Model-based approaches play a pivotal role in drug development by predicting the efficacy and toxicity of new compounds before clinical trials. They aid in optimizing dosing regimens and identifying synergistic drug combinations. Additionally, they help in understanding the mechanisms of drug resistance and tailoring therapies to overcome it.