Further refinement using machine learning methods revealed the cross-talk genes CYP1B1, SERPING1, and CHPT1, which are closely related to the inflammatory response in TB-T2DM comorbidity. The gene discussed is CHPT1; the disease is type 2 diabetes mellitus.