While the low-density lipoprotein/albumin ratio did not exhibit a significant correlation in our study, it is essential to note that dyslipidemia, particularly elevated LDL levels, remains an important risk factor for the development and progression of diabetic nephropathy [24,25]. The gene discussed is ALB; the disease is diabetic kidney disease.