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, VTCN1 is linked to renal cell carcinoma.