TF and diabetic kidney disease: In the top 10 TFs of kidney, we found two TF markers (Table 3) including ID1, a transcriptional inhibitor that has been reported to drive dedifferentiation of kidney epithelial cells (56), and EGR1, an early growth response protein associated with diabetic kidney disease (57,58).