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Characterize Disease-related Mutants of RAF Family Kinases by Using a Set of Practical and Feasible Methods
Published on: July 17, 2019
Systems-level consequences of low RAF abundance for EGFR-ERK signaling
Sung Hyun Lee1, Paul J Myers1, Max C Mendrzycki1
1Department of Chemical Engineering, University of Virginia, Charlottesville, Virginia.
Abstract:
RAFs initiate the cascade leading to activation of the extracellular signal-regulated kinases (ERKs). In a substantial fraction of cancer cells, RAFs are the least abundant pathway proteins between receptor tyrosine kinases and ERKs. In some cases, active RAF kinases are present at the plasma membrane at just hundreds of copies per cell, but the consequences of such limited RAF abundance are unclear. By developing continuum and stochastic computational models of the epidermal growth factor receptor (EGFR)-ERK pathway, we showed that low RAF abundance creates signaling bottlenecks between receptor tyrosine kinases and ERK with a potential for stochastic RAF dynamics that can propagate especially to low-abundance downstream pathway proteins. RAF bottlenecks were also predicted to impede ERK activation by oncogenic RAS mutants. Advanced parameter sensitivity and sloppiness analyses identified RAS activation and RAS-RAF interactions as strong determinants of signaling in low-RAF settings and revealed an efficient model fitting approach. This work provides quantitative insight into a common, but unexplored, regime for EGFR-ERK signaling and a systematic approach to develop and characterize dynamic models of receptor-mediated signaling.
Insights
Low RAF abundance in cancer cells creates signaling bottlenecks, potentially impacting ERK pathway activation and drug resistance. Computational models reveal stochastic RAF dynamics influencing signal propagation.
Area of Science:
- Cellular signaling pathways
- Cancer biology
- Computational modeling
Background:
- Receptor tyrosine kinases (RTKs) initiate signaling cascades, including the RAF-MEK-ERK pathway, crucial for cell growth and proliferation.
- RAF proteins are key intermediates in this cascade, but their low abundance in some cancer cells presents an unexplored signaling regime.
- The functional consequences of limited RAF abundance on epidermal growth factor receptor (EGFR)-ERK pathway dynamics remain unclear.
Purpose of the Study:
- To investigate the impact of low RAF abundance on EGFR-ERK pathway signaling dynamics using computational models.
- To explore potential signaling bottlenecks and stochastic effects arising from limited RAF protein levels.
- To identify key molecular interactions determining pathway behavior in low-RAF conditions.
Main Methods:
- Development of continuum and stochastic computational models for the EGFR-ERK pathway.
- Analysis of signaling bottlenecks and stochastic RAF dynamics under varying RAF abundance.
- Application of parameter sensitivity and Sloppiness analyses to identify critical signaling determinants.
Main Results:
- Low RAF abundance creates significant signaling bottlenecks between RTKs and ERK, potentially hindering signal propagation.
- Stochastic RAF dynamics can propagate, particularly affecting low-abundance downstream pathway proteins.
- RAF bottlenecks were predicted to impede ERK activation by oncogenic RAS mutants.
- RAS activation and RAS-RAF interactions were identified as critical determinants of signaling in low-RAF settings.
Conclusions:
- Limited RAF abundance represents a common yet understudied signaling regime in cancer.
- RAF bottlenecks can impair EGFR-ERK pathway activation and may influence responses to oncogenic RAS mutations.
- Computational modeling provides a powerful framework for understanding complex signaling dynamics and identifying therapeutic targets.
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