Tamura Shinichi, Nishitani Yoshi, Hosokawa Chie, Miyoshi Tomomitsu, Sawai Hajime, Kamimura Takuya, Yagi Yasushi, Mizuno-Matsumoto Yuko, Chen Yen-Wei
NBL Technovator Co., Ltd., 631 Shindachimakino, Sennan 590-0522, Japan.
Department of Radiology, Graduate School of Medicine, Osaka University, Suita 565-0871, Japan.
Comput Intell Neurosci. 2016;2016:7267691. doi: 10.1155/2016/7267691. Epub 2016 Apr 27.
We observed spike trains produced by one-shot electrical stimulation with 8 × 8 multielectrodes in cultured neuronal networks. Each electrode accepted spikes from several neurons. We extracted the short codes from spike trains and obtained a code spectrum with a nominal time accuracy of 1%. We then constructed code flow maps as movies of the electrode array to observe the code flow of "1101" and "1011," which are typical pseudorandom sequence such as that we often encountered in a literature and our experiments. They seemed to flow from one electrode to the neighboring one and maintained their shape to some extent. To quantify the flow, we calculated the "maximum cross-correlations" among neighboring electrodes, to find the direction of maximum flow of the codes with lengths less than 8. Normalized maximum cross-correlations were almost constant irrespective of code. Furthermore, if the spike trains were shuffled in interval orders or in electrodes, they became significantly small. Thus, the analysis suggested that local codes of approximately constant shape propagated and conveyed information across the network. Hence, the codes can serve as visible and trackable marks of propagating spike waves as well as evaluating information flow in the neuronal network.
我们观察了在培养的神经元网络中,使用8×8多电极进行单次电刺激所产生的脉冲序列。每个电极接收来自多个神经元的脉冲。我们从脉冲序列中提取短码,并获得了标称时间精度为1%的码谱。然后,我们构建了码流图,作为电极阵列的动态图,以观察“1101”和“1011”的码流,这是典型的伪随机序列,如我们在文献和实验中经常遇到的那样。它们似乎从一个电极流向相邻电极,并在一定程度上保持其形状。为了量化这种流动,我们计算了相邻电极之间的“最大互相关”,以找到长度小于8的码的最大流动方向。归一化最大互相关几乎与码无关而保持恒定。此外,如果脉冲序列在时间间隔顺序或电极上被打乱,它们会显著变小。因此,分析表明,形状近似恒定的局部码在网络中传播并传递信息。因此,这些码既可以作为传播脉冲波的可见且可追踪的标记,也可以用于评估神经元网络中的信息流。