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一种灵活的本体,用于从亚细胞过程之间的关系推断出新兴的全细胞功能。

A flexible ontology for inference of emergent whole cell function from relationships between subcellular processes.

机构信息

Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.

SBCNY, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.

出版信息

Sci Rep. 2017 Dec 18;7(1):17689. doi: 10.1038/s41598-017-16627-4.

Abstract

Whole cell responses arise from coordinated interactions between diverse human gene products functioning within various pathways underlying sub-cellular processes (SCP). Lower level SCPs interact to form higher level SCPs, often in a context specific manner to give rise to whole cell function. We sought to determine if capturing such relationships enables us to describe the emergence of whole cell functions from interacting SCPs. We developed the Molecular Biology of the Cell Ontology based on standard cell biology and biochemistry textbooks and review articles. Currently, our ontology contains 5,384 genes, 753 SCPs and 19,180 expertly curated gene-SCP associations. Our algorithm to populate the SCPs with genes enables extension of the ontology on demand and the adaption of the ontology to the continuously growing cell biological knowledge. Since whole cell responses most often arise from the coordinated activity of multiple SCPs, we developed a dynamic enrichment algorithm that flexibly predicts SCP-SCP relationships beyond the current taxonomy. This algorithm enables us to identify interactions between SCPs as a basis for higher order function in a context dependent manner, allowing us to provide a detailed description of how SCPs together can give rise to whole cell functions. We conclude that this ontology can, from omics data sets, enable the development of detailed SCP networks for predictive modeling of emergent whole cell functions.

摘要

整体细胞反应源于不同人类基因产物在亚细胞过程(SCP)基础的各种途径中的协调相互作用。较低层次的 SCP 相互作用形成较高层次的 SCP,通常以特定于上下文的方式产生整体细胞功能。我们试图确定捕获这些关系是否使我们能够描述从相互作用的 SCP 中出现的整体细胞功能。我们基于标准细胞生物学和生物化学教科书和评论文章开发了细胞生物学本体论。目前,我们的本体论包含 5384 个基因、753 个 SCP 和 19180 个精心策划的基因-SCP 关联。我们填充 SCP 的基因的算法使本体论能够按需扩展,并使本体论适应不断增长的细胞生物学知识。由于整体细胞反应通常源于多个 SCP 的协调活动,我们开发了一种动态富集算法,该算法可以灵活地预测当前分类法之外的 SCP-SCP 关系。该算法使我们能够以依赖上下文的方式识别 SCP 之间的相互作用,作为高阶功能的基础,使我们能够详细描述 SCP 如何共同产生整体细胞功能。我们得出的结论是,这个本体论可以从组学数据集,为预测整体细胞功能的新兴 SCP 网络的发展提供详细的 SCP 网络。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a279/5735158/8f1b3dfb4c2d/41598_2017_16627_Fig1_HTML.jpg

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