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Odefy - From discrete to continuous models

机译:Odefy-从离散模型到连续模型

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Background Phenomenological information about regulatory interactions is frequently available and can be readily converted to Boolean models. Fully quantitative models, on the other hand, provide detailed insights into the precise dynamics of the underlying system. In order to connect discrete and continuous modeling approaches, methods for the conversion of Boolean systems into systems of ordinary differential equations have been developed recently. As biological interaction networks have steadily grown in size and complexity, a fully automated framework for the conversion process is desirable. Results We present Odefy , a MATLAB- and Octave-compatible toolbox for the automated transformation of Boolean models into systems of ordinary differential equations. Models can be created from sets of Boolean equations or graph representations of Boolean networks. Alternatively, the user can import Boolean models from the CellNetAnalyzer toolbox, GINSim and the PBN toolbox. The Boolean models are transformed to systems of ordinary differential equations by multivariate polynomial interpolation and optional application of sigmoidal Hill functions. Our toolbox contains basic simulation and visualization functionalities for both, the Boolean as well as the continuous models. For further analyses, models can be exported to SQUAD, GNA, MATLAB script files, the SB toolbox, SBML and R script files. Odefy contains a user-friendly graphical user interface for convenient access to the simulation and exporting functionalities. We illustrate the validity of our transformation approach as well as the usage and benefit of the Odefy toolbox for two biological systems: a mutual inhibitory switch known from stem cell differentiation and a regulatory network giving rise to a specific spatial expression pattern at the mid-hindbrain boundary. Conclusions Odefy provides an easy-to-use toolbox for the automatic conversion of Boolean models to systems of ordinary differential equations. It can be efficiently connected to a variety of input and output formats for further analysis and investigations. The toolbox is open-source and can be downloaded at http://cmb.helmholtz-muenchen.de/odefy .
机译:背景关于调节相互作用的现象学信息是经常可以得到的,并且可以很容易地转换成布尔模型。另一方面,完全定量模型可提供对底层系统的精确动力学的详细见解。为了连接离散和连续建模方法,最近已经开发了将布尔系统转换为常微分方程系统的方法。随着生物相互作用网络的大小和复杂性稳步增长,对于转化过程的全自动框架是理想的。结果我们展示了Odefy,这是一个与MATLAB和Octave兼容的工具箱,用于将布尔模型自动转换为常微分方程组。可以从布尔方程组或布尔网络的图形表示形式创建模型。或者,用户可以从CellNetAnalyzer工具箱,GINSim和PBN工具箱导入布尔模型。通过多元多项式插值和S型Hill函数的可选应用,将布尔模型转换为常微分方程组。我们的工具箱包含布尔模型和连续模型的基本仿真和可视化功能。为了进一步分析,可以将模型导出到SQUAD,GNA,MATLAB脚本文件,SB工具箱,SBML和R脚本文件。 Odefy包含一个用户友好的图形用户界面,可方便地访问仿真和导出功能。我们举例说明了我们的转化方法的有效性以及Odefy工具箱在两个生物系统中的使用和收益:从干细胞分化中获悉的相互抑制开关和在中脑后形成特定空间表达模式的调控网络边界。结论Odefy提供了一个易于使用的工具箱,用于将布尔模型自动转换为常微分方程组。它可以有效地连接到各种输入和输出格式,以进行进一步的分析和调查。该工具箱是开源的,可以从http://cmb.helmholtz-muenchen.de/odefy下载。

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