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Multiscale Analysis and Validation of Effective Drug Combinations Targeting Driver KRAS Mutations in Non-Small Cell
Liana Bruggemann1, Zackary Falls1, William Mangione1
1Department of Biomedical Informatics, University at Buffalo, Buffalo, NY 14260, USA.
International Journal of Molecular Sciences
|January 21, 2023
Summary
A precision medicine pipeline identified synergistic drug combinations for non-small cell lung cancer (NSCLC). Osimertinib combined with KRAS inhibitors ARS-1620 and BAY-293 effectively reduced cancer cell proliferation.
Area of Science:
- Pharmacogenomics and computational drug discovery
- Precision medicine for oncology
- Proteomics and interactomics analysis
Background:
- Personalized medicine aims to tailor treatments to individual patients.
- The Computational Analysis of Novel Drug Opportunities (CANDO) platform screens compounds for therapeutic potential.
- Understanding drug interaction profiles can predict synergistic effects.
Purpose of the Study:
- To implement a precision medicine drug discovery pipeline within the CANDO platform.
- To identify drugs that synergize with KRAS inhibitors for non-small cell lung cancer (NSCLC) treatment.
- To validate predicted synergistic drug combinations experimentally.
Main Methods:
- Utilized the CANDO platform for multiscale therapeutic discovery and interaction analytics.
- Developed a precision medicine pipeline to screen drugs against mutant NSCLC phenotypes.
- Conducted cellular toxicity assays and gene expression studies to validate predictions.
Main Results:
- CANDO predicted synergy between osimertinib (EGFR inhibitor) and four KRAS inhibitors.
- Experimental validation confirmed synergy between osimertinib and ARS-1620 (KRAS G12C inhibitor) or BAY-293 (pan-KRAS inhibitor) in reducing NSCLC cell proliferation.
- MAPK expression correlated with decreased proliferation upon BAY-293 treatment, but not ARS-1620 or osimertinib.
Conclusions:
- The developed precision medicine pipeline can identify synergistic drug combinations for KRAS-mutant NSCLC.
- The CANDO platform aids in assessing drug potential by analyzing proteomic and interactomic behavior.
- This approach supports the discovery of novel therapeutic strategies for challenging cancers.
Keywords:
G12CKRASKRAS inhibitorsNSCLCdrug synergymultiscale drug discoverymultitargetingtranslational bioinformaticstyrosine kinase inhibitors
