Previous studies suggested that HIF-1, a major factor elevated in hypoxia zone and PD-L1, could directly regulate the differentiation of tumor-associated macrophages (TAMs) and convert them into polarized M2 type, which often played an immunosuppressive role in TME and led to drug resistance of immunotherapy [27–29]. The gene discussed is CD274; the disease is neoplasm.