We found three genes, namely BATF, ISG15 and DNMT1, which can distinguish viral from bacterial infections in a wide range of cohorts including different pathogens, ages and populations, and with potential to become clinical biomarkers for infectious diseases in a clinical setting. The gene discussed is ISG15; the disease is bacterial infectious disease.