AP1AR and neoplasm: An additional pseudotime reconstruction demonstrated progressive activation of AP1AR along EMT-like trajectories, and the CellChat analysis revealed attenuated fibroblast-epithelial and immune-tumor signaling in AP1AR-low contexts, suggesting that adaptor regulation may influence both proliferation and intercellular communication.