As shown in Figs. 4A–4D, the AUC values for ITGB6 and LTBP1 in both the training and validation sets were greater than 0.7, indicating that both genes exhibit good diagnostic performance for DKD. Here, LTBP1 is linked to diabetic kidney disease.