This study conducted a comprehensive bioinformatics analysis, identifying six core genes (BCL7A, GPR18, GRB10, KLRG1, TDRD9, and THEM4) associated with depression and validating their diagnostic value in the context of the disorder. This evidence concerns the gene KLRG1 and major depressive disorder.