This suggests that the role of almond-based LCD in improving depression in type 2 diabetic patients may be related to its stimulation of the growth of SCFA-producing bacteria, increased SCFA production and activation of the free fatty acid 2 (FFA2) receptor (known as GPR43), and further maintenance of GLP-1 secretion. The gene discussed is GCG; the disease is major depressive disorder.