PKD2 and polycystic kidney disease: On the genetic front, hundreds of gene variants can cause or drive the progression of CKD, such as variations in the PKD1 and PKD2 genes in patients with polycystic kidney disease, and COL4A5 gene variants in those with Alport syndrome [18].