We used the program, VEGAS (Liu et al. 2010) to perform gene-based tests for association on the results from the meta-analysis of COGA and SAGE. This program annotates SNPs to corresponding genes, produces a gene-based test statistic, and then uses simulation to calculate an empirical gene-based p-value.