Dynamic stabilization in the PU1-GATA1 circuit using a model with time-dependent kinetic change

Bull Math Biol. 2011 Sep;73(9):2132-51. doi: 10.1007/s11538-010-9615-3. Epub 2011 Jan 6.

Abstract

The PU.1 and GATA1 genes play an important role in the differentiation of blood stem cells. The protein levels expressed by these genes are thought to be regulated by a self-excitatory feedback loop for each gene and a cross-inhibitory feedback loop between the two genes. A mathematical model that captures the dynamical interaction between these two genes reveals that constant levels of self-excitation and cross-inhibition allow the most self-exciting or cross-inhibiting gene to dominate the system. However, since biological systems rarely exist in an unchanging equilibrium, we modeled this gene circuit using discrete time-dependent changes in the parameters in lieu of steady state parameters. These time-dependent parameters lead to new phenomena, including the development of new limit cycles and basins of attraction. These phenomena are not present in models using constant parameter values. Our findings suggest that even small perturbations in the PU.1 and GATA1 feedback loops may substantially alter the gene expression and therefore the cell phenotype. These time-dependent parameter models may also have implications for other gene systems and provide new ways to understand the mechanisms of cellular differentiation.

MeSH terms

  • Bone Marrow Cells / physiology*
  • Cell Differentiation / genetics
  • Feedback
  • GATA1 Transcription Factor / genetics*
  • Gene Expression Regulation, Developmental
  • Gene Regulatory Networks*
  • Humans
  • Kinetics
  • Models, Genetic*
  • Proto-Oncogene Proteins / genetics*
  • Trans-Activators / genetics*

Substances

  • GATA1 Transcription Factor
  • GATA1 protein, human
  • Proto-Oncogene Proteins
  • Trans-Activators
  • proto-oncogene protein Spi-1