We further employed the chi‐square test to analyze the correlation between LMR and clinical characteristics, and the results showed that the level of CA199 and CEA, TNM stage, and tumor number as statistically significant factors related to the preoperative LMR of cholangiocarcinoma patients (Table 1). Here, CEACAM5 is linked to cholangiocarcinoma.