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Neural coding properties based on spike timing and pattern correlation of retinal ganglion cells

机译:基于尖峰时序和视网膜神经节细胞模式相关性的神经编码特性

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摘要

Correlation between spike trains or neurons sometimes indicates certain neural coding rules in the visual system. In this paper, the relationship between spike timing correlation and pattern correlation is discussed, and their ability to represent stimulus features is compared to examine their coding strategies not only in individual neurons but also in population. Two kinds of stimuli, natural movies and checkerboard, are used to arouse firing activities in chicken retinal ganglion cells. The spike timing correlation and pattern correlation are calculated by cross-correlation function and Lempel–Ziv distance respectively. According to the correlation values, it is demonstrated that spike trains with similar spike patterns are not necessarily concerted in firing time. Moreover, spike pattern correlation values between individual neurons’ responses reflect the difference of natural movies and checkerboard; neurons cooperate with each other with higher pattern correlation values which represent spatiotemporal correlations during response to natural movies. Spike timing does not reflect stimulus features as obvious as spike patterns, caused by their particular coding properties or physiological foundation. As a result, separating the pattern correlation out of traditional timing correlation concept uncover additional insight in neural coding.
机译:尖峰序列或神经元之间的相关性有时会指示视觉系统中的某些神经编码规则。在本文中,讨论了尖峰时序相关性和模式相关性之间的关系,并比较了它们表示刺激特征的能力,以不仅在单个神经元中而且在群体中检查其编码策略。两种刺激,自然电影和棋盘格,被用来激发鸡视网膜神经节细胞的射击活动。分别通过互相关函数和Lempel-Ziv距离计算出尖峰时序相关性和模式相关性。根据相关值,证明具有相似尖峰模式的尖峰列不一定在点火时间内协调一致。此外,各个神经元反应之间的峰值模式相关值反映了自然电影和棋盘的差异;神经元以更高的模式相关值相互协作,这些模式相关值表示对自然电影的响应过程中的时空相关性。尖峰时间不能反映出像尖峰模式那样明显的刺激特征,这是由于其特殊的编码特性或生理基础引起的。结果,将模式相关性与传统的时序相关性概念分离开来,可以发现神经编码方面的其他见解。

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