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. The gene discussed is NPPB; the disease is type 2 diabetes mellitus.