In naive cells, critical pathways such as MIF-CD74/CXCR4, MDK-SDC1, and HLA-E-CD8A were predominant, playing pivotal roles in immune modulation and tumor cell survival (Figures 4B–D). The gene discussed is HLA-E; the disease is neoplasm.