CEA consistently showed strong performance, with Song et al. [39] reporting an AUC of 0.996 in colorectal cancer and similarly high values observed in ovarian cancer by Du et al. [20] and Liu et al. [6]. The gene discussed is CEACAM5; the disease is colorectal cancer.