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A Multiscale Modeling Framework Based on P Systems

机译:基于P系统的多尺度建模框架

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Cellular systems present a highly complex organization at different scales including the molecular, cellular and colony levels. The complexity at each one of these levels is tightly interrelated. Integrative systems biology aims to obtain a deeper understanding of cellular systems by focusing on the systemic and systematic integration of the different levels of organization in cellular systems. The different approaches in cellular modeling within systems biology have been classified into mathematical and computational frameworks. Specifically, the methodology to develop computational models has been recently called executable biology since it produces executable algorithms whose computations resemble the evolution of cellular systems. In this work we present P systems as a multiscale modeling framework within executable biology. P system models explicitly specify the molecular, cellular and colony levels in cellular systems in a relevant and understandable manner. Molecular species and their structure are represented by objects or strings, compartmentalization is described using membrane structures and finally cellular colonies and tissues are modeled as a collection of interacting individual P systems. The interactions between the components of cellular systems are described using rewriting rules. These rules can in turn be grouped together into modules to characterize specific cellular processes. One of our current research lines focuses on the design of cell systems biology models exhibiting a prefixed behavior through the automatic assembly of these cellular modules. Our approach is equally applicable to synthetic as well as systems biology.
机译:细胞系统在不同尺度上呈现高度复杂的组织,包括分子,细胞和菌落水平。这些级别中的每一个的复杂性都很紧密相互关联。综合系统生物学旨在通过专注于细胞系统中不同组织水平的系统和系统的整合来获得对蜂窝系统的更深理解。系统生物学中的蜂窝模型中的不同方法已被分类为数学和计算框架。具体地,最近被称为可执行生物学的计算模型的方法,因为它产生可执行算法,其计算类似于蜂窝系统的演变。在这项工作中,我们将P系统作为可执行生物学中的多尺度建模框架。 P系统模型以相关且可理解的方式明确地在细胞系统中明确地指定分子,细胞和殖民地水平。分子物质及其结构由物体或弦表示,使用膜结构描述划分间化,并且最终将细胞菌落和组织建模作为相互作用的个体P系统的集合。使用重写规则描述蜂窝系统组件之间的相互作用。这些规则又可以将组合成模块以表征特定的蜂窝过程。我们的目前的研究线之一侧重于通过这些蜂窝模块的自动组装表现出前缀行为的细胞系统生物学模型的设计。我们的方法同样适用于合成以及系统生物学。

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