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生化过程的模型构建与模型检验

Model building and model checking for biochemical processes.

作者信息

Antoniotti Marco, Policriti Alberto, Ugel Nadia, Mishra Bud

机构信息

Courant Institute of Mathematical Sciences, New York University, NY, USA.

出版信息

Cell Biochem Biophys. 2003;38(3):271-86. doi: 10.1385/CBB:38:3:271.

Abstract

A central claim of computational systems biology is that, by drawing on mathematical approaches developed in the context of dynamic systems, kinetic analysis, computational theory and logic, it is possible to create powerful simulation, analysis, and reasoning tools for working biologists to decipher existing data, devise new experiments, and ultimately to understand functional properties of genomes, proteomes, cells, organs, and organisms. In this article, a novel computational tool is described that achieves many of the goals of this new discipline. The novelty of this system involves an automaton-based semantics of the temporal evolution of complex biochemical reactions starting from the representation given as a set of differential equations. The related tools also provide ability to qualitatively reason about the systems using a propositional temporal logic that can express an ordered sequence of events succinctly and unambiguously. The implementation of mathematical and computational models in the Simpathica and XSSYS systems is described briefly. Several example applications of these systems to cellular and biochemical processes are presented: the two most prominent are Leibler et al.'s repressilator (an artificial synthesized oscillatory network), and Curto- Voit-Sorribas-Cascante's purine metabolism reaction model.

摘要

计算系统生物学的一个核心观点是,通过借鉴在动态系统、动力学分析、计算理论和逻辑背景下发展起来的数学方法,有可能为从事生物学研究的人员创建强大的模拟、分析和推理工具,用于解读现有数据、设计新实验,并最终理解基因组、蛋白质组、细胞、器官和生物体的功能特性。在本文中,描述了一种新颖的计算工具,它实现了这一新学科的许多目标。该系统的新颖之处在于,从一组微分方程给出的表示出发,对复杂生化反应的时间演化采用基于自动机的语义。相关工具还提供了使用命题时态逻辑对系统进行定性推理的能力,该逻辑能够简洁明了地表达事件的有序序列。简要描述了Simpathica和XSSYS系统中数学和计算模型的实现。介绍了这些系统在细胞和生化过程中的几个示例应用:其中两个最突出的是莱布勒等人的阻遏振荡子(一种人工合成的振荡网络),以及库尔托 - 沃伊特 - 索里巴斯 - 卡斯坎特的嘌呤代谢反应模型。

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