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Quantifying Information Transmission in Eukaryotic Gradient Sensing and Chemotactic Response

机译:真核梯度感应和趋化反应中的信息传递量化。

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摘要

Eukaryotic cells are able to sense shallow chemical gradients by surface receptors and migrate toward chemoattractant sources. The accuracy of this chemotactic response relies on the ability of cells to infer gradients from the heterogeneous distribution of receptors bound by diffusing chemical molecules. Ultimately, the precision of gradient sensing is limited by the fluctuations of signaling components, including the stochastic receptor occupancy and noisy intracellular processing. Viewing the system as a Markovian communication channel, we apply techniques from information theory to derive upper bounds on the amount of information that can be reliably transmitted through a chemotactic cell. Specifically, we derive an expression for the mutual information between the gradient direction and the spatial distribution of bound receptors. We also compute the mutual information between the gradient direction and the motility direction using three different models for cell motion. Our results can be used to quantify the information loss during the various stages of directional sensing in eukaryotic chemotaxis.
机译:真核细胞能够通过表面受体感知浅的化学梯度,并向趋化因子来源迁移。这种趋化反应的准确性取决于细胞从通过扩散化学分子结合的受体的异质分布中推断梯度的能力。最终,梯度传感的精度受到信号成分波动的限制,包括随机受体占有率和细胞内噪声处理。将系统视为马尔可夫通信渠道,我们应用了信息论中的技术来推导可通过趋化细胞可靠地传递的信息量的上限。具体而言,我们导出了梯度方向和结合受体的空间分布之间的相互信息的表达式。我们还使用三种不同的细胞运动模型来计算梯度方向和运动方向之间的互信息。我们的结果可用于量化真核趋化性方向感测各个阶段中的信息损失。

著录项

  • 来源
    《Journal of Statistical Physics》 |2011年第6期|p.1167-1186|共20页
  • 作者单位

    Center for Theoretical Biological Physics and Department of Physics, University of California at San Diego, La Jolla, CA, 92093-0374, USA;

    Center for Theoretical Biological Physics and Department of Physics, University of California at San Diego, La Jolla, CA, 92093-0374, USA;

    Center for Theoretical Biological Physics and Department of Physics, University of California at San Diego, La Jolla, CA, 92093-0374, USA;

    Center for Theoretical Biological Physics and Department of Physics, University of California at San Diego, La Jolla, CA, 92093-0374, USA;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Chemotaxis; Stochasticity; Mutual information;

    机译:趋化性;随机性;相互信息;

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