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Fast Enumeration of Non-isomorphic Chemical Reaction Networks

机译:非同构化学反应网络的快速枚举

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Chemical reaction networks (CRNs) have been applied successfully to model a wide range of phenomena and are commonly used for designing molecular computation circuits. Often, CRNs with specific properties (oscillations, Turing patterns, multistability) are sought, which entails searching an exponentially large space of CRNs for those that satisfy a property. As the size of the CRNs being considered grows, so does the frequency of isomorphisms, by up to a factor N!, where N is the number of species. Accordingly, being able to generate sets of non-isomorphic CRNs within a class can lead to large computational savings when carrying out global searches. Here, we present a bijective encoding of bimolecular CRNs into novel vertex-coloured digraphs called Complex-Species graphs. The problem of enumerating non-isomorphic CRNs can then be tackled by leveraging well-established computational methods from graph theory. In particular, we extend Nauty, the graph isomorphism tool suite by McKay. Our method is highly par-allelisable and more efficient than competing approaches, and a software package (genCRN) is freely available for reuse. Non-isomorphs are generated directly by genCRN, alleviating the need to store intermediate results. We provide the first complete count of all 2-species bimolecular CRNs and extend previous known counts for classes of CRNs of special interest, such as mass-conserving and reversible CRNs.
机译:化学反应网络(CRN)已成功应用于各种现象的建模,通常用于设计分子计算电路。通常,寻求具有特定特性(振动,图灵模式,多重稳定性)的CRN,这需要在CRN的指数空间中搜索满足特性的CRN。随着所考虑的CRN的大小增加,同构的频率也将增加多达N倍,其中N是物种数。因此,在执行全局搜索时,能够在一个类中生成一组非同构CRN可以导致大量的计算节省。在这里,我们将双分子CRN的双射编码编码为称为复杂物种图的新颖的有色双色图。然后,可以利用图论中成熟的计算方法来解决枚举非同构CRN的问题。特别是,我们扩展了McKay的图形同构工具套件Nauty。与竞争方法相比,我们的方法具有同等可比性,并且效率更高,并且可以免费使用软件包(genCRN)进行重用。 genCRN直接生成非同构异构体,从而减少了存储中间结果的需要。我们提供所有2种双分子CRN的第一个完整计数,并扩展先前对特殊关注的CRN类(例如质量守恒和可逆CRN)的已知计数。

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