In addition to the GWAS, we performed several gene-based analyses. KDM4A was implicated by both MAGMA (FDR 5%) and H-MAGMA (Supplementary Tables 6 and 7). PTPRF was implicated by H-MAGMA (Supplementary Table 7). None of these analyses identified LRRIQ3. H-MAGMA analysis also identified ARTN (previously showing a nominal association with tea consumption in UKB; Supplementary Table 7). S-MultiXcan did not identify any significant genes (Supplementary Table 8).