Quantifying ERK activity in response to inhibition of the BRAFV600E-MEK-ERK cascade using mathematical modelling

Br J Cancer. 2021 Nov;125(11):1552-1560. doi: 10.1038/s41416-021-01565-w. Epub 2021 Oct 7.

Abstract

Background: Simultaneous inhibition of multiple components of the BRAF-MEK-ERK cascade (vertical inhibition) has become a standard of care for treating BRAF-mutant melanoma. However, the molecular mechanism of how vertical inhibition synergistically suppresses intracellular ERK activity, and consequently cell proliferation, are yet to be fully elucidated.

Methods: We develop a mechanistic mathematical model that describes how the mutant BRAF inhibitor, dabrafenib, and the MEK inhibitor, trametinib, affect BRAFV600E-MEK-ERK signalling. The model is based on a system of chemical reactions that describes cascade signalling dynamics. Using mass action kinetics, the chemical reactions are re-expressed as ordinary differential equations that are parameterised by in vitro data and solved numerically to obtain the temporal evolution of cascade component concentrations.

Results: The model provides a quantitative method to compute how dabrafenib and trametinib can be used in combination to synergistically inhibit ERK activity in BRAFV600E-mutant melanoma cells. The model elucidates molecular mechanisms of vertical inhibition of the BRAFV600E-MEK-ERK cascade and delineates how elevated BRAF concentrations generate drug resistance to dabrafenib and trametinib. The computational simulations further suggest that elevated ATP levels could be a factor in drug resistance to dabrafenib.

Conclusions: The model can be used to systematically motivate which dabrafenib-trametinib dose combinations, for treating BRAFV600E-mutated melanoma, warrant experimental investigation.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Extracellular Signal-Regulated MAP Kinases / antagonists & inhibitors*
  • Extracellular Signal-Regulated MAP Kinases / chemistry
  • Extracellular Signal-Regulated MAP Kinases / metabolism
  • Humans
  • Imidazoles / chemistry
  • Imidazoles / pharmacology
  • MAP Kinase Signaling System* / drug effects
  • Melanoma / drug therapy
  • Melanoma / enzymology
  • Melanoma / genetics
  • Mitogen-Activated Protein Kinase Kinases / antagonists & inhibitors*
  • Mitogen-Activated Protein Kinase Kinases / chemistry
  • Mitogen-Activated Protein Kinase Kinases / metabolism
  • Models, Biological*
  • Models, Chemical*
  • Mutation
  • Oximes / chemistry
  • Oximes / pharmacology
  • Protein Kinase Inhibitors / chemistry
  • Protein Kinase Inhibitors / pharmacology
  • Proto-Oncogene Proteins B-raf / antagonists & inhibitors*
  • Proto-Oncogene Proteins B-raf / chemistry
  • Proto-Oncogene Proteins B-raf / genetics
  • Proto-Oncogene Proteins B-raf / metabolism
  • Pyridones / chemistry
  • Pyridones / pharmacology
  • Pyrimidinones / chemistry
  • Pyrimidinones / pharmacology

Substances

  • Imidazoles
  • Oximes
  • Protein Kinase Inhibitors
  • Pyridones
  • Pyrimidinones
  • trametinib
  • BRAF protein, human
  • Proto-Oncogene Proteins B-raf
  • Extracellular Signal-Regulated MAP Kinases
  • Mitogen-Activated Protein Kinase Kinases
  • dabrafenib