Since the T2D condition was found to be correlated with changes in the gut composition in CRC patients, we adjusted for the presence of T2D along with age, sex, BMI, and hypertension when conducting the differential abundance analysis of the gut microbiota for the level of CEA and the tumor size using DESeq2. Here, CEACAM5 is linked to type 2 diabetes mellitus.