discovered through machine learning that the levels of inflammatory markers such as IL-2, IL-4, IL-6, IL-10, TNF-α and IFN-γ were significantly elevated in HIV-positive patients with tuberculosis. The gene discussed is TNF; the disease is tuberculosis.