INS and type 2 diabetes mellitus: In this study, our aim was to evaluate the validity and robustness of five key variables (fasting serum insulin, fasting blood glucose, body mass index, age at diagnosis and HbA1c) in defining T2D subtypes while addressing key methodological gaps.