For the replication analysis, we used the summary statistics of the depression GWAS of 307,354 23andMe participants of European descent from Hyde et al21 provided by 23andMe research team for the replication PWAS of depression. These participants are independent from the participants of the depression GWAS10 used in the discovery analysis. About 48% of the 23andme participants were female and 24.6% had depression.