Only the work by Prélot et al. (23) predicts clinical variables (including fasting glucose, fasting insulin, and HbA1c) rather than predicting T2D status, but the set of metabolites used are mostly considered to be clinical variables in our study. Here, INS is linked to type 2 diabetes mellitus.