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构建简单生物网络以理解植物中的复杂高通量数据。

Constructing simple biological networks for understanding complex high-throughput data in plants.

作者信息

Moyano Tomás C, Vidal Elena A, Contreras-López Orlando, Gutiérrez Rodrigo A

机构信息

Departamento de Genética Molecular y Microbiología, FONDAP Center for Genome Regulation, Millennium Nucleus for Plant Functional Genomics, Pontificia Universidad Católica de Chile, Santiago, Chile.

出版信息

Methods Mol Biol. 2015;1284:503-26. doi: 10.1007/978-1-4939-2444-8_25.

Abstract

Technological advances in the last decade have enabled biologists to produce increasing amounts of information for the transcriptome, proteome, interactome, and other -omics data sets in many model organisms. A major challenge is integration and biological interpretation of these massive data sets in order to generate testable hypotheses about gene regulatory networks or molecular mechanisms that govern system behaviors. Constructing gene networks requires bioinformatics skills to adequately manage, integrate, analyze and productively use the data to generate biological insights. In this chapter, we provide detailed methods for users without prior knowledge of bioinformatics to construct gene networks and derive hypotheses that can be experimentally verified. Step-by-step instructions for acquiring, integrating, analyzing, and visualizing genome-wide data are provided for two widely used open source platforms, R and Cytoscape platforms. The examples provided are based on Arabidopsis data, but the protocols presented should be readily applicable to any organism for which similar data can be obtained.

摘要

过去十年间的技术进步使生物学家能够在许多模式生物中生成越来越多关于转录组、蛋白质组、相互作用组及其他组学数据集的信息。一个主要挑战是对这些海量数据集进行整合和生物学解读,以便生成关于调控系统行为的基因调控网络或分子机制的可测试假设。构建基因网络需要生物信息学技能,以便充分管理、整合、分析并有效利用数据,从而获得生物学见解。在本章中,我们为没有生物信息学先验知识的用户提供了构建基因网络并得出可通过实验验证的假设的详细方法。针对两个广泛使用的开源平台R和Cytoscape平台,提供了获取、整合、分析和可视化全基因组数据的分步说明。所提供的示例基于拟南芥数据,但所介绍的方案应可轻松应用于能够获得类似数据的任何生物体。

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