Accordingly, we further verified the hub genes (NFKB1, DYRK2, ATAD2, YAP1 and CHD3) in GSE142025 dataset, and discovered the highest expression of all the five hub genes in advanced stage DKD samples. This evidence concerns the gene DYRK2 and diabetic kidney disease.