We performed an eQTL study in human postmortem brains to investigate potential mechanisms underlying the female-specific decrease in GABA-related gene expression in MDD, and found multiple SNPs on the X-chromosome significantly associated with SST, GAD67, and/or GAD65 expression differences. This evidence concerns the gene GAD2 and major depressive disorder.