GJA1 and major depressive disorder: Moreover, in the CSDS model, the expression of Cx43 and its co-localization with IDH3α in the PrL were significantly diminished (Fig. 5N and O), suggesting that the reduced interaction between Cx43 and IDH3α might contribute to the pathogenesis of depression.