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Layer-Dependent Attentional Processing by Top-down Signals in a Visual Cortical Microcircuit Model

机译:视觉皮层微电路模型中自上而下的信号的层相关注意处理

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摘要

A vast amount of information about the external world continuously flows into the brain, whereas its capacity to process such information is limited. Attention enables the brain to allocate its resources of information processing to selected sensory inputs for reducing its computational load, and effects of attention have been extensively studied in visual information processing. However, how the microcircuit of the visual cortex processes attentional information from higher areas remains largely unknown. Here, we explore the complex interactions between visual inputs and an attentional signal in a computational model of the visual cortical microcircuit. Our model not only successfully accounts for previous experimental observations of attentional effects on visual neuronal responses, but also predicts contrasting differences in the attentional effects of top-down signals between cortical layers: attention to a preferred stimulus of a column enhances neuronal responses of layers 2/3 and 5, the output stations of cortical microcircuits, whereas attention suppresses neuronal responses of layer 4, the input station of cortical microcircuits. We demonstrate that the specific modulation pattern of layer-4 activity, which emerges from inter-laminar synaptic connections, is crucial for a rapid shift of attention to a currently unattended stimulus. Our results suggest that top-down signals act differently on different layers of the cortical microcircuit.
机译:关于外部世界的大量信息不断流入大脑,而处理这些信息的能力却受到限制。注意力使大脑能够将其信息处理资源分配给选定的感觉输入,以减少其计算负荷,并且在视觉信息处理中已经广泛研究了注意力的影响。然而,视觉皮层的微电路如何处理来自较高区域的注意信息仍然未知。在这里,我们探索视觉皮层微电路的计算模型中视觉输入和注意信号之间的复杂相互作用。我们的模型不仅成功地解释了先前对视觉神经元反应的注意力影响的实验观察结果,而且还预测了皮层之间自上而下的信号的注意力影响的对比差异:对色谱柱的优选刺激的注意会增强第二层的神经元反应/ 3和5,是皮质微电路的输出站,而注意力抑制了第4层(皮质微电路的输入站)的神经元反应。我们证明了从层间突触连接中出现的第4层活动的特定调制模式,对于迅速转移注意力到当前无人值守的刺激至关重要。我们的结果表明,自上而下的信号在皮质微电路的不同层上的作用不同。

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