Our team's previously published articles explored the genetic characteristics of PCAND and T2DM, uncovering potential molecular markers such as SRI [19], VNN1 [25], and MMP9 [25] for distinguishing between the two conditions. This evidence concerns the gene VNN1 and type 2 diabetes mellitus.