Antitumor-related immune cells, including M1 macrophages, CD8+T cells, and memory CD4 T cells, demonstrated a negative association with the HYP.SIG score in nearly all cancers, whereas tumor-promoting immune cells, such as M2 macrophages, showed a positive association (Fig. 4F). Here, CD4 is linked to neoplasm.