These findings suggest that BA effectively inhibits the inflammatory response in GDM mice, potentially by suppressing the TLR4/NF-κB/NLRP3 pathway, which BA regulate β-cell inflammation by modulating this pathway. The gene discussed is NLRP3; the disease is gestational diabetes.