LPL and Disorder of lipid metabolism: Given the increasing global prevalence of DKD, this study identified the key role of lipoprotein metabolism-related gene LPL in DKD through systematic bioinformatic analysis, and further revealed the potential pathological mechanisms of lipid metabolism disorders and immune inflammatory responses in DKD, providing new insights and potential targets for the early diagnosis and targeted treatment of DKD.