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BioASF: a framework for automatically generating executable pathway models specified in BioPAX

机译:BioASF:自动生成BioPAX中指定的可执行途径模型的框架

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摘要

>Motivation: Biological pathways play a key role in most cellular functions. To better understand these functions, diverse computational and cell biology researchers use biological pathway data for various analysis and modeling purposes. For specifying these biological pathways, a community of researchers has defined BioPAX and provided various tools for creating, validating and visualizing BioPAX models. However, a generic software framework for simulating BioPAX models is missing. Here, we attempt to fill this gap by introducing a generic simulation framework for BioPAX. The framework explicitly separates the execution model from the model structure as provided by BioPAX, with the advantage that the modelling process becomes more reproducible and intrinsically more modular; this ensures natural biological constraints are satisfied upon execution. The framework is based on the principles of discrete event systems and multi-agent systems, and is capable of automatically generating a hierarchical multi-agent system for a given BioPAX model.>Results: To demonstrate the applicability of the framework, we simulated two types of biological network models: a gene regulatory network modeling the haematopoietic stem cell regulators and a signal transduction network modeling the Wnt/β-catenin signaling pathway. We observed that the results of the simulations performed using our framework were entirely consistent with the simulation results reported by the researchers who developed the original models in a proprietary language.>Availability and Implementation: The framework, implemented in Java, is open source and its source code, documentation and tutorial are available at .>Contact:
机译:>动机:生物途径在大多数细胞功能中起着关键作用。为了更好地理解这些功能,各种计算和细胞生物学研究人员将生物途径数据用于各种分析和建模目的。为了指定这些生物途径,研究人员社区定义了BioPAX,并提供了各种工具来创建,验证和可视化BioPAX模型。但是,缺少用于模拟BioPAX模型的通用软件框架。在这里,我们试图通过引入针对BioPAX的通用仿真框架来填补这一空白。该框架明确地将执行模型与BioPAX提供的模型结构区分开来,其优点是建模过程变得更可重现并且本质上更加模块化。这样可以确保执行时满足自然的生物学约束。该框架基于离散事件系统和多主体系统的原理,并且能够针对给定的BioPAX模型自动生成分层的多主体系统。>结果:演示该框架的适用性。在这个框架中,我们模拟了两种类型的生物网络模型:一个模型化的造血干细胞调节子调控网络和一个信号转导的Wnt /β-catenin信号通路网络。我们观察到,使用我们的框架执行的模拟结果与使用专有语言开发原始模型的研究人员报告的模拟结果完全一致。>可用性和实现:该框架以Java实现,是开放源代码,其源代码,文档和教程可在。>联系人:

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