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具有延迟的精确模型约简:封闭形式分布及对完全双向单分子反应的扩展

Exact model reduction with delays: closed-form distributions and extensions to fully bi-directional monomolecular reactions.

作者信息

Leier Andre, Barrio Manuel, Marquez-Lago Tatiana T

机构信息

Okinawa Institute of Science and Technology, , Okinawa, Japan.

出版信息

J R Soc Interface. 2014 Apr 2;11(95):20140108. doi: 10.1098/rsif.2014.0108. Print 2014 Jun 6.

Abstract

In order to systematically understand the qualitative and quantitative behaviour of chemical reaction networks, scientists must derive and analyse associated mathematical models. However, biochemical systems are often very large, with reactions occurring at multiple time scales, as evidenced by signalling pathways and gene expression kinetics. Owing to the associated computational costs, it is then many times impractical, if not impossible, to solve or simulate these systems with an appropriate level of detail. By consequence, there is a growing interest in developing techniques for the simplification or reduction of complex biochemical systems. Here, we extend our recently presented methodology on exact reduction of linear chains of reactions with delay distributions in two ways. First, we report that it is now possible to deal with fully bi-directional monomolecular systems, including degradations, synthesis and generalized bypass reactions. Second, we provide all derivations of associated delays in analytical, closed form. Both advances have a major impact on further reducing computational costs, while still retaining full accuracy. Thus, we expect our new methodology to respond to current simulation needs in pharmaceutical, chemical and biological research.

摘要

为了系统地理解化学反应网络的定性和定量行为,科学家们必须推导并分析相关的数学模型。然而,生物化学系统通常非常庞大,反应在多个时间尺度上发生,信号通路和基因表达动力学就是例证。由于相关的计算成本,很多时候即便不是不可能,以适当的详细程度求解或模拟这些系统也是不切实际的。因此,人们对开发用于简化或缩减复杂生物化学系统的技术越来越感兴趣。在此,我们以两种方式扩展了我们最近提出的关于具有延迟分布的反应线性链精确缩减的方法。首先,我们报告现在能够处理完全双向的单分子系统,包括降解、合成和广义旁路反应。其次,我们以解析的封闭形式给出了相关延迟的所有推导。这两项进展对进一步降低计算成本有重大影响,同时仍保持完全准确性。因此,我们期望我们的新方法能够满足制药、化学和生物学研究中当前的模拟需求。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e5b1/4006250/fce1c481f1ef/rsif20140108-g1.jpg

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