iSimBioSys: a discrete event simulation platform for 'in silico' study of biological systems

Samik Ghosh, P. Ghosh, K. Basu, Sajal K. Das, S. Daefler
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引用次数: 23

Abstract

With the availability of huge databases cataloguing the various molecular "parts" of complex biological systems, researchers from multiple disciplines have focused on developing modeling and simulation tools for studying the variability of cellular behavior at a system level - encompassing the dynamics arising from many species of interacting molecules. In this work, we present a system engineering approach to model biological processes. In this approach, a biological process is modeled as a collection of interacting functions driven in time by a set of discrete events. We focus on the discrete event simulation platform, called "iSimBioSys", which we have developed for studying the dynamics of cellular processes in silico. As a test-bed for studying our approach we model the two component PhoPQ system, responsible for the expression of several virulence genes in Salmonella Typhimurium. We analyzed the effect of extra cellular magnesium on the behavioral dynamics of this pathway using our framework and compared the results with an experimental system. We also analyze the performance of iSimBioSys, based on the model biological system, in terms of system usage and response.
iSimBioSys:一个离散事件模拟平台,用于生物系统的“计算机”研究
随着对复杂生物系统的各种分子“部分”进行分类的庞大数据库的可用性,来自多个学科的研究人员专注于开发建模和仿真工具,用于研究系统水平上细胞行为的可变性-包括许多相互作用分子物种产生的动力学。在这项工作中,我们提出了一种系统工程方法来模拟生物过程。在这种方法中,生物过程被建模为由一组离散事件在时间上驱动的相互作用功能的集合。我们专注于离散事件模拟平台,称为“iSimBioSys”,这是我们为研究硅细胞过程的动力学而开发的。作为研究我们方法的试验台,我们模拟了鼠伤寒沙门氏菌中负责几种毒力基因表达的双组分PhoPQ系统。我们使用我们的框架分析了细胞外镁对这一途径行为动力学的影响,并将结果与实验系统进行了比较。我们还分析了基于模型生物系统的iSimBioSys在系统使用和响应方面的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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