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猫初级视觉皮层分层计算模型中的信息编码

Information coding in a laminar computational model of cat primary visual cortex.

作者信息

Basalyga Gleb, Montemurro Marcelo A, Wennekers Thomas

机构信息

Plymouth University, Plymouth, UK.

出版信息

J Comput Neurosci. 2013 Apr;34(2):273-83. doi: 10.1007/s10827-012-0420-x. Epub 2012 Aug 21.

Abstract

Neural populations across cortical layers perform different computational tasks. However, it is not known whether information in different layers is encoded using a common neural code or whether it depends on the specific layer. Here we studied the laminar distribution of information in a large-scale computational model of cat primary visual cortex. We analyzed the amount of information about the input stimulus conveyed by the different representations of the cortical responses. In particular, we compared the information encoded in four possible neural codes: (1) the information carried by the firing rate of individual neurons; (2) the information carried by spike patterns within a time window; (3) the rate-and-phase information carried by the firing rate labelled by the phase of the Local Field Potentials (LFP); (4) the pattern-and-phase information carried by the spike patterns tagged with the LFP phase. We found that there is substantially more information in the rate-and-phase code compared with the firing rate alone for low LFP frequency bands (less than 30 Hz). When comparing how information is encoded across layers, we found that the extra information contained in a rate-and-phase code may reach 90 % in Layer 4, while in other layers it reaches only 60 %, compared to the information carried by the firing rate alone. These results suggest that information processing in primary sensory cortices could rely on different coding strategies across different layers.

摘要

整个皮层各层的神经群体执行不同的计算任务。然而,目前尚不清楚不同层中的信息是使用共同的神经编码进行编码,还是取决于特定的层。在此,我们在猫初级视觉皮层的大规模计算模型中研究了信息的层状分布。我们分析了由皮层反应的不同表征所传达的关于输入刺激的信息量。具体而言,我们比较了四种可能的神经编码中编码的信息:(1)单个神经元的放电率所携带的信息;(2)一个时间窗口内的尖峰模式所携带的信息;(3)由局部场电位(LFP)的相位标记的放电率所携带的速率和相位信息;(4)用LFP相位标记的尖峰模式所携带的模式和相位信息。我们发现,对于低LFP频段(小于30赫兹),与仅放电率相比,速率和相位编码中的信息量要多得多。当比较各层之间信息的编码方式时,我们发现,与仅由放电率携带的信息相比,速率和相位编码中包含的额外信息在第4层可能达到90%,而在其他层仅达到60%。这些结果表明,初级感觉皮层中的信息处理可能依赖于不同层的不同编码策略。

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