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Agent-Based Modelling of Pattern Formation in Pluripotent Stem Cells: Initial Experiments and Results

机译:多能干细胞模式形成的基于代理的建模:初始实验和结果

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The underlying mechanisms of pluripotent stem cell behaviours are complicated and not fully understood. However, this need not be a barrier to prediction of pattern formation in colonies of cells if a high-level model of their social interaction decisions gives sufficient predictive power. This is analogous to prediction of behaviours in crowds of people, where we cannot model individuals in detail, but we can predict aggregate crowd behaviour from comparatively simple agent-based models of their social conventions. In this research, agent-based modelling was applied to study pattern formation in pluripotent stem cells. The aim of this study is to develop a modelling approach towards investigating the social and dynamic behaviours of pluripotent stem cells from their high-level features. We establish six agent-based models with different behavioural protocols and present the results of a set of experiments. Simulated experiments provide evidence of potential behavioural rules of stem cells. This study provides an intuitive framework for the investigation of social pattern behaviours in pluripotent stem cells.
机译:多能干细胞行为的潜在机制是复杂的,尚未完全了解。但是,如果高级的社交互动决策模型具有足够的预测能力,则这不必成为预测细胞菌落中模式形成的障碍。这类似于对人群行为的预测,在这种情况下我们无法详细建模个体,但可以从相对简单的基于代理的社会习俗模型中预测人群的总体行为。在这项研究中,基于代理的建模被用于研究多能干细胞中模式的形成。这项研究的目的是开发一种建模方法,以从多能干细胞的高级特征研究其社会行为和动态行为。我们建立了具有不同行为协议的六个基于代理的模型,并提出了一组实验的结果。模拟实验提供了干细胞潜在行为规则的证据。这项研究为调查多能干细胞中的社会模式行为提供了一个直观的框架。

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