Additionally, we conducted GO/KEGG enrichment analysis and immune cell correlation analysis for these critical genes—uncovering the unique presence of naive CD4+ T cells in AD and emphasizing immune processes in AD progression—and validated the genes’ expression and diagnostic value via qRT-PCR and nomogram construction. The gene discussed is CD4; the disease is Alzheimer disease.