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]. Here, CEACAM5 is linked to ovarian carcinoma.