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Measuring Synchronization between Spikes and Local Field Potential Based on the Kullback-Leibler Divergence

机译:基于Kullback-Leibler散度的尖峰与局部场势同步度量

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摘要

Neurophysiological studies have shown that there is a close relationship between spikes and local field potential (LFP), which reflects crucial neural coding information. In this paper, we used a new method to evaluate the synchronization between spikes and LFP. All possible phases of LFP from -n to n were first binned into a freely chosen number of bins; then, the probability of spikes falling in each bin was calculated, and the deviation degree from the uniform distribution based on the Kullback-Leibler divergence was calculated to define the synchronization between spikes and LFP. The simulation results demonstrate that the method is rapid, basically unaffected by the total number of spikes, and can adequately resist the noise of spike trains. We applied this method to the experimental data of patients with intractable epilepsy, and we observed the synchronization between spikes and LFP in the formation of memory. These results show that our proposed method is a powerful tool that can quantitatively measure the synchronization between spikes and LFP.
机译:神经生理学研究表明,尖峰与局部场电位 (LFP) 之间存在密切关系,这反映了关键的神经编码信息。在本文中,我们使用了一种新方法来评估尖峰和LFP之间的同步。LFP从-n到n的所有可能相位首先被分箱到自由选择的分箱数量中;然后,计算每个箱中尖峰落下的概率,并计算基于Kullback-Leibler散度的均匀分布的偏离度,以定义尖峰与LFP之间的同步性。仿真结果表明,该方法速度快,基本不受尖峰总数的影响,能够充分抵抗尖峰列车的噪声。我们将这种方法应用于难治性癫痫患者的实验数据,我们观察到棘峰和LFP在记忆形成中的同步性。这些结果表明,我们提出的方法是一种强大的工具,可以定量测量尖峰和LFP之间的同步。

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