Based on a multivariate Logistic regression analysis, NEUT#, UREA, ADA, and TyG were deemed as risk factors for accelerated aging in patients with T2DM and CHD, while CHE was identified as a protective factor. The gene discussed is ADA; the disease is type 2 diabetes mellitus.