The findings highlighted significant associations between mood disorders and specific alleles, notably TIMELESS rs4630333 and CSNK1E rs135745, in relation to major depressive disorder and bipolar disorder, as well as a notable association with a CLOCK gene haplotype. Here, CLOCK is linked to major depressive disorder.