From the overall analysis of hub genes and expression analysis, overexpression of DYRK2 and CHD3 could be the potential diagnostic biomarkers for early stage DKD, while overexpression of NFKB1, ATAD2 and YAP1 could be the possible prognostic biomarkers for advanced stage DKD. This evidence concerns the gene ATAD2 and diabetic kidney disease.