Furthermore, through proteomic and metabolomic association analysis, we found that PRKG1 was closely related to the expressions of 10 overlapping metabolites between the T2D/Control and the T2D+SP/T2D group. The gene discussed is PRKG1; the disease is type 2 diabetes mellitus.