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Updated: Dec 9, 2025

Characterize Disease-related Mutants of RAF Family Kinases by Using a Set of Practical and Feasible Methods
Published on: July 17, 2019
Function and evolution of B-Raf loop dynamics relevant to cancer recurrence under drug inhibition
Gregory A Babbitt1, Miranda L Lynch2, Matthew McCoy3
1Thomas H. Gosnell School of Life Sciences, Rochester Institute of Technology, Rochester, New York, USA.
Abstract:
Oncogenic mutations in the kinase domain of the B-Raf protein have long been associated with cancers involving the MAPK pathway. One constitutive MAPK activating mutation in B-Raf, the V600E (valine to glutamate) replacement occurring adjacent to a site of threonine phosphorylation (T599) occurs in many types of cancer, and in a large percentage of certain cancers, such as melanoma. Because ATP binding activity and the V600E mutation are both known to alter the physical behavior of the activation loop in the B-Raf ATP binding domain, this system is especially amenable to comparative analyses of molecular dynamics simulations modeling various genetic and drug class variants. Here, we employ machine learning enabled identification of functionally conserved protein dynamics to compare how the binding interactions of four B-Raf inhibitors impact the functional loop dynamics controlling ATP activation. We demonstrate that drug development targeting B-Raf has progressively moved towards ATP competitive inhibitors that demonstrate less tendency to mimic the functionally conserved dynamic changes associated with ATP activation and leading to the side effect of hyperactivation (i.e. inducing MAPK activation in non-tumorous cells in the absence of secondary mutation). We compare the functional dynamic impacts of V600E and other sensitizing and drug resistance causing mutations in the regulatory loops of B-Raf, confirming sites of low mutational tolerance in these regions. Lastly, we investigate V600E sensitivity of B-Raf loop dynamics in an evolutionary context, demonstrating that while sensitivity has an ancient origin with primitive eukaryotes, it was also secondarily increased during early jawed vertebrate evolution.Communicated by Ramaswamy H. Sarma.
Insights
B-Raf inhibitors targeting cancer’s MAPK pathway are evolving. Newer drugs, while effective, may cause side effects by not mimicking natural B-Raf activation dynamics, unlike older inhibitors.
Area of Science:
- Molecular Biology
- Biophysics
- Computational Biology
Background:
- Oncogenic mutations in B-Raf kinase, particularly the V600E mutation, are key drivers in cancers via the MAPK pathway.
- The B-Raf ATP binding domain's activation loop dynamics are crucial for its function and are affected by mutations and drug interactions.
Purpose of the Study:
- To compare the impact of four B-Raf inhibitors on the protein's functional loop dynamics using machine learning.
- To analyze how drug development trends affect B-Raf inhibitor efficacy and side effects, specifically hyperactivation.
Main Methods:
- Machine learning for identifying conserved protein dynamics.
- Molecular dynamics simulations of B-Raf variants and inhibitor interactions.
- Comparative analysis of inhibitor binding effects on ATP activation loop dynamics.
Main Results:
- Drug development has shifted towards ATP-competitive inhibitors with reduced mimicry of natural activation dynamics.
- This shift correlates with increased risk of hyperactivation side effects in non-tumorous cells.
- Identified regions of low mutational tolerance in B-Raf regulatory loops, relevant to drug resistance and sensitivity.
Conclusions:
- Modern B-Raf inhibitors may induce hyperactivation by not replicating conserved dynamic changes of ATP activation.
- Understanding these dynamics is critical for developing safer and more effective B-Raf targeted therapies.
- B-Raf V600E sensitivity has evolutionary roots, increasing in jawed vertebrates.
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