From Graph Neural Networks to Large Language Models: A Comprehensive Review of Deep Learning-Based Drug—Drug Interaction Prediction
Drug-drug interactions (DDIs) are a major cause of adverse drug reactions, therapeutic failure, hospitalization, and mortality, particularly among elderly patients and individuals receiving multiple medications (polypharmacy). The mechanisms for the development of DDIs are either through pharmacokinetic effects, such a...