Interestingly, five TWAS significant genes (TMEM161B-AS1, GMPPB, STAU1, NDUFA2 and GPX1) were significantly upregulated in brains of depression cases compared with controls in GSE102556 dataset (Supplementary Table 3). Here, GPX1 is linked to major depressive disorder.