Finally, starting from DCM-related panel genes, our specialized tree identified two gold putative genes associated with DCM disease, which guided the ML process: MYH6, which was classified as DCM-related genes and MT-RNR1, a mitochondrial-derived peptide MOTS-c, which regulates metabolic homeostasis. The gene discussed is MYH6; the disease is familial dilated cardiomyopathy.