In the analysis of two prospective cohorts among individuals of Puerto Rican descent, we confirmed strong cross-sectional and longitudinal associations between the BCAA and AAA metabolites and T2D, as well as cross-sectional positive associations with baseline markers of glucose metabolism, with further suggestion of a potential association of these metabolites with increases in fasting insulin and glucose over time. Here, INS is linked to type 2 diabetes mellitus.