In addition, we put all twelve exposure variables that included age, gender, past medical history, and family history of cancer, multiple lesions, tumor location, and differentiation, lymphatic metastasis, hematogenous metastasis, and loss of weight, albumin and hemoglobin into one multivariate model, and applied stepwise selection. The gene discussed is ALB; the disease is neoplasm.