Logistic regression analysis using dichotomized variables at the cutoff values showed that the odds ratios for the diagnosis of bacterial pneumonia were 10.4 for sputum volume score and 19.8 for AAT/IL-10 ratio (Table 6). The gene discussed is SERPINA1; the disease is bacterial pneumonia.