The study identified three key immune-related biomarkers—CETP (cholesteryl ester transfer protein), TYROBP (TYRO protein tyrosine kinase binding protein), and SECTM1 (secreted and transmembrane protein 1)—which were used to construct an early alert model for DM–TB. The gene discussed is TYROBP; the disease is diabetes mellitus.