Machine Learning-Driven Drug Repurposing for KRAS G12C and KRAS G12D Inhibition. (PubMed, ACS Omega)
Although recent advances have led to covalent inhibitors such as Sotorasib and Adagrasib for the KRAS G12C mutation, effective therapies for other common variants, particularly KRAS G12D, which is highly prevalent in aggressive pancreatic cancers, remain limited...To further validate the predictive capability of the models, two compounds identified as high-confidence candidates, Cobimetinib and Etrasimod, were selected for experimental evaluation...While additional biochemical and pathway-level studies are required to confirm direct target engagement, these results support the model's utility in prioritizing candidate compounds with allele-specific activity profiles. Overall, this study provides a data-driven framework for identifying potential KRAS-targeted therapies and highlights the value of integrating machine learning predictions with experimental validation.