The specific logistic regression model is as follows: logit (infection) ═ 4.6776 + 1.9990* History_of_Diabetes + 1.1949* Chemotherapy_types − 0.4493* WBC − 0.1637* albumin. The gene discussed is ALB; the disease is diabetes mellitus.