The five SNPs that improved CKD risk detection were rs1126616, rs35068180, rs1800247, rs4236, and rs2248359 that were located at the SPP1, MMP3, BGLAP, MGP, and CYP24A1 genes, respectively. Here, SPP1 is linked to chronic kidney disease.