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Updated: Sep 13, 2025

Author Spotlight: Integrating BRET-Based Assays and Rare Mutation Analysis to Decipher RAF Kinase Regulation in Live Cells
Published on: March 1, 2024
Mathematical modeling suggests 14-3-3 proteins modulate RAF paradoxical activation
Gaurav Mendiratta1, Kodye Abbott2, Yao-Cheng Li3
1Integrative Biology Laboratory, Salk Institute for Biological Studies, La Jolla, California, United States of America.
Abstract:
RAF inhibitor "paradoxical activation" (PA) is a phenomenon where RAF kinase inhibitors increase RAF kinase signaling. Through mathematical modeling and experimental data analysis, we recently demonstrated that the combination of conformational autoinhibition (CA) with the disruption of CA by RAF inhibitors plays an important role in PA. 14-3-3 proteins are known to modulate RAF CA and RAF dimerization. We here extend our mathematical model to include both roles of 14-3-3 proteins, and we derive rigorous analytical expressions of RAF signal regulation as modulated by 14-3-3 proteins. We then use the model to investigate how 14-3-3 proteins may modulate PA. We mathematically show 14-3-3 protein stabilization of the autoinhibited form of RAF should potentiate PA, while 14-3-3 protein stabilization of the active RAF dimer should reduce PA. Our analysis suggests that the net-effect will often be a potentiation of PA, and that 14-3-3 proteins may be capable of inducing PA for RAF inhibitors that normally show little to no PA. We test model-based insights experimentally with two different approaches: forced increases in 14-3-3 expression (which we find amplifies PA) and evolved resistance assays (which suggest increased 14-3-3 expression may contribute to resistance to RAF inhibitors). Overall, this work supports a role for 14-3-3 in modulating RAF-inhibitor mediated paradoxical activation.
Insights
RAF inhibitor paradoxical activation (PA) is amplified by 14-3-3 proteins. These proteins stabilize RAF signaling, potentially inducing PA and contributing to drug resistance, according to mathematical modeling and experiments.
Area of Science:
- Biochemistry
- Molecular Biology
- Mathematical Biology
Background:
- RAF kinase inhibitors can paradoxically increase RAF signaling (PA).
- Conformational autoinhibition (CA) disruption by RAF inhibitors contributes to PA.
- 14-3-3 proteins are known regulators of RAF CA and dimerization.
Purpose of the Study:
- To mathematically model and experimentally investigate the role of 14-3-3 proteins in RAF inhibitor PA.
- To derive analytical expressions for RAF signal regulation modulated by 14-3-3 proteins.
Main Methods:
- Extended a mathematical model of RAF signaling to incorporate 14-3-3 protein functions.
- Derived analytical expressions for RAF signal regulation.
- Performed experimental validation using forced 14-3-3 expression and evolved resistance assays.
Main Results:
- Mathematical model predicts 14-3-3 proteins can potentiate PA by stabilizing autoinhibited RAF.
- Model suggests 14-3-3 proteins can reduce PA by stabilizing active RAF dimers.
- Experimental data confirmed that increased 14-3-3 expression amplifies PA.
- Increased 14-3-3 expression may contribute to resistance against RAF inhibitors.
Conclusions:
- 14-3-3 proteins play a significant role in modulating RAF inhibitor-induced paradoxical activation.
- 14-3-3 proteins can potentially induce PA even for inhibitors with minimal PA.
- Findings suggest therapeutic targeting of 14-3-3 interactions may be a strategy for overcoming RAF inhibitor resistance.
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