We used MAGMA v1.08 implemented in FUMA v1.3.6a23 to perform gene-based association analysis using the full summary statistics from the GWAS meta-analysis. Genome-wide significance was assessed through Bonferroni correction for the number of genes tested (P = 0.05/18381 = 2.72 × 10−6).