The variables demonstrating significance in univariate analysis were further analysed in a multivariate context, revealing that tumour location, T stage, differentiation, TNM stage, and combined CEA are independent factors in CRC, which aligns with findings from our previous study to some extent (8) and other studies (10, 11). Here, CEACAM5 is linked to neoplasm.