Downregulation of synaptic genes like Syn1, Rab3a, Camk2a, Nrxn2 have been strongly associated with major depression (Duman and Aghajanian, 2012; Kang et al., 2012; Duman et al., 2016). Here, RAB3A is linked to major depressive disorder.