Apoptosis plays a pivotal role in the pathophysiology of heart failure, where MAPK-mediated inflammation and mitochondrial apoptotic pathways (CytoC release and Caspase-3 activation) synergistically drive heart failure progression [28]. The gene discussed is CASP3; the disease is heart failure.