Particularly, model 4 found that male, age >40 years, family history of gastric cancer, comorbidity of UDTBDs, anemia, and seropositivity of CEA and/or CA19-9 were independent risk factors for gastric cancer. Here, CEACAM5 is linked to anemia (phenotype).