This study aimed to explore the effects of BA on GDM in mice, focusing on its impact on inflammation, islet β-cell function, and skeletal muscle glucose uptake, as well as its potential to alleviate IR and inflammation through the TLR4/NF-κB signaling pathway. This evidence concerns the gene TLR4 and gestational diabetes.