Moreover, predicted renal expressions of these genes show directionally consistent associations with diseases arising from increased/decreased changes of these phenotypes in blood, e.g., increased predicted kidney expression of SLC22A12 and SLC2A9 was associated with increased odds of gout in UK Biobank (Fig. 2H and Supplementary Data 5). Here, SLC22A12 is linked to gout.