In the discovery cohort, the AUCs of FPR, AFR, CEA, and CA19-9 were 0.818, 0.767, 0.711, and 0.577 for the differential diagnosis of early-stage CRC and colorectal adenomas polyps, respectively (Table 2). The gene discussed is CEACAM5; the disease is colorectal carcinoma.