Multinomial logistic regression analysis, visualized with a forest plot, confirmed SIRT2’s independent association with diabetic nephropathy, adjusting for factors like age, sex, BMI, glycemic indices, lipid profile, blood pressure, and renal function. Here, SIRT2 is linked to diabetic kidney disease.