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Conceptual Model-Based Systems Biology: Mapping Knowledge andDiscovering Gaps in the mRNA Transcription Cycle

机译:基于概念模型的系统生物学:映射知识和在mRNA转录周期中发现缺口

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摘要

We propose a Conceptual Model-based Systems Biology framework for qualitative modeling, executing, and eliciting knowledge gaps in molecular biology systems. The framework is an adaptation of Object-Process Methodology (OPM), a graphical and textual executable modeling language. OPM enables concurrent representation of the system's structure—the objects that comprise the system, and behavior—how processes transform objects over time. Applying a top-down approach of recursively zooming into processes, we model a case in point—the mRNA transcription cycle. Starting with this high level cell function, we model increasingly detailed processes along with participating objects. Our modeling approach is capable of modeling molecular processes such as complex formation, localization and trafficking, molecular binding, enzymatic stimulation, and environmental intervention. At the lowest level, similar to the Gene Ontology, all biological processes boil down to three basic molecular functions: catalysis, binding/dissociation, and transporting. During modeling and execution of the mRNA transcription model, we discovered knowledge gaps, which we present and classify into various types. We also show how model execution enhances a coherent model construction. Identification and pinpointingknowledge gaps is an important feature of the framework, as it suggests whereresearch should focus and whether conjectures about uncertain mechanisms fitinto the already verified model.
机译:我们提出了一个基于概念模型的系统生物学框架,用于定性建模,执行和引发分子生物学系统中的知识鸿沟。该框架是对象处理方法学(OPM)的一种改编,它是一种图形和文本可执行的建模语言。 OPM支持并发表示系统的结构(组成系统的对象以及行为),流程如何随着时间的推移而变化。应用自上而下的递归放大过程的方法,我们对一个案例进行了建模-mRNA转录周期。从此高级单元功能开始,我们对越来越详细的过程以及参与对象进行建模。我们的建模方法能够对分子过程进行建模,例如复合物的形成,定位和运输,分子结合,酶促刺激和环境干预。在最低水平上,类似于基因本体论,所有生物过程都可归结为三个基本分子功能:催化,结合/解离和运输。在mRNA转录模型的建模和执行过程中,我们发现了知识缺口,我们将其介绍并分为各种类型。我们还将展示模型执行如何增强连贯的模型构造。识别和查明知识差距是该框架的重要特征,因为它暗示了研究应重点关注不确定机制的猜想是否合适进入已经验证的模型。

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