LPL and diabetic kidney disease: This study systematically identified the lipoprotein metabolism-related gene LPL as a hub gene in DKD through bioinformatic analysis and immunohistochemical validation, revealing its multiple roles in lipid metabolism disorders and immune-inflammatory response regulation.