A mammalian circadian clock model incorporating daytime expression elements

Biophys J. 2014 Sep 16;107(6):1462-73. doi: 10.1016/j.bpj.2014.07.022.

Abstract

Models of the mammalian clock have traditionally been based around two feedback loops-the self-repression of Per/Cry by interfering with activation by BMAL/CLOCK, and the repression of Bmal/Clock by the REV-ERB proteins. Recent experimental evidence suggests that the D-box, a transcription factor binding site associated with daytime expression, plays a larger role in clock function than has previously been understood. We present a simplified clock model that highlights the role of the D-box and illustrate an approach for finding maximum-entropy ensembles of model parameters, given experimentally imposed constraints. Parameter variability can be mitigated using prior probability distributions derived from genome-wide studies of cellular kinetics. Our model reproduces predictions concerning the dual regulation of Cry1 by the D-box and Rev-ErbA/ROR response element (RRE) promoter elements and allows for ensemble-based predictions of phase response curves (PRCs). Nonphotic signals such as Neuropeptide Y (NPY) may act by promoting Cry1 expression, whereas photic signals likely act by stimulating expression from the E/E' box. Ensemble generation with parameter probability restraints reveals more about a model's behavior than a single optimal parameter set.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Circadian Clocks*
  • Circadian Rhythm Signaling Peptides and Proteins / deficiency
  • Circadian Rhythm Signaling Peptides and Proteins / genetics
  • Gene Expression Regulation*
  • Gene Knockout Techniques
  • Gene Regulatory Networks
  • Models, Biological*
  • Systems Biology

Substances

  • Circadian Rhythm Signaling Peptides and Proteins