The decreases we observed in several SM, LPC, and LPE species correlated with the improvement in insulin and glucose metabolism indicators, suggesting that these lipid species may contribute to the pathogenesis of T2DM and may serve as a novel promising therapeutic biomarker for T2DM. Here, INS is linked to type 2 diabetes mellitus.