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一种在分子生物学中有应用的延迟随机过程。

A delay stochastic process with applications in molecular biology.

作者信息

Schlicht Robert, Winkler Gerhard

机构信息

Institute of Biomathematics and Biometry, Ingolstädter Landstr. Neuherberg, Germany.

出版信息

J Math Biol. 2008 Nov;57(5):613-48. doi: 10.1007/s00285-008-0178-y. Epub 2008 May 1.

Abstract

Molecular processes of cell differentiation often involve reactions with delays. We develop a mathematical model that provides a basis for a rigorous theoretical analysis of these processes as well as for direct simulation. A discrete, stochastic approach is adopted because several molecules appear in small numbers only. Our model is a non-Markovian stochastic process. The main theoretical results include a constructive proof of the existence of the process and a derivation of the rates for initiation and completion of reactions with delays. These results guarantee that the stochastic process is a consistent and realistic description of the molecular system. They also serve as a theoretical justification of recent work on delay stochastic simulation. We apply our model to an important process in developmental biology, the formation of somites in the vertebrate embryo. Simulation of the molecular oscillator controlling this process reveals major differences between stochastic and deterministic models.

摘要

细胞分化的分子过程通常涉及具有延迟的反应。我们开发了一个数学模型,该模型为对这些过程进行严格的理论分析以及直接模拟提供了基础。由于几种分子仅以少量出现,因此采用了离散的随机方法。我们的模型是一个非马尔可夫随机过程。主要理论结果包括该过程存在性的构造性证明以及具有延迟的反应的起始和完成速率的推导。这些结果保证了随机过程是分子系统的一致且现实的描述。它们还为最近关于延迟随机模拟的工作提供了理论依据。我们将模型应用于发育生物学中的一个重要过程,即脊椎动物胚胎中体节的形成。对控制这一过程的分子振荡器的模拟揭示了随机模型和确定性模型之间的主要差异。

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