In an algorithm combining young age, positive TST results, and elevated CFPS TNF-α, IFN-γ, and IL-10 responses, the estimate of PPV for incident TB disease in our study was 25%, which was high compared with PPV for all exposed contacts (1.5%), contacts with a positive TST (3%), or young age alone (1%). The gene discussed is TNF; the disease is tuberculosis.