Using a probabilistic approach to derive a two-phase model of flow-induced cell migration

Yaron Ben-Ami, Joe M. Pitt-Francis, Philip K. Maini, Helen M. Byrne
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Abstract

Interstitial fluid flow is a feature of many solid tumours. In vitro experiments have shown that such fluid flow can direct tumour cell movement upstream or downstream depending on the balance between the competing mechanisms of tensotaxis and autologous chemotaxis. In this work we develop a probabilistic-continuum, two-phase model for cell migration in response to interstitial flow. We use a Fokker-Planck type equation for the cell-velocity probability density function, and model the flow-dependent mechanochemical stimulus as a forcing term which biases cell migration upstream and downstream. Using velocity-space averaging, we reformulate the model as a system of continuum equations for the spatio-temporal evolution of the cell volume fraction and flux, in response to forcing terms which depend on the local direction and magnitude of the mechanochemical cues. We specialise our model to describe a one-dimensional cell layer subject to fluid flow. Using a combination of numerical simulations and asymptotic analysis, we delineate the parameter regime where transitions from downstream to upstream cell migration occur. As has been observed experimentally, the model predicts downstream-oriented, chemotactic migration at low cell volume fractions, and upstream-oriented, tensotactic migration at larger volume fractions. We show that the locus of the critical volume fraction, at which the system transitions from downstream to upstream migration, is dominated by the ratio of the rate of chemokine secretion and advection. Our model predicts that, because the tensotactic stimulus depends strongly on the cell volume fraction, upstream migration occurs only transiently when the cells are initially seeded, and transitions to downstream migration occur at later times due to the dispersive effect of cell diffusion.
利用概率方法推导了细胞流动诱导迁移的两相模型
间质液流动是许多实体瘤的特征。体外实验表明,这种流体流动可以指导肿瘤细胞的上游或下游运动,这取决于张力趋向性和自身趋化性竞争机制之间的平衡。在这项工作中,我们开发了响应间质流动的细胞迁移的概率连续两相模型。我们使用Fokker-Planck型方程作为细胞速度-概率密度函数,并将依赖于流动的机械化学刺激作为强迫项建模,使细胞迁移偏向上游和下游。使用速度-空间平均,我们将模型重新表述为细胞体积分数和通量的时空演化的连续方程组,以响应依赖于局部方向和机械化学线索的大小的强迫项。我们将模型专门用于描述受流体流动影响的一维细胞层。利用数值模拟和渐近分析的结合,我们描绘了从下游到上游细胞迁移发生转变的参数制度。正如实验观察到的那样,该模型预测了低细胞体积分数下的下游趋化迁移,以及较大体积分数下的上游张力迁移。我们发现,系统从下游迁移到上游迁移的临界体积分数的轨迹是由趋化因子分泌率和平流率的比值决定的。我们的模型预测,由于张力性刺激在很大程度上取决于细胞体积分数,因此在细胞最初播种时,上游迁移只会短暂发生,而由于细胞扩散的分散效应,下游迁移会在稍后的时间发生。
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