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 LMR of CCA patients. The gene discussed is CEACAM5; the disease is cholangiocarcinoma.