We then employed 2 machine learning algorithms, LASSO and Random Forest, to refine the selection of necroptosis genes associated with DCM, resulting in the identification of 5 hub genes: SLC25A5, CNAP1, IFNGR2, CAMK2A, and BIRC3. This evidence concerns the gene BIRC3 and familial dilated cardiomyopathy.