Finally, the expression levels of these genes were verified on the validation set, and 5 hub genes closely related to DKD (LPL, BCAM, SERPINE2, GCNT3, and CTNNBIP1) were screened out (Figure 4F), providing important candidate targets for further functional research and drug development. Here, LPL is linked to diabetic kidney disease.