scRNA-seq analysis revealed 1,539 DEGs2 and identified natural killer (NK) cells as a major dysfunctional immune cell subpopulation in MDD, exhibiting a significantly increased proportion (CD3-CD56+ or CD3-CD16+, p < 0.05) in the MDD patients. This evidence concerns the gene NCAM1 and major depressive disorder.