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Published on: July 17, 2019
Mechanism-Based Redesign of GAP to Activate Oncogenic Ras
Dénes Berta1, Sascha Gehrke1, Kinga Nyíri2,3
1Department of Physics and Astronomy, University College London, Gower Street, London WC1E 6BT, United Kingdom.
Abstract:
Ras GTPases play a crucial role in cell signaling pathways. Mutations of the Ras gene occur in about one third of cancerous cell lines and are often associated with detrimental clinical prognosis. Hot spot residues Gly12, Gly13, and Gln61 cover 97% of oncogenic mutations, which impair the enzymatic activity in Ras. Using QM/MM free energy calculations, we present a two-step mechanism for the GTP hydrolysis catalyzed by the wild-type Ras.GAP complex. We found that the deprotonation of the catalytic water takes place via the Gln61 as a transient Brønsted base. We also determined the reaction profiles for key oncogenic Ras mutants G12D and G12C using QM/MM minimizations, matching the experimentally observed loss of catalytic activity, thereby validating our reaction mechanism. Using the optimized reaction paths, we devised a fast and accurate procedure to design GAP mutants that activate G12D Ras. We replaced GAP residues near the active site and determined the activation barrier for 190 single mutants. We furthermore built a machine learning for ultrafast screening, by fast prediction of the barrier heights, tested both on the single and double mutations. This work demonstrates that fast and accurate screening can be accomplished via QM/MM reaction path optimizations to design protein sequences with increased catalytic activity. Several GAP mutations are predicted to re-enable catalysis in oncogenic G12D, offering a promising avenue to overcome aberrant Ras-driven signal transduction by activating enzymatic activity instead of inhibition. The outlined computational screening protocol is readily applicable for designing ligands and cofactors analogously.
Insights
Ras GTPases are key in cell signaling, but mutations cause cancer. This study reveals a GTP hydrolysis mechanism and designs novel Ras-GAP mutants to restore function in oncogenic Ras proteins.
Area of Science:
- Biochemistry
- Molecular Biology
- Computational Chemistry
Background:
- Ras GTPases are critical regulators of cellular signaling pathways.
- Mutations in Ras genes, particularly at Gly12, Gly13, and Gln61, are frequent in cancers and lead to impaired GTPase activity.
- Understanding the mechanism of GTP hydrolysis is essential for developing targeted cancer therapies.
Purpose of the Study:
- To elucidate the mechanism of GTP hydrolysis catalyzed by the Ras.GAP complex.
- To validate the proposed mechanism using oncogenic Ras mutants (G12D, G12C).
- To develop a computational strategy for designing Ras-GAP mutants that restore catalytic activity to oncogenic Ras.
Main Methods:
- Quantum Mechanics/Molecular Mechanics (QM/MM) free energy calculations and minimizations were employed to study the reaction mechanism.
- Computational screening of 190 single Ras-GAP mutants was performed by calculating activation barriers.
- A machine learning model was developed for ultrafast screening of single and double Ras-GAP mutations.
Main Results:
- A two-step mechanism for GTP hydrolysis by Ras.GAP was proposed, involving Gln61 as a transient Brønsted base.
- The mechanism accurately predicted the loss of catalytic activity in G12D and G12C Ras mutants.
- Computational screening identified several Ras-GAP mutations predicted to restore catalytic activity to G12D Ras.
Conclusions:
- The study provides a validated mechanism for Ras GTP hydrolysis and a computational framework for designing protein catalysts.
- The developed screening protocol enables fast and accurate design of protein sequences with enhanced catalytic activity.
- Targeting Ras-GAP activity offers a potential therapeutic strategy to counteract aberrant Ras-driven signaling in cancer.
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