Systems Bioinformatics: increasing precision of computational diagnostics and therapeutics through network-based approaches

Brief Bioinform. 2019 May 21;20(3):806-824. doi: 10.1093/bib/bbx151.

Abstract

Systems Bioinformatics is a relatively new approach, which lies in the intersection of systems biology and classical bioinformatics. It focuses on integrating information across different levels using a bottom-up approach as in systems biology with a data-driven top-down approach as in bioinformatics. The advent of omics technologies has provided the stepping-stone for the emergence of Systems Bioinformatics. These technologies provide a spectrum of information ranging from genomics, transcriptomics and proteomics to epigenomics, pharmacogenomics, metagenomics and metabolomics. Systems Bioinformatics is the framework in which systems approaches are applied to such data, setting the level of resolution as well as the boundary of the system of interest and studying the emerging properties of the system as a whole rather than the sum of the properties derived from the system's individual components. A key approach in Systems Bioinformatics is the construction of multiple networks representing each level of the omics spectrum and their integration in a layered network that exchanges information within and between layers. Here, we provide evidence on how Systems Bioinformatics enhances computational therapeutics and diagnostics, hence paving the way to precision medicine. The aim of this review is to familiarize the reader with the emerging field of Systems Bioinformatics and to provide a comprehensive overview of its current state-of-the-art methods and technologies. Moreover, we provide examples of success stories and case studies that utilize such methods and tools to significantly advance research in the fields of systems biology and systems medicine.

Keywords: Systems Bioinformatics; computational diagnostics; computational therapeutics; drug repurposing; network analysis; precision medicine.

Publication types

  • Research Support, Non-U.S. Gov't
  • Review

MeSH terms

  • Biomarkers / metabolism
  • Computational Biology*
  • Diagnosis, Computer-Assisted
  • Drug Discovery
  • Drug Repositioning
  • Humans
  • Precision Medicine / methods*
  • Systems Biology / methods*

Substances

  • Biomarkers