Our study showed that CA199 was positively correlated with the NLR, PLR, and CRP but negatively correlated with the LMR and AAPR in CCA patients, so CA19-9 was correlated with markers of the systemic inflammatory response. Here, CRP is linked to cholangiocarcinoma.