COL4A5 and kidney disorder: This set also includes genes associated with human phenotypes related to kidney and renal diseases (supplementary table S6, Supplementary Material online); for example, mutations in the gene Col4a5, which is downregulated in desert species, have been associated with Alport syndrome, a disease characterized by kidney inflammation (Köhler et al. 2019).