A low carbohydrate diet significantly improved HbA1c and depression while significantly increasing bacteria that produce short-chain fatty acids, such as Ruminococcus, Roseburia, and Eubacterium, and increasing GLP-1 concentration. This evidence concerns the gene GCG and major depressive disorder.