As model biomarkers we chose three cytokines (interleukin-6, interleukin-8, tumor necrosis factor alpha), the bacterial infection marker C-reactive protein and the bacterial pathogen Streptococcus pneumoniae—all relevant factors in exacerbation episodes. This evidence concerns the gene TNF and bacterial infectious disease.