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Modeling Active Cell Movement With the Potts Model

机译:用Potts模型为活动细胞运动建模

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In the last decade, the cellular Potts model has been extensively used to model interacting cell systems at the tissue-level. However, in {f early} applications of this model, cell movement was taken as a consequence of membrane fluctuations due to cell-cell interactions, or as a response to an external chemotactic gradient. Recent findings have shown that eukaryotic cells can exhibit persistent displacements across scales larger than cell size, even in the absence of external signals. Persistent cell motion has been incorporated to the cellular Potts model by many authors in the context of collective motion, chemotaxis and morphogenesis. In this paper, we use the cellular Potts model in combination with a random field applied over each cell. This field promotes a uniform cell motion in a given direction during a certain time interval, after which the movement direction changes. The dynamics of the direction is coupled to a first order autoregressive process. We investigated statistical properties, such as the mean-squared displacement and spatio-temporal correlations, associated to these self-propelled {it in silico} cells in different conditions. The proposed model emulates many properties observed in different experimental setups. By studying low and high density cultures, we find that cell-cell interactions decrease the effective persistent time.
机译:在过去的十年中,细胞Potts模型已被广泛用于在组织水平上对相互作用的细胞系统进行建模。但是,在此模型的{bf早期}应用中,细胞运动是由于细胞间相互作用引起的膜波动或对外部趋化梯度的响应。最近的发现表明,即使在没有外部信号的情况下,真核细胞仍可以在大于细胞大小的尺度上显示出持续的位移。在集体运动,趋化性和形态发生的背景下,许多作者将持久性细胞运动纳入了细胞Potts模型。在本文中,我们将细胞Potts模型与在每个细胞上应用的随机场结合使用。在一定的时间间隔内,该场促进细胞在给定方向上的均匀运动,此后运动方向发生变化。方向的动力学耦合到一阶自回归过程。我们研究了统计性质,例如均方根位移和时空相关性,这些统计性质与这些在不同条件下自行推进的{ it in silico}细胞有关。所提出的模型模拟了在不同实验设置中观察到的许多特性。通过研究低密度和高密度文化,我们发现细胞间的相互作用减少了有效的持续时间。

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