Modules 1–5 were rich in cytokines (e.g., IL6, IL10), cytokine receptors (e.g., CCR2, CCR4), and immune cell markers (e.g., CD3D, CD3E), indicating that the DEGs primarily regulate the immune microenvironment rather than tumor malignancy traits like proliferation and invasion. Here, CCR4 is linked to neoplasm.