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Spatial Correlations in Natural Scenes Modulate Response Reliability in Mouse Visual Cortex

机译:自然场景中的空间相关性调节鼠标视觉皮层中的响应可靠性。

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摘要

Intrinsic neuronal variability significantly limits information encoding in the primary visual cortex (V1). Certain stimuli can suppress this intertrial variability to increase the reliability of neuronal responses. In particular, responses to natural scenes, which have broadband spatiotemporal statistics, are more reliable than responses to stimuli such as gratings. However, very little is known about which stimulus statistics modulate reliable coding and how this occurs at the neural ensemble level. Here, we sought to elucidate the role that spatial correlations in natural scenes play in reliable coding. We developed a novel noise-masking method to systematically alter spatial correlations in natural movies, without altering their edge structure. Using high-speed two-photon calcium imaging in vivo, we found that responses in mouse V1 were much less reliable at both the single neuron and population level when spatial correlations were removed from the image. This change in reliability was due to a reorganization of between-neuron correlations. Strongly correlated neurons formed ensembles that reliably and accurately encoded visual stimuli, whereas reducing spatial correlations reduced the activation of these ensembles, leading to an unreliable code. Together with an ensemble-specific normalization model, these results suggest that the coordinated activation of specific subsets of neurons underlies the reliable coding of natural scenes.>SIGNIFICANCE STATEMENT The natural environment is rich with information. To process this information with high fidelity, V1 neurons have to be robust to noise and, consequentially, must generate responses that are reliable from trial to trial. While several studies have hinted that both stimulus attributes and population coding may reduce noise, the details remain unclear. Specifically, what features of natural scenes are important and how do they modulate reliability? This study is the first to investigate the role of spatial correlations, which are a fundamental attribute of natural scenes, in shaping stimulus coding by V1 neurons. Our results provide new insights into how stimulus spatial correlations reorganize the correlated activation of specific ensembles of neurons to ensure accurate information processing in V1.
机译:内在神经元变异性大大限制了初级视觉皮层(V1)中的信息编码。某些刺激可以抑制这种间质变异性,从而增加神经元反应的可靠性。特别是,对具有宽带时空统计数据的自然场景的响应要比对诸如光栅的刺激的响应更可靠。但是,对于哪种刺激统计数据可调节可靠的编码以及在神经系综水平如何发生这种编码,人们知之甚少。在这里,我们试图阐明自然场景中的空间相关性在可靠编码中的作用。我们开发了一种新颖的噪声掩盖方法,可以系统地改变自然电影中的空间相关性,而不会改变其边缘结构。使用体内的高速两光子钙成像,我们发现,当从图像中移除空间相关性时,小鼠V1的反应在单神经元和群体水平上均较不可靠。可靠性的这种变化是由于神经元之间相关性的重组。高度相关的神经元形成了可以可靠且准确地编码视觉刺激的集合,而减少空间相关性则减少了这些集合的激活,从而导致代码不可靠。这些结果与合奏特定的归一化模型一起表明,神经元特定子集的协同激活是自然场景可靠编码的基础。>意义声明自然环境中信息丰富。为了以高保真度处理此信息,V1神经元必须对噪声具有鲁棒性,因此,必须在每次试验之间产生可靠的响应。尽管有几项研究表明刺激属性和人口编码都可以降低噪音,但细节仍不清楚。具体来说,自然场景的哪些特征很重要,它们如何调节可靠性?这项研究是首次研究空间相关性在塑造V1神经元刺激编码中的作用,而空间相关性是自然场景的基本属性。我们的结果为刺激空间相关性如何重组神经元特定集合的相关激活以确保V1中的准确信息处理提供了新的见解。

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