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Quantitative Biology > Quantitative Methods

arXiv:1911.00978 (q-bio)
[Submitted on 3 Nov 2019 (v1) , last revised 2 Feb 2021 (this version, v2)]

Title: Solving the chemical master equation for monomolecular reaction systems analytically: a Doi-Peliti path integral view

Title: 解析求解单分子反应系统的化学主方程:Doi-Peliti路径积分视角

Authors:John J. Vastola
Abstract: The chemical master equation (CME) is a fundamental description of interacting molecules commonly used to model chemical kinetics and noisy gene regulatory networks. Exact time-dependent solutions of the CME -- which typically consists of infinitely many coupled differential equations -- are rare, and are valuable for numerical benchmarking and getting intuition for the behavior of more complicated systems. Jahnke and Huisinga's landmark calculation of the exact time-dependent solution of the CME for monomolecular reaction systems is one of the most general analytic results known; however, it is hard to generalize, because it relies crucially on properties of monomolecular reactions. In this paper, we rederive Jahnke and Huisinga's result on the time-dependent probability distribution and moments of monomolecular reaction systems using the Doi-Peliti path integral approach, which reduces solving the CME to evaluating many integrals. While the Doi-Peliti approach is less intuitive, it is also more mechanical, and hence easier to generalize. To illustrate how the Doi-Peliti approach can go beyond the method of Jahnke and Huisinga, we also find an explicit and exact time-dependent solution to a problem involving an autocatalytic reaction that Jahnke and Huisinga identified as not solvable using their method. We also find a formal exact time-dependent solution for any CME whose list of reactions involves only zero and first order reactions, which may be the most general result currently known.
Abstract: 化学主方程(CME)是对相互作用分子的基本描述,常用于建模化学动力学和噪声基因调控网络。 CME的精确时变解——通常由无限多个耦合微分方程组成——很少见,对于数值基准测试和理解更复杂系统的行为很有价值。 Jahnke和Huisinga对单分子反应系统的CME精确时变解的开创性计算是最具普遍性的解析结果之一;然而,它很难推广,因为它关键依赖于单分子反应的性质。 在本文中,我们使用Doi-Peliti路径积分方法重新推导了Jahnke和Huisinga关于单分子反应系统时变概率分布和矩的结果,这种方法将求解CME转化为评估许多积分。 虽然Doi-Peliti方法不太直观,但它更加机械,因此更容易推广。 为了说明Doi-Peliti方法如何超越Jahnke和Huisinga的方法,我们还找到了一个涉及自催化反应的问题的显式且精确的时变解,Jahnke和Huisinga认为他们的方法无法解决这个问题。 我们还找到了任何只包含零级和一级反应的CME的正式精确时变解,这可能是目前最普遍的结果。
Comments: 61 pages
Subjects: Quantitative Methods (q-bio.QM) ; Molecular Networks (q-bio.MN)
MSC classes: 92C45, 60J27, 34A05, 81S40
Cite as: arXiv:1911.00978 [q-bio.QM]
  (or arXiv:1911.00978v2 [q-bio.QM] for this version)
  https://doi.org/10.48550/arXiv.1911.00978
arXiv-issued DOI via DataCite

Submission history

From: John Vastola [view email]
[v1] Sun, 3 Nov 2019 21:45:07 UTC (25 KB)
[v2] Tue, 2 Feb 2021 22:40:40 UTC (48 KB)
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