After performing the dimension reduction from the 24 overlapping DEPs from discovery and validation datasets, a 4-protein classifier (SERPINA5, VPS4A, CP, TF) could distinguish diabetes from DKD3 (Fig. 4b). Here, SERPINA5 is linked to diabetes mellitus.