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Selforganization of modular activity of grid cells

机译:网格单元模块化活动的自组织

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摘要

A unique topographical representation of space is found in the concerted activity of grid cells in the rodent medial entorhinal cortex. Many among the principal cells in this region exhibit a hexagonal firing pattern, in which each cell expresses its own set of place fields (spatial phases) at the vertices of a triangular grid, the spacing and orientation of which are typically shared with neighboring cells. Grid spacing, in particular, has been found to increase along the dorso‐ventral axis of the entorhinal cortex but in discrete steps, that is, with a modular structure. In this study, we show that such a modular activity may result from the self‐organization of interacting units, which individually would not show discrete but rather continuously varying grid spacing. Within our “adaptation” network model, the effect of a continuously varying time constant, which determines grid spacing in the isolated cell model, is modulated by recurrent collateral connections, which tend to produce a few subnetworks, akin to magnetic domains, each with its own grid spacing. In agreement with experimental evidence, the modular structure is tightly defined by grid spacing, but also involves grid orientation and distortion, due to interactions across modules. Thus, our study sheds light onto a possible mechanism, other than simply assuming separate networks a priori, underlying the formation of modular grid representations.
机译:在啮齿动物内侧内嗅皮层中网格细胞的协同活动中发现了空间的独特地形图表示。该区域中的许多主要单元格都显示出六边形的发射模式,其中每个单元格在三角形网格的顶点表达其自己的一组位置场(空间相),通常其间隔和方向与相邻单元格共享。特别是,网格间距沿内嗅皮层的背腹轴增加,但以离散的步骤增加,即采用模块化结构。在这项研究中,我们表明,这种模块化活动可能是由相互作用单元的自组织产生的,而相互作用单元的自组织不会单独显示而是连续变化的网格间距。在我们的“适应”网络模型中,确定附属细胞模型中网格间距的连续变化的时间常数的影响受到循环附带连接的调节,这些附带连接往往会产生一些类似于磁畴的子网,每个子网都具有自己的网格间距。与实验证据一致,模块化结构由网格间距严格定义,但由于模块之间的交互作用,还涉及网格方向和变形。因此,我们的研究揭示了一种可能的机制,而不是简单地假定先验的网络是模块化网格表示形式的基础。

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