A total of seven pleiotropic genes were implicated in MDD and at least three types of CVD, including SLC39A8, MAML3, FADS2, ZFHX3, PLCG1, ZHX3, and ADI1P1 (Figure 1D). This evidence concerns the gene ZHX3 and major depressive disorder.