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Spontaneous Fluctuations in Visual Cortical Responses Influence Population Coding Accuracy

机译:视觉皮层反应中的自发性波动影响总体编码精度。

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摘要

Information processing in the cerebral cortex depends not only on the nature of incoming stimuli, but also on the state of neuronal networks at the time of stimulation. That is, the same stimulus will be processed differently depending on the neuronal context in which it is received. A major factor that could influence neuronal context is the background, or ongoing neuronal activity before stimulation. In visual cortex, ongoing activity is known to play a critical role in the development of local circuits, yet whether it influences the coding of visual features in adult cortex is unclear. Here, we investigate whether and how the information encoded by individual neurons and populations in primary visual cortex (V1) depends on the ongoing activity before stimulus presentation. We report that when individual neurons are in a “low” prestimulus state, they have a higher capacity to discriminate stimulus features, such as orientation, despite their reduction in evoked responses. By measuring the distribution of prestimulus activity across a population of neurons, we found that network discrimination accuracy is improved in the low prestimulus state. Thus, the distribution of ongoing activity states across the network creates an “internal context” that dynamically filters incoming stimuli to modulate the accuracy of sensory coding. The modulation of stimulus coding by ongoing activity state is consistent with recurrent network models in which ongoing activity dynamically controls the balanced background excitation and inhibition to individual neurons.
机译:大脑皮层中的信息处理不仅取决于传入刺激的性质,还取决于刺激时神经元网络的状态。即,相同的刺激将根据接收它的神经元环境而被不同地处理。可能影响神经元背景的主要因素是刺激前的背景或持续的神经元活动。在视觉皮层中,正在进行的活动在局部回路的发展中起着至关重要的作用,但尚不清楚它是否影响成人皮层视觉特征的编码。在这里,我们调查是否以及如何由单个神经元和初级视觉皮层(V1)中的人口编码的信息取决于刺激呈现之前正在进行的活动。我们报告说,当单个神经元处于“低”前刺激状态时,尽管它们诱发的反应减少,但它们具有更高的能力来区分刺激功能(例如方向)。通过测量整个神经元群体中刺激活动的分布,我们发现在低刺激状态下网络识别的准确性得到了提高。因此,正在进行的活动状态在网络上的分布会创建一个“内部环境”,该内部环境会动态过滤传入的刺激以调节感觉编码的准确性。正在进行的活动状态对刺激编码的调制与递归网络模型一致,在递归网络模型中,正在进行的活动动态地控制了对单个神经元的平衡背景激发和抑制。

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