This study revealed that BAI regulates the progression of DR by regulating the RAGE/PXDN (FN1)/PI3K/AKT signalling pathway. These findings not only provide new molecular insights into the pathogenesis of DR but also lay an important theoretical foundation for the development of new therapeutic strategies.