Inference of the High-Level Interaction Topology between the Metabolic and Cell-Cycle Oscillators from Single-Cell Dynamics

Cell Syst. 2019 Oct 23;9(4):354-365.e6. doi: 10.1016/j.cels.2019.09.003. Epub 2019 Oct 9.

Abstract

Recent evidence suggests that the eukaryotic metabolism is an autonomous oscillator. Together with oscillating elements of the cyclin/CDK machinery, this oscillator might form a coupled oscillator system, from which cell-cycle control emerges. The topology of interactions between the metabolic oscillator and the elements of the cyclin/CDK machinery, however, remains unknown. Using single-cell metabolic and cell-cycle dynamics in yeast, and solving an inverse problem with a system of Kuramoto oscillators, we inferred how the metabolic oscillator interacts with the cyclin/CDK machinery. The identified and experimentally validated interaction topology shows that the early and late cell cycle are independently driven by metabolism. While in this topology, the S phase is coordinated by START. We obtained no support for a strong interaction between early and late cell cycle. The identified high-level interaction topology will guide future efforts to discover the molecular links between metabolism and the cell cycle.

Keywords: Kuramoto; YMC; cell cycle; coupled oscillator; inference; metabolism; oscillation; single-cell; yeast; yeast metabolic cycle.

MeSH terms

  • Biological Clocks / physiology*
  • Cell Cycle / physiology*
  • Cyclin-Dependent Kinases / metabolism*
  • Cyclins / metabolism*
  • Metabolomics / methods*
  • Models, Biological
  • Protein Binding
  • Saccharomyces cerevisiae / physiology*
  • Signal Transduction
  • Single-Cell Analysis / methods*

Substances

  • Cyclins
  • Cyclin-Dependent Kinases