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Temporal correlations in neuronal avalanche occurrence

机译:神经元雪崩发生的时间相关性

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摘要

Ongoing cortical activity consists of sequences of synchronized bursts, named neuronal avalanches, whose size and duration are power law distributed. These features have been observed in a variety of systems and conditions, at all spatial scales, supporting scale invariance, universality and therefore criticality. However, the mechanisms leading to burst triggering, as well as the relationship between bursts and quiescence, are still unclear. The analysis of temporal correlations constitutes a major step towards a deeper understanding of burst dynamics. Here, we investigate the relation between avalanche sizes and quiet times, as well as between sizes of consecutive avalanches recorded in cortex slice cultures. We show that quiet times depend on the size of preceding avalanches and, at the same time, influence the size of the following one. Moreover we evidence that sizes of consecutive avalanches are correlated. In particular, we show that an avalanche tends to be larger or smaller than the following one for short or long time separation, respectively. Our analysis represents the first attempt to provide a quantitative estimate of correlations between activity and quiescence in the framework of neuronal avalanches and will help to enlighten the mechanisms underlying spontaneous activity.
机译:持续的皮层活动由同步爆发序列组成,称为神经元雪崩,其大小和持续时间是幂律分布的。这些特征已经在各种系统和条件下,在所有空间尺度上都得到了观察,从而支持了尺度不变性,普遍性和关键性。但是,导致突发触发的机制以及突发与静态之间的关系仍然不清楚。时间相关性的分析构成了更深入了解突发动力学的重要一步。在这里,我们调查雪崩大小和安静时间之间的关系,以及在皮质切片文化中记录的连续雪崩大小之间的关系。我们表明,安静的时间取决于前面的雪崩的大小,并且同时影响下一个雪崩的大小。此外,我们证明了连续雪崩的大小是相关的。特别是,我们显示,雪崩在短期或长期分离时往往会比下一个雪崩更大或更小。我们的分析代表了对神经雪崩框架内活动与静止之间的相关性进行定量估计的首次尝试,并将有助于启迪自发活动的机制。

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