Subsequently, five novel hub genes (NFKB1, DYRK2, ATAD2, YAP1, and CHD3) were recognized and demonstrated the strong diagnostic accuracy of distinguishing DKD patients from healthy living donors. This evidence concerns the gene ATAD2 and diabetic kidney disease.