Gating multiple signals through detailed balance of excitation and inhibition in spiking networks

被引:278
作者
Vogels, Tim P. [1 ,2 ]
Abbott, L. F. [1 ]
机构
[1] Columbia Univ Coll Phys & Surg, Ctr Neurobiol & Behav, Dept Physiol & Cellular Biophys, New York, NY 10032 USA
[2] Brandeis Univ, Dept Biol, Volen Ctr Complex Syst, Waltham, MA 02254 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
MUSCARINIC ACETYLCHOLINE-RECEPTORS; SYNCHRONOUS SPIKING; NEURAL-NETWORKS; FIRING RATES; MACAQUE V1; NEURONS; MODEL; SCHIZOPHRENIA; PROPAGATION; TRANSMISSION;
D O I
10.1038/nn.2276
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Recent theoretical work has provided a basic understanding of signal propagation in networks of spiking neurons, but mechanisms for gating and controlling these signals have not been investigated previously. Here we introduce an idea for the gating of multiple signals in cortical networks that combines principles of signal propagation with aspects of balanced networks. Specifically, we studied networks in which incoming excitatory signals are normally cancelled by locally evoked inhibition, leaving the targeted layer unresponsive. Transmission can be gated 'on' by modulating excitatory and inhibitory gains to upset this detailed balance. We illustrate gating through detailed balance in large networks of integrate-and-fire neurons. We show successful gating of multiple signals and study failure modes that produce effects reminiscent of clinically observed pathologies. Provided that the individual signals are detectable, detailed balance has a large capacity for gating multiple signals.
引用
收藏
页码:483 / 491
页数:9
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