A systematic analysis reveals that the pathogenicity of loss-of-function variants in MODY genes is gene-specific and dependent on nonsense-mediated decay status. Crucially, NMD-escape variants in the INS gene represent a novel, clinically distinct cause of MODY, improving diagnostic precision for monogenic diabetes.