We further investigated the association between PSMB9 expression and tumor stage by integrating TCGA pan-cancer data (Figure 1E), with results revealing significant stage-dependent differences in PSMB9 expression across multiple malignancies, exhibiting cancer-specific regulatory directions. Here, PSMB9 is linked to neoplasm.