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Visual pattern discrimination by population retinal ganglion cells’ activities during natural movie stimulation

机译:在自然电影刺激过程中通过群体视网膜神经节细胞的活动识别视觉模式

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摘要

In the visual system, neurons often fire in synchrony, and it is believed that synchronous activities of group neurons are more efficient than single cell response in transmitting neural signals to down-stream neurons. However, whether dynamic natural stimuli are encoded by dynamic spatiotemporal firing patterns of synchronous group neurons still needs to be investigated. In this paper we recorded the activities of population ganglion cells in bullfrog retina in response to time-varying natural images (natural scene movie) using multi-electrode arrays. In response to some different brief section pairs of the movie, synchronous groups of retinal ganglion cells (RGCs) fired with similar but different spike events. We attempted to discriminate the movie sections based on temporal firing patterns of single cells and spatiotemporal firing patterns of the synchronous groups of RGCs characterized by a measurement of subsequence distribution discrepancy. The discrimination performance was assessed by a classification method based on Support Vector Machines. Our results show that different movie sections of the natural movie elicited reliable dynamic spatiotemporal activity patterns of the synchronous RGCs, which are more efficient in discriminating different movie sections than the temporal patterns of the single cells’ spike events. These results suggest that, during natural vision, the down-stream neurons may decode the visual information from the dynamic spatiotemporal patterns of the synchronous group of RGCs’ activities.Electronic supplementary materialThe online version of this article (doi:10.1007/s11571-013-9266-9) contains supplementary material, which is available to authorized users.
机译:在视觉系统中,神经元通常会同步触发,据信在将神经信号传输到下游神经元时,组神经元的同步活动比单细胞响应更有效。然而,是否需要通过同步组神经元的动态时空激发模式来编码动态自然刺激。在本文中,我们使用多电极阵列记录了牛蛙视网膜中神经节细胞的活动,以响应随时间变化的自然图像(自然场景电影)。为了响应电影中不同的简短部分对,同步组的视网膜神经节细胞(RGC)发射了相似但不同的尖峰事件。我们试图基于单个单元的时间触发模式和以子序列分布差异的测量为特征的同步RGC组的时空触发模式来区分电影部分。通过基于支持向量机的分类方法评估判别性能。我们的结果表明,自然电影的不同电影部分会引发同步RGC的可靠动态时空活动模式,与单个单元格尖峰事件的时间模式相比,它们在区分不同电影部分时效率更高。这些结果表明,在自然视觉过程中,下游神经元可能会从同步RGC组活动的动态时空模式中解码视觉信息。电子补充材料本文的在线版本(doi:10.1007 / s11571-013- 9266-9)包含补充材料,授权用户可以使用。

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