Several studies have reported that preoperative indicators, such as serum albumin and CRP levels, as well as widely recognized tumor markers (CEA and CA 19-9) may also serve as prognostic indicators of biliary tract cancer outcomes [10–14]; however, the NLR and LMR scored over these factors in this study. The gene discussed is CRP; the disease is biliary tract neoplasm.