Overcoming obstacles and opening new possibilities will depend critically on developing more accurate predictive models, integrating multi-dimensional biological data, and optimising computational procedures. Staying current with these developments and using the insights offered in this review can help researchers shape the direction of drug discovery and development, therefore hastening the introduction of fresh and potent treatments to meet unmet medical needs.