In this project, we aim to fill this gap and develop a framework that encompasses integrated and comprehensive biomedical knowledge datasets, innovative techniques for effective integration and editing of biomedical knowledge within LLMs and a holistic evaluation and benchmarking pipeline. This project will lay the foundations for a new era of LLMs’ adaption in biomedicine and healthcare, offering enhanced domain understanding, adaptability and robustness through structural biomedical knowledge integration.