Irregular Dynamics in Up and Down Cortical States

被引:42
|
作者
Mejias, Jorge F. [1 ,2 ]
Kappen, Hilbert J. [3 ]
Torres, Joaquin J. [2 ]
机构
[1] Univ Ottawa, Ctr Neural Dynam, Ottawa, ON, Canada
[2] Univ Granada, Dept Electromagnetism & Matter Phys, Granada, Spain
[3] Radboud Univ Nijmegen, Donders Inst Brain Cognit & Behav, NL-6525 ED Nijmegen, Netherlands
来源
PLOS ONE | 2010年 / 5卷 / 11期
关键词
TERM SYNAPTIC DEPRESSION; PERSISTENT ACTIVITY; BISTABLE SYSTEM; NEURAL-NETWORKS; NEURONS; SLOW; FACILITATION; MEMORY; MODEL; FLUCTUATIONS;
D O I
10.1371/journal.pone.0013651
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Complex coherent dynamics is present in a wide variety of neural systems. A typical example is the voltage transitions between up and down states observed in cortical areas in the brain. In this work, we study this phenomenon via a biologically motivated stochastic model of up and down transitions. The model is constituted by a simple bistable rate dynamics, where the synaptic current is modulated by short-term synaptic processes which introduce stochasticity and temporal correlations. A complete analysis of our model, both with mean-field approaches and numerical simulations, shows the appearance of complex transitions between high (up) and low (down) neural activity states, driven by the synaptic noise, with permanence times in the up state distributed according to a power-law. We show that the experimentally observed large fluctuation in up and down permanence times can be explained as the result of sufficiently noisy dynamical synapses with sufficiently large recovery times. Static synapses cannot account for this behavior, nor can dynamical synapses in the absence of noise.
引用
收藏
页数:13
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