论文标题

化学反应网络中速率独立性的图形条件

Graphical Conditions for Rate Independence in Chemical Reaction Networks

论文作者

Degrand, Elisabeth, Fages, François, Soliman, Sylvain

论文摘要

化学反应网络(CRN)提供了分子相互作用网络的有用抽象,其中分子结构以及质量保护原理被抽象出来,以关注网络结构的主要动力学特性。在通过普通微分方程的解释中,我们说具有杰出输入和输出物种的CRN计算正真实函数$ f:r+ $ \ rightarrow $ r+ $,如果对于输入物种的任何初始浓度x,输出分子物种的浓度在浓度f(x)处稳定。通过证明CRN可以通过有限的分子种类来计算任何可计算的实际功能,可以确定化学模拟计算概念的图灵完整性。与速率无关的CRN形成了高实用价值的限制类别的CRN类,因为它们享有一种绝对鲁棒性的形式,因为结果完全独立于反应速率,并且仅取决于输入浓度。由速率独立的CRN计算出的功能已被数学表征为输入物种的分段线性函数集。但是,这并不能提供决定给定的CRN是否与速率无关的手段。在本文中,我们提供有关CRN的培养皿净结构的图形条件,该结构需要所有物种或某些输出物种的速率独立特性。我们表明,在生物模型存储库的策划部分中,在测试的590个反应模型中,发现了2个反应图满足了我们所有物种的速率独立条件,其中94个对于某些输出物种,其中一些非平凡输出物种为29。我们的图形条件是基于对地方不变和虹吸管的非标准净概念的使用,这些概念是出于效率原因通过约束编程技术计算的。

Chemical Reaction Networks (CRNs) provide a useful abstraction of molecular interaction networks in which molecular structures as well as mass conservation principles are abstracted away to focus on the main dynamical properties of the network structure. In their interpretation by ordinary differential equations, we say that a CRN with distinguished input and output species computes a positive real function $f : R+ $\rightarrow$ R+$, if for any initial concentration x of the input species, the concentration of the output molecular species stabilizes at concentration f (x). The Turing-completeness of that notion of chemical analog computation has been established by proving that any computable real function can be computed by a CRN over a finite set of molecular species. Rate-independent CRNs form a restricted class of CRNs of high practical value since they enjoy a form of absolute robustness in the sense that the result is completely independent of the reaction rates and depends solely on the input concentrations. The functions computed by rate-independent CRNs have been characterized mathematically as the set of piecewise linear functions from input species. However, this does not provide a mean to decide whether a given CRN is rate-independent. In this paper, we provide graphical conditions on the Petri Net structure of a CRN which entail the rate-independence property either for all species or for some output species. We show that in the curated part of the Biomodels repository, among the 590 reaction models tested, 2 reaction graphs were found to satisfy our rate-independence conditions for all species, 94 for some output species, among which 29 for some non-trivial output species. Our graphical conditions are based on a non-standard use of the Petri net notions of place-invariants and siphons which are computed by constraint programming techniques for efficiency reasons.

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