LASSO, SVM-RFE, and RF analyses revealed that, from a set of 210 DEGs in SAT, AIM2 and FHOD3 were key predictive biomarkers for T2D in elderly individuals. The gene discussed is FHOD3; the disease is type 2 diabetes mellitus.