Gallic acid inhibits OC growth and metastasis by suppressing PI3K-AKT signaling, enhancing macrophage cytotoxicity, and promoting M1 polarization in the ID8 tumor microenvironment. The gene discussed is AKT1; the disease is neoplasm.