High HHLA2 overexpression in cancer tissues has been linked to cancer development and malignant characteristics, whereas HHLA2 deficiency inhibits NSCLC cell proliferation, migration, and M2 macrophage polarization (12). The gene discussed is HHLA2; the disease is non-small cell lung carcinoma.