A review of methods for the reconstruction and analysis of integrated genome-scale models of metabolism and regulation

Biochem Soc Trans. 2020 Oct 30;48(5):1889-1903. doi: 10.1042/BST20190840.

Abstract

The current survey aims to describe the main methodologies for extending the reconstruction and analysis of genome-scale metabolic models and phenotype simulation with Flux Balance Analysis mathematical frameworks, via the integration of Transcriptional Regulatory Networks and/or gene expression data. Although the surveyed methods are aimed at improving phenotype simulations obtained from these models, the perspective of reconstructing integrated genome-scale models of metabolism and gene expression for diverse prokaryotes is still an open challenge.

Keywords: flux balance analysis; gene expression and regulation; genome-scale metabolic models; genome-scale regulatory networks; metabolism; transcriptional regulatory networks.

Publication types

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

MeSH terms

  • Algorithms
  • Bayes Theorem
  • Biochemical Phenomena
  • Biomass
  • Catalysis
  • Computer Graphics
  • Computer Simulation
  • Gene Expression Profiling
  • Gene Regulatory Networks*
  • Genome*
  • Genome, Human
  • Humans
  • Metabolic Networks and Pathways
  • Models, Biological
  • Models, Theoretical
  • Phenotype
  • Protein Engineering / methods
  • Systems Biology
  • Transcription, Genetic*