CTNNBIP1 and diabetic kidney disease: 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.