IGHG4 and neoplasm: We then analyzed and marked the top 20 DEG genes in tumor core regions and found that IGHG1, IGHG3, IGHG4, IGKC, and IGLC2 (effector markers for humoral immunity) were notably downregulated in core regions, possibly indicating an immunosuppressive microenvironment (ISME).