Three additional genes observed to be altered in a Tgf-β1 Tg mouse model of CKD, were also in the top modified genes in the Col4a3−/− kidneys, including Timp1, Lcn2 and Cxcl1 [73]. Here, COL4A3 is linked to chronic kidney disease.