ABCG2 and chronic kidney disease: For instance, in an MR study investigating the causal effect of elevated serum uric acid levels on chronic kidney disease (CKD) progression, SNPs related to genes such as SLC2A9 or ABC transporter genes could be used as IVs due to their established association with uric acid metabolism (p < 5 × 10−8) [45,46].