Furthermore, genes that have been implicated in chronic kidney disease (CKD), such as Slc6a6 were up-regulated in ECs, and Umod, Cacna1d, Ddx1 were specifically up-regulated in PTs (Fig. 4h). This evidence concerns the gene UMOD and chronic kidney disease.