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首页> 外文期刊>BMC Bioinformatics >PeTTSy: a computational tool for perturbation analysis of complex systems biology models
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PeTTSy: a computational tool for perturbation analysis of complex systems biology models

机译:PeTTSy:用于复杂系统生物学模型扰动分析的计算工具

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Background Over the last decade sensitivity analysis techniques have been shown to be very useful to analyse complex and high dimensional Systems Biology models. However, many of the currently available toolboxes have either used parameter sampling, been focused on a restricted set of model observables of interest, studied optimisation of a objective function, or have not dealt with multiple simultaneous model parameter changes where the changes can be permanent or temporary. Results Here we introduce our new, freely downloadable toolbox, PeTTSy ( Pe rturbation T heory T oolbox for Sy stems). PeTTSy is a package for MATLAB which implements a wide array of techniques for the perturbation theory and sensitivity analysis of large and complex ordinary differential equation (ODE) based models. PeTTSy is a comprehensive modelling framework that introduces a number of new approaches and that fully addresses analysis of oscillatory systems. It examines sensitivity analysis of the models to perturbations of parameters, where the perturbation timing, strength, length and overall shape can be controlled by the user. This can be done in a system-global setting, namely, the user can determine how many parameters to perturb, by how much and for how long. PeTTSy also offers the user the ability to explore the effect of the parameter perturbations on many different types of outputs: period, phase (timing of peak) and model solutions. PeTTSy can be employed on a wide range of mathematical models including free-running and forced oscillators and signalling systems. To enable experimental optimisation using the Fisher Information Matrix it efficiently allows one to combine multiple variants of a model (i.e. a model with multiple experimental conditions) in order to determine the value of new experiments. It is especially useful in the analysis of large and complex models involving many variables and parameters. Conclusions PeTTSy is a comprehensive tool for analysing large and complex models of regulatory and signalling systems. It allows for simulation and analysis of models under a variety of environmental conditions and for experimental optimisation of complex combined experiments. With its unique set of tools it makes a valuable addition to the current library of sensitivity analysis toolboxes. We believe that this software will be of great use to the wider biological, systems biology and modelling communities.
机译:背景技术在过去的十年中,灵敏度分析技术已被证明对分析复杂的高维系统生物学模型非常有用。但是,许多当前可用的工具箱要么使用了参数采样,要么专注于关注的一组有限模型可观观测对象,研究了目标函数的优化,或者没有处理多个同时发生的模型参数更改,这些更改可能是永久的,也可能是临时。结果我们在这里介绍了可免费下载的新工具箱PeTTSy(用于Sy词干的扰动理论库)。 PeTTSy是MATLAB的软件包,它为基于大型和复杂的常微分方程(ODE)的模型的扰动理论和灵敏度分析实现了多种技术。 PeTTSy是一个综合的建模框架,它引入了许多新方法,并且完全解决了振荡系统的分析问题。它检查了模型对参数扰动的敏感性分析,其中扰动的时间,强度,长度和整体形状可由用户控制。这可以在系统全局设置中完成,即,用户可以确定要扰动的参数,数量和时间。 PeTTSy还为用户提供了探索参数扰动对许多不同类型输出的影响的能力:周期,相位(峰值定时)和模型解。 PeTTSy可用于各种数学模型,包括自由运行和强制振荡器以及信号系统。为了使用Fisher信息矩阵进行实验优化,它有效地允许人们组合模型的多个变体(即具有多个实验条件的模型),以便确定新实验的价值。在分析涉及许多变量和参数的大型复杂模型时,它特别有用。结论PeTTSy是用于分析大型复杂模型的监管和信号系统的综合工具。它允许在各种环境条件下对模型进行仿真和分析,并可以对复杂的组合实验进行实验优化。凭借其独特的工具集,它为当前的灵敏度分析工具箱库提供了宝贵的补充。我们相信,该软件将在更广泛的生物学,系统生物学和建模社区中大量使用。

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