AVPR1B (rs33911258) and TCF7L2 (rs7903146), known for their roles in glycemic regulation and β-cell function, were associated with T2D, MARD, MOD, and SIRD, underscoring their broad involvement in metabolic phenotypes. Here, TCF7L2 is linked to type 2 diabetes mellitus.