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基于更新过程的扩散近似及其在强偏置的“运行-翻滚”运动中的应用

A Diffusion Approximation Based on Renewal Processes with Applications to Strongly Biased Run-Tumble Motion.

作者信息

Thygesen Uffe Høgsbro

机构信息

Center for Ocean Life, National Institute of Aquatic Resources, Technical University of Denmark, Jægersborg Allé 1, 2920, Charlottenlund, Denmark.

出版信息

Bull Math Biol. 2016 Mar;78(3):556-79. doi: 10.1007/s11538-016-0155-3. Epub 2016 Mar 24.

DOI:10.1007/s11538-016-0155-3
PMID:27012850
Abstract

We consider organisms which use a renewal strategy such as run-tumble when moving in space, for example to perform chemotaxis in chemical gradients. We derive a diffusion approximation for the motion, applying a central limit theorem due to Anscombe for renewal-reward processes; this theorem has not previously been applied in this context. Our results extend previous work, which has established the mean drift but not the diffusivity. For a classical model of tumble rates applied to chemotaxis, we find that the resulting chemotactic drift saturates to the swimming velocity of the organism when the chemical gradients grow increasingly steep. The dispersal becomes anisotropic in steep gradients, with larger dispersal across the gradient than along the gradient. In contrast to one-dimensional settings, strong bias increases dispersal. We next include Brownian rotation in the model and find that, in limit of high chemotactic sensitivity, the chemotactic drift is 64% of the swimming velocity, independent of the magnitude of the Brownian rotation. We finally derive characteristic timescales of the motion that can be used to assess whether the diffusion limit is justified in a given situation. The proposed technique for obtaining diffusion approximations is conceptually and computationally simple, and applicable also when statistics of the motion is obtained empirically or through Monte Carlo simulation of the motion.

摘要

我们考虑那些在空间中移动时采用更新策略(如“跑-翻”)的生物体,例如在化学梯度中进行趋化作用。我们通过应用因斯康比(Anscombe)关于更新奖励过程的中心极限定理,推导出该运动的扩散近似;该定理此前尚未在此背景下应用。我们的结果扩展了先前的工作,先前的工作确定了平均漂移但未确定扩散率。对于应用于趋化作用的经典翻滚速率模型,我们发现当化学梯度变得越来越陡峭时,由此产生的趋化漂移会饱和到生物体的游动速度。在陡峭梯度中,扩散变得各向异性,跨梯度的扩散比沿梯度的扩散更大。与一维情况不同,强偏差会增加扩散。接下来,我们在模型中纳入布朗旋转,发现在高趋化敏感性的极限情况下,趋化漂移是游动速度的64%,与布朗旋转的大小无关。我们最终推导出该运动的特征时间尺度,可用于评估在给定情况下扩散极限是否合理。所提出的获得扩散近似的技术在概念和计算上都很简单,并且在通过经验或通过运动的蒙特卡罗模拟获得运动统计数据时也适用。

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