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Multipath: An R Package to Generate Integrated Reproducible Pathway Models

机译:MultiPath:R包以生成集成的可再现途径模型

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摘要

In biological terms, the term "pathway" is used to describe a collection of processes within a cell that lead to one or more actions. The graphical representation of these processes enables the reader to understand complex relationships and interactions much more easily compared to free-text descriptions. While there is usually agreement on the existence and function of these high-level processes, the specific molecules and their interactions are often disputed and a matter of current research. A standardized computational representation of biological networks has become desirable, especially with the recent surge in new knowledge generation in biology and medicine. Our work is influenced by challenges emerging from previous work on biological pathways, knowledge encoding, and visualization as well as pathway databases. Our main motivation is the difficulty of reproducing pathway knowledge used within publications, even in top-tier journals. We propose a new way of integrating and modeling pathways and other influencing knowledge, such as drugs, and documenting their modifications using multilayered networks. We provide a tool that transforms encoded pathway data to multilayered graphs, with the possibility to modify them, and integrate other knowledge from external databases.
机译:在生物学术语中,术语“途径”用于描述导致一个或多个动作的细胞内的一系列过程。这些过程的图形表示使读者能够更容易地了解复杂的关系和交互,与自由文本描述相比。虽然通常对这些高级过程的存在和功能一致,但具体分子及其相互作用往往是有争议的,并且目前的研究问题。生物网络的标准化计算表示已经是可取的,特别是在最近在生物学和医学中的新知识生成浪涌。我们的作品受到以前关于生物途径,知识编码和可视化以及途径数据库的挑战的影响。我们的主要动机是难以在出版物中使用的途径知识,即使在顶层期刊中也是如此。我们提出了一种全新的途径,可以集成和建模途径和其他影响知识,如药物,并使用多层网络记录它们的修改。我们提供了一个工具,将编码的路径数据转换为多层图,可以修改它们,并从外部数据库集成其他知识。

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