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. The gene discussed is THEM4; the disease is depressive disorder.