The untargeted metabolomics analysis revealed 61 critical metabolites, among which the PI3K-Akt-ERK signaling pathway—known to be involved in diabetes—was highlighted as a crucial pathway. This evidence concerns the gene MAPK1 and diabetes mellitus.