Modelling transcriptional networks in leaf senescence

J Exp Bot. 2014 Jul;65(14):3859-73. doi: 10.1093/jxb/eru054. Epub 2014 Mar 5.

Abstract

The process of leaf senescence is induced by an extensive range of developmental and environmental signals and controlled by multiple, cross-linking pathways, many of which overlap with plant stress-response signals. Elucidation of this complex regulation requires a step beyond a traditional one-gene-at-a-time analysis. Application of a more global analysis using statistical and mathematical tools of systems biology is an approach that is being applied to address this problem. A variety of modelling methods applicable to the analysis of current and future senescence data are reviewed and discussed using some senescence-specific examples. Network modelling with a senescence transcriptome time course followed by testing predictions with gene-expression data illustrates the application of systems biology tools.

Keywords: Gene regulation; modelling; senescence; systems biology; transcriptional networks..

Publication types

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

MeSH terms

  • Bayes Theorem
  • Gene Regulatory Networks*
  • Genes, Plant
  • Models, Genetic*
  • Plant Leaves / genetics*
  • Plant Leaves / growth & development*
  • Transcription, Genetic