While metabolic syndrome may influence BNP dynamics in T2D, we lacked the specific diagnostic criteria (e.g., waist circumference, blood pressure) to confirm its presence in our cohort and therefore did not analyze it directly. This evidence concerns the gene NPPB and metabolic syndrome.