CRP predicts pneumonia better than the other biomarkers but adding CRP to the clinical model did not improve classification (− 4%); however, CRP helped guidance of the decision which patients should be given antibiotics. The gene discussed is CRP; the disease is susceptibility to pneumonia measurement.