Among these, 11 genes—including BIRC3, BTG1, CCR7, HOXC13, IL7R, IRF1, MECOM, NFKB2, NFKBIA, NFKBIE, and WAS —emerged as key players in tumor progression and immune regulation. Here, BIRC3 is linked to neoplasm.