Network-Based Approaches for Multi-omics Integration

Methods Mol Biol. 2020:2104:469-487. doi: 10.1007/978-1-0716-0239-3_23.

Abstract

Network-based approach is rapidly emerging as a promising strategy to integrate and interpret different -omics datasets, including metabolomics. The first section of this chapter introduces the current progresses and main concepts in multi-omics integration. The second section provides an overview of the public resources available for creation of biological networks. The third section describes three common application scenarios including subnetwork identification, network-based enrichment analysis, and systems metabolomics. The section four introduces the concept of hierarchical community network analysis. The section five discusses different tools for network visualization. The chapter ends with a future perspective on multi-omics integration.

Keywords: Data integration; Hierarchical community networks; Multi-omics integration; Network enrichment analysis; Network visualization; Systems biology.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't
  • Review

MeSH terms

  • Computational Biology* / methods
  • Data Analysis
  • Databases, Genetic
  • Genomics* / statistics & numerical data
  • Knowledge Bases
  • Metabolomics* / statistics & numerical data
  • Proteomics* / statistics & numerical data
  • Software
  • Systems Biology* / methods
  • User-Computer Interface
  • Web Browser