We isolated six genes using Lasso and random forest (RF) methods—DUSP1, GADD45B, IFI44L, IFI30, ATF3, and LYZ—which are critical in differentiating CKD from non-CKD tissues. The gene discussed is LYZ; the disease is chronic kidney disease.