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AVERON notebook to discover actionable cancer vulnerabilities enabled by neomorph protein-protein interactions
Hongyue Chen1, Brian Revennaugh1, Haian Fu1,2,3,4
1Department of Pharmacology and Chemical Biology, Emory University School of Medicine, Emory University, Atlanta, GA, USA.
Abstract:
Genomic alterations, such as missense mutations, often lead to the activation of oncogenic pathways and cell transformation by rewiring protein-protein interaction (PPI) networks. Understanding how mutant-directed neomorph PPIs (neoPPIs) drive cancer is vital to developing new personalized clinical strategies. However, the experimental interrogation of neoPPI functions in patients with cancer is highly challenging. To address this challenge, we developed a computational platform, termed AVERON for discovering actionable vulnerabilities enabled by rewired oncogenic networks. AVERON enables rapid systematic profiling of the clinical significance of neomorph PPIs across different cancer types, informing molecular mechanisms of neoPPI-driven tumorigenesis, and revealing therapeutically actionable neoPPI-regulated genes. We demonstrated the application of the AVERON platform by evaluating the biological functions and clinical significance of 130 neomorph interactions, experimentally determined for oncogenic BRAFV600E. The AVERON application to broad sets of mutant-directed PPIs may inform new testable biological models and clinical strategies in cancer.
Insights
A new computational platform, AVERON, helps identify actionable vulnerabilities by analyzing how cancer-driving mutations rewire protein interactions. This tool aids in understanding cancer mechanisms and developing targeted therapies.
Area of Science:
- Oncology
- Computational Biology
- Genomics
Background:
- Genomic alterations, like missense mutations, can activate oncogenic pathways and transform cells by altering protein-protein interaction (PPI) networks.
- Understanding mutant-directed neomorph PPIs (neoPPIs) is crucial for developing personalized cancer therapies.
- Experimental analysis of neoPPI functions in cancer patients is difficult.
Purpose of the Study:
- To develop a computational platform, AVERON, for discovering actionable vulnerabilities driven by rewired oncogenic networks.
- To enable rapid, systematic profiling of the clinical significance of neoPPIs across various cancer types.
- To reveal therapeutically actionable neoPPI-regulated genes and inform molecular mechanisms of tumorigenesis.
Main Methods:
- Development of the AVERON computational platform.
- Systematic profiling of neomorph PPIs and their clinical significance.
- Evaluation of 130 neomorph interactions for oncogenic BRAFV600E.
Main Results:
- AVERON enables rapid assessment of neoPPIs' clinical relevance.
- The platform can inform molecular mechanisms underlying neoPPI-driven cancer.
- Identified therapeutically actionable genes regulated by neoPPIs.
Conclusions:
- AVERON provides a novel computational approach to identify cancer vulnerabilities.
- The platform facilitates understanding of neoPPIs in tumorigenesis.
- Application to broader sets of mutant-directed PPIs can guide new cancer models and clinical strategies.
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