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Cyto-Sim: a formal language model and stochastic simulator of membrane-enclosed biochemical processes

机译:Cyto-Sim:膜封闭生化过程的正式语言模型和随机模拟器

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Motivation: Compartments and membranes are the basis of cell topology and more than 30% of the human genome codes for membrane proteins. While it is possible to represent compartments and membrane proteins in a nominal way with many mathematical formalisms used in systems biology, few, if any, explicitly model the topology of the membranes themselves. Discrete stochastic simulation potentially offers the most accurate representation of cell dynamics. Since the details of every molecular interaction in a pathway are often not known, the relationship between chemical species in not necessarily best described at the lowest level, i.e. by mass action. Simulation is a form of computer-aided analysis, relying on human interpretation to derive meaning. To improve efficiency and gain meaning in an automatic way, it is necessary to have a formalism based on a model which has decidable properties. Results: We present Cyto-Sim, a stochastic simulator of membrane-enclosed hierarchies of biochemical processes, where the membranes comprise an inner, outer and integral layer. The underlying model is based on formal language theory and has been shown to have decidable properties (Cavaliere and Sedwards, 2006), allowing formal analysis in addition to simulation. The simulator provides variable levels of abstraction via arbitrary chemical kinetics which link to ordinary differential equations. In addition to its compact native syntax, Cyto-Sim currently supports models described as Petri nets, can import all versions of SBML and can export SBML and MATLAB (R) m-files.
机译:动机:隔室和膜是细胞拓扑结构的基础,超过30%的人类基因组编码膜蛋白。尽管可以使用系统生物学中使用的许多数学形式主义以名义上的方式表示隔室和膜蛋白,但很少(如果有的话)明确地对膜本身的拓扑进行建模。离散随机模拟可能会提供细胞动力学的最准确表示。由于通路中每个分子相互作用的细节通常是未知的,因此化学物种之间的关系不一定能以最低水平(即通过质量作用)得到最好的描述。模拟是计算机辅助分析的一种形式,它依赖于人类的解释来得出含义。为了自动地提高效率和获得意义,有必要基于具有可确定属性的模型进行形式化。结果:我们提出了Cyto-Sim,一种随机的模拟膜生化过程的膜封闭层次结构,其中膜包括内部,外部和整体层。底层模型基于形式语言理论,并且已被证明具有可判定的属性(Cavaliere和Sedwards,2006),除了模拟之外还可以进行形式分析。该模拟器通过链接到常微分方程的任意化学动力学提供可变的抽象水平。除紧凑的本机语法外,Cyto-Sim当前还支持描述为Petri网的模型,可以导入所有版本的SBML,可以导出SBML和MATLAB(R)m文件。

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