Learning a phenomenological theory for contact-interactions between motile cells from collision experiments

Tom Brandstätter, Emily Brieger, David B. Brückner, Georg Ladurner, Joachim Rädler, Chase P. Broedersz
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Abstract

The migration behavior of colliding cells is critically determined by transient contact-interactions. During these interactions, the motility machinery, including the front-rear polarization of the cell, dynamically responds to surface protein-mediated transmission of forces and biochemical signals between cells. While biomolecular details of such contact-interactions are increasingly well understood, it remains unclear what biophysical interaction mechanisms govern the cell-level dynamics of colliding cells and how these mechanisms vary across cell types. Here, we develop a phenomenological theory based on eleven candidate contact-interaction mechanisms coupling cell position, shape, and polarity. Using high-throughput micropattern experiments, we detect which of these phenomenological contact-interactions captures the interaction behaviors of cells. We find that various cell types - ranging from mesenchymal to epithelial cells - are accurately captured by a single model with only two interaction mechanisms: polarity-protrusion coupling and polarity-polarity coupling. The qualitatively different interaction behaviors of distinct cells, as well as cells subject to molecular perturbations of surface protein-mediated signaling, can all be quantitatively captured by varying the strength and sign of the polarity-polarity coupling mechanism. Altogether, our data-driven phenomenological theory of cell-cell interactions reveals polarity-polarity coupling as a versatile and general contact-interaction mechanism, which may underlie diverse collective migration behavior of motile cells.
从碰撞实验中学习运动细胞间接触互动的现象学理论
碰撞细胞的迁移行为主要由瞬时接触相互作用决定。在这些相互作用过程中,运动机械(包括细胞的前后极化)动态响应表面蛋白介导的细胞间力和生化信号的传递。虽然人们对这种接触-相互作用的生物分子细节越来越了解,但仍不清楚是什么生物物理相互作用机制支配着碰撞细胞的细胞级动力学,以及这些机制在不同类型的细胞中如何变化。在这里,我们基于十一种将细胞位置、形状和极性耦合在一起的候选接触-相互作用机制,建立了一种现象学理论。利用高通量微图案实验,我们检测了这些现象学接触相互作用中哪一种捕捉到了细胞的相互作用行为。我们发现,从间充质细胞到上皮细胞等各种类型的细胞都能被一个单一模型准确捕捉,该模型只有两种相互作用机制:极性-突起耦合和极性-极性耦合。通过改变极性-极性耦合机制的强度和符号,可以定量地捕捉到不同细胞的不同相互作用行为,以及表面蛋白介导的信号传导受到分子扰动的细胞。总之,我们以数据为驱动的细胞-细胞相互作用现象学理论揭示了极性-极性耦合是一种通用的接触-相互作用机制,它可能是运动细胞各种集体迁移行为的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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