Together, these findings highlight ALDOA’s dual function in both tumor cells and immune cells, particularly tumor-associated macrophages, and its potential impact on macrophage-driven tumor biology, suggesting that ALDOA may contribute to macrophage-mediated immune suppression and tumor progression in LUSC. This evidence concerns the gene ALDOA and neoplasm.