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Cell scale host-pathogen modeling: another branch in the evolution of constraint-based methods

机译:细胞规模宿主-病原体建模:基于约束的方法发展的另一个分支

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摘要

Constraint-based models have become popular methods for systems biology as they enable the integration of complex, disparate datasets in a biologically cohesive framework that also supports the description of biological processes in terms of basic physicochemical constraints and relationships. The scope, scale, and application of genome scale models have grown from single cell bacteria to multi-cellular interaction modeling; host-pathogen modeling represents one of these examples at the current horizon of constraint-based methods. There are now a small number of examples of host-pathogen constraint-based models in the literature, however there has not yet been a definitive description of the methodology required for the functional integration of genome scale models in order to generate simulation capable host-pathogen models. Herein we outline a systematic procedure to produce functional host-pathogen models, highlighting steps which require debugging and iterative revisions in order to successfully build a functional model. The construction of such models will enable the exploration of host-pathogen interactions by leveraging the growing wealth of omic data in order to better understand mechanism of infection and identify novel therapeutic strategies.
机译:基于约束的模型已经成为系统生物学的流行方法,因为它们可以将复杂的,分散的数据集集成到一个具有生物凝聚力的框架中,该框架还支持根据基本物理化学约束和关系来描述生物过程。基因组规模模型的范围,规模和应用已从单细胞细菌发展为多细胞相互作用模型。宿主-病原体建模代表了当前基于约束的方法的例子之一。现在在文献中有少量基于宿主-病原体约束的模型的例子,但是,对于基因组规模模型的功能集成以生成具有模拟能力的宿主-病原体所需的方法学,尚无定论楷模。在此,我们概述了生成功能性宿主病原体模型的系统过程,重点介绍了需要调试和迭代修订才能成功构建功能性模型的步骤。此类模型的构建将通过利用不断增长的大量眼科数据来探索宿主与病原体的相互作用,从而更好地了解感染机制并确定新的治疗策略。

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