Reverse enGENEering of Regulatory Networks from Big Data: A Roadmap for Biologists

Author:

Dong Xiaoxi1,Yambartsev Anatoly2,Ramsey Stephen A.34,Thomas Lina D2,Shulzhenko Natalia4,Morgun Andrey1

Affiliation:

1. College of Pharmacy, Oregon State University, Corvallis, OR, USA.

2. Department of Statistics, Institute of Mathematics and Statistics, University of Sao Paulo, Sao Paulo, SP, Brazil.

3. School of Electrical Engineering and Computer Science, Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA.

4. College of Veterinary Medicine, Department of Biomedical Sciences, Oregon State University, Corvallis, OR, USA.

Abstract

Omics technologies enable unbiased investigation of biological systems through massively parallel sequence acquisition or molecular measurements, bringing the life sciences into the era of Big Data. A central challenge posed by such omics datasets is how to transform these data into biological knowledge, for example, how to use these data to answer questions such as: Which functional pathways are involved in cell differentiation? Which genes should we target to stop cancer? Network analysis is a powerful and general approach to solve this problem consisting of two fundamental stages, network reconstruction, and network interrogation. Here we provide an overview of network analysis including a step-by-step guide on how to perform and use this approach to investigate a biological question. In this guide, we also include the software packages that we and others employ for each of the steps of a network analysis workflow.

Publisher

SAGE Publications

Subject

Applied Mathematics,Computational Mathematics,Computer Science Applications,Molecular Biology,Biochemistry

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