In particular, the low-density lipoprotein (LDL)/ApoB ratio shows a strong correlation with DN, estimated glomerular filtration rate (eGFR), and the urine albumin-to-creatinine ratio (UACR), with lower ratios indicating a higher risk of DN. Here, ALB is linked to liver dysplastic nodule.