异质性的空间分布作为胰腺β细胞网络及其他集体动力学的调制器。

Daniel Galvis, David J Hodson, Kyle C A Wedgwood
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引用次数: 1

摘要

我们研究了异质性的空间分布对由两个不同内在兴奋性的细胞组成的间隙结偶联β细胞网络的集体动力学的影响。最初,这些种群均匀随机地分布在整个网络中。我们开发并应用了一种迭代算法来干扰网络的排列,使得来自同一种群的细胞越来越有可能彼此相邻。我们发现,随着网络排序的增加,将网络从静止状态过渡到同步和振荡活动状态所必需的全局输入强度或网络驱动会减少。此外,对于弱耦合,我们发现部分同步和波传播机制出现,这取决于网络驱动和网络排序。然后,我们用Watts-Strogatz网络作为案例研究,展示了该算法在研究一般网络中异质性分布方面的效用。这项工作强调了在复杂的、可兴奋的网络中建立集体节律的节点动力学异质性的重要性,并对表现出这种异质性的广泛的现实世界系统具有启示意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond.

Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond.

Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond.

Spatial distribution of heterogeneity as a modulator of collective dynamics in pancreatic beta-cell networks and beyond.

We study the impact of spatial distribution of heterogeneity on collective dynamics in gap-junction coupled beta-cell networks comprised on cells from two populations that differ in their intrinsic excitability. Initially, these populations are uniformly and randomly distributed throughout the networks. We develop and apply an iterative algorithm for perturbing the arrangement of the network such that cells from the same population are increasingly likely to be adjacent to one another. We find that the global input strength, or network drive, necessary to transition the network from a state of quiescence to a state of synchronised and oscillatory activity decreases as network sortedness increases. Moreover, for weak coupling, we find that regimes of partial synchronisation and wave propagation arise, which depend both on network drive and network sortedness. We then demonstrate the utility of this algorithm for studying the distribution of heterogeneity in general networks, for which we use Watts-Strogatz networks as a case study. This work highlights the importance of heterogeneity in node dynamics in establishing collective rhythms in complex, excitable networks and has implications for a wide range of real-world systems that exhibit such heterogeneity.

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