Research conducted by Raimondo et al. on a type 2 diabetic rat model found that Xaa-Pro dipeptidase (PEPD), which is expressed in kidney tubules and plays an important role in the recycling of proline for collagen synthesis, was significantly increased in DN compared to the control and correlated with DN severity. This evidence concerns the gene PEPD and liver dysplastic nodule.