We found a linear relationship between early renal dysfunction and LDL-C, Apolipoprotein B, and Apolipoprotein B/A1 ratio, which was in all cases negative and small (r = −0.27, −0.23 and −0.16, respectively). This evidence concerns the gene APOB and Abnormal renal physiology.