A systemic literature search was conducted in three digital repositories—Embase, PubMed, and the Cochrane Library—to obtain studies linking CEA with clinical results in cancer patients receiving ICIs from the year of inception of each database until 20 August 2024. This evidence concerns the gene CEACAM5 and cancer.