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组学数据互补突显酵母中的功能交叉通讯

Omics Data Complementarity Underlines Functional Cross-Communication in Yeast.

作者信息

Malod-Dognin Noël, Pržulj Nataša

机构信息

.

出版信息

J Integr Bioinform. 2017 Jun 10;14(2):20170018. doi: 10.1515/jib-2017-0018.

Abstract

Mapping the complete functional layout of a cell and understanding the cross-talk between different processes are fundamental challenges. They elude us because of the incompleteness and noisiness of molecular data and because of the computational intractability of finding the exact answer. We perform a simple integration of three types of baker's yeast omics data to elucidate the functional organization and lines of cross-functional communication. We examine protein-protein interaction (PPI), co-expression (COEX) and genetic interaction (GI) data, and explore their relationship with the gold standard of functional organization, the Gene Ontology (GO). We utilize a simple framework that identifies functional cross-communication lines in each of the three data types, in GO, and collectively in the integrated model of the three omics data types; we present each of them in our new Functional Organization Map (FOM) model. We compare the FOMs of the three omics datasets with the FOM of GO and find that GI is in best agreement with GO, followed COEX and PPI. We integrate the three FOMs into a unified FOM and find that it is in better agreement with the FOM of GO than those of any omics dataset alone, demonstrating functional complementarity of different omics data.

摘要

绘制细胞的完整功能布局并理解不同过程之间的相互作用是根本性的挑战。由于分子数据的不完整性和噪声,以及找到精确答案的计算难题,这些挑战一直困扰着我们。我们对三种类型的面包酵母组学数据进行了简单整合,以阐明功能组织和跨功能通信线路。我们研究了蛋白质 - 蛋白质相互作用(PPI)、共表达(COEX)和遗传相互作用(GI)数据,并探讨它们与功能组织的金标准——基因本体(GO)的关系。我们使用一个简单的框架来识别三种数据类型中每一种、在GO中以及在三种组学数据类型的整合模型中的功能交叉通信线路;我们在新的功能组织图(FOM)模型中展示每一条线路。我们将三个组学数据集的FOM与GO的FOM进行比较,发现GI与GO的一致性最佳,其次是COEX和PPI。我们将这三个FOM整合为一个统一的FOM,发现它与GO的FOM的一致性比任何单个组学数据集的FOM都更好,这表明不同组学数据具有功能互补性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c37c/6042824/54f6d1802162/jib-14-20170018-g001.jpg

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