Multivariate logistic regression analysis indicated that age, ISS stage, ECOG score, anemia, neutropenia, and albumin levels were risk factors for pulmonary infections during chemotherapy in MM patients (p < 0.05). This evidence concerns the gene ALB and Decreased total neutrophil count.