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Neuronal Spatial Arrangement Shapes Effective Connectivity Traits of in vitro Cortical Networks

机译:神经元空间排列塑造体外皮层网络的有效连通性特征。

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We studied effective connectivity in rat cortical cultures with various degrees of spatial aggregation, ranging from homogeneous networks to highly aggregated ones. We considered small cultures 3 mm in diameter and that contained about 2,000 neurons. Spatial inhomogeneity favored an increase of metric correlations and connectivity among neighboring neurons. Effective connectivity was determined from spontaneous activity recordings using calcium fluorescence imaging. We used generalized transfer entropy as tool to infer the effective connectivity. We carried out numerical simulations to build networks that mimicked the experimental ones and to test the reliability of the connectivity-inference algorithm. Effective connectivity traits were investigated during the development of the cultures over two weeks, and along the gradual blockade of excitatory connections through CNQX. We observed that the average effective connectivity rapidly increased during culture development. At day in vitro (DIV) 15 the average excitatory in-degree was measured as (k) over bar (in)(E) similar or equal to 50 for homogeneous and semi aggregated networks, and (k) over bar (E)(in) similar or equal to 120 for aggregated ones, and with 20 percent inhibition. Aggregated cultures exhibited assortative traits and a high resilience to chemical damage, while the other cultures were dissassortative or neutral, and less resilient. Our work illustrates the role of metric correlations in spatially embedded networks in shaping connectivity and activity traits in living neuronal networks.
机译:我们研究了具有不同程度空间聚集的大鼠皮质文化中的有效连通性,范围从同质网络到高度聚集的网络。我们考虑了直径为3 mm的小型培养物,其中包含约2,000个神经元。空间不均匀性有利于增加相邻神经元之间的度量相关性和连接性。使用钙荧光成像从自发活动记录中确定有效的连通性。我们使用广义传递熵作为推断有效连通性的工具。我们进行了数值模拟,以构建模仿实验网络的网络,并测试连通性推断算法的可靠性。在两周的文化发展过程中,以及通过CNQX逐渐阻止兴奋性联系的过程中,研究了有效的联系性状。我们观察到,在文化发展过程中,平均有效连接迅速增加。在体外实验(DIV)15时,平均兴奋度为(k)大于(k)大于等于或等于50的均方和半聚集网络的bar(in)(E),以及(k)超过bar(E)的(k) in)等于或等于120(对于总计),并具有20%的抑制率。聚集的培养物表现出分类性状和对化学损伤的高复原力,而其他培养物是分离性的或中性的,并且复原力较弱。我们的工作说明了空间嵌入网络中度量相关在塑造活神经网络中的连接性和活动性状方面的作用。

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