Together, these results indicate that AP1AR overexpression not only drives intrinsic tumor proliferation but also promotes a communication-intensive TME, characterized by epithelial-fibroblast crosstalk and immune modulation, consistent with its enrichment in EMT and cytokine-response pathways observed in GSEA results. This evidence concerns the gene AP1AR and neoplasm.