For prediction of symptomatic neurosyphilis progression, IL-2Rα emerged as the optimal standalone biomarker, achieving an AUROC of 0.843 (95% CI: 0.784-0.902) for discriminating asymptomatic from symptomatic disease. The gene discussed is IL2RA; the disease is neurosyphilis.