APP and neoplasm: Trajectory analysis uncovered a specific lineage (Lineage 4) driving the normal-to-malignant transition, while cell communication analysis highlighted interactions between malignant cells and tumor-associated macrophages (TAMs) mediated by MIF and APP signaling pathways.