We identified just two genes that met all three criteria described above (Fig. 5d): KLHDC8B and TMEM161B-AS1, with increased expression in depression, regulated respectively by two GWAS-confirmed risk alleles, rs7617480 and rs3099439. This evidence concerns the gene TMEM161B and depressive disorder.