A one-way logistic regression analysis was used to discover possible prognostic genes, resulting in the creation of a prognostic model containing three CKD-related differential genes (HSPA5, TSC22D3, and GABARAPL1). Here, GABARAPL1 is linked to chronic kidney disease.