IL-6, WBC, L, N, CRP, PCT, PT, DD, BS, AST, ALB, D-Bil, BNP, LDH, and CK-MB differed significantly between moderate and severe pneumonia sets both in training and validation sets (P < 0.05). The gene discussed is ALB; the disease is susceptibility to pneumonia measurement.