Higher preoperative serum levels of PD‐L1 and B7‐H4 are associated with invasive and metastatic potential and predictable for poor response to VEGF‐targeted therapy and unfavorable prognosis of renal cell carcinoma. Here, CD274 is linked to hereditary clear cell renal cell carcinoma.