We found 6 proteins that mediated the PGSCAD’s effect on MACE in EXSCEL (C9, LBP, ITIH4, APOM, CES1, and HS6ST2), providing supporting evidence that they might serve as biomarkers for cardiovascular disease in patients with T2D52–54. Here, LBP is linked to cardiovascular disorder.