Biological mechanisms underpinning the connection between depression and T2DM include neurotransmitter dysregulation, chronic stress affecting the Hypothalamic-Pituitary-Adrenal (HPA) axis, and reductions in Brain-Derived Neurotrophic Factor (BDNF), all contributing to mood disorders (14–16). This evidence concerns the gene BDNF and mood disorder.