In the SAT of elderly individuals, AIM2 and FHOD3 were identified as key biomarker genes for T2DM through transcriptomic analysis and machine learning approaches, including LASSO regression, SVM-RFE, and RF. Here, FHOD3 is linked to type 2 diabetes mellitus.