In this study, we found that age, sex, drinking history, WBC, lymphocyte count, RDW, albumin, CEA, and FOBT were independent predictors of LCC in patients, and successfully developed a web-based prediction model. Here, CEACAM5 is linked to leukoencephalopathy with calcifications and cysts.