GSVA analysis revealed that the gene profiles of AD patients with depression were mainly enriched in the T-cell receptor signaling pathway, GnRH signaling pathway, Apelin signaling pathway, and the cGMP-PKG signaling pathway, etc (Figure 2D). Here, GNRH1 is linked to major depressive disorder.