Therefore, understanding the relationship between CEACAM1 and tumor immune cell infiltration is of great importance, and CEACAM1 may become an attractive target for immunotherapy in renal cell carcinoma. Here, CEACAM1 is linked to hereditary clear cell renal cell carcinoma.