CASP8 and type 2 diabetes mellitus: Three key genes-BCAT2, CASP8, and EPHX2-were screened through machine learning algorithms, and the constructed T2DM diagnostic models all exhibited area under the curve (AUC) values greater than 0.7, indicating satisfactory discriminative performance.