Of the different categorical variables tested, only c-reactive protein (CRP) (≥42.3 mg/dL), neutrophil count (≥10.2), and age (odds ratio = 1.185, p = 0.013 and 95%CI = 1.037–1.354) had significant diagnostic capability for bacterial disease prediction. The gene discussed is CRP; the disease is bacterial infectious disease.