We employed ROC curve analysis to thoroughly assess the potential of IL-1β, IL-6, IL-8, IL-10, IL-12, and TNF-α as predictive biomarkers for identifying fatal cases of kala-azar. The gene discussed is TNF; the disease is visceral leishmaniasis.