action potentials both when the agent performs a certain behavior and watches someone performing a similar action. Here, we present an original mirror neuron model based on the spike-timing-dependent plasticity (STDP) between two morpho-electrical models of neocortical pyramidal neurons. Both neurons fired spontaneously with basal firing rate that follows a Poisson distribution, and the STDP between them was modeled by the triplet algorithm. Our simulation results demonstrated that STDP is sufficient for the rise of mirror neuron function between the pairs of neocortical neurons. This is a proof of concept that pairs of neocortical neurons associating sensory inputs to motor outputs could operate like mirror neurons. In addition, we used the mirror neuron model to investigate whether channelopathies associated with autism spectrum disorder could impair the modeled mirror function. Our simulation results showed that impaired hyperpolarization-activated cationic currents (Ih) affected the mirror function between the pairs of neocortical neurons coupled by STDP.
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页数:15
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