The pharmaceutical industry faces mounting pressure to quickly develop novel therapies for complex diseases. Network pharmacology, a systems-based approach that considers the intricate interactions between drugs and multiple biological targets, has emerged as a promising strategy to enhance drug discovery. By integrating network analysis with machi