Additionally, we applied lipidomics to analyze renal and serum samples from mice and employed network analysis to confirm whether Cal ameliorates DN progression by modulating autophagy through the PI3K-AKT pathway. This evidence concerns the gene AKT1 and liver dysplastic nodule.