When the patients were stratified as cohorts with respect to the different bladder tumor pathologies, combined genotypes of APOA1 −75 and GA + AA (75.0%) were associated with high grade bladder tumors, conferring a three-fold increased risk (p = 0.04). The gene discussed is APOA1; the disease is urinary bladder neoplasm.