Based on their average logistic regression coefficients, the five most important genes for bacterial classification were CEPT (+), RPGRIP1 (-), FCER1A (-), IFI27 (-), and PDE9A (-), where plus indicates upregulation and minus indicates downregulation for bacterial infection. The gene discussed is IFI27; the disease is bacterial infectious disease.