In our study, pyruvate metabolism and the PI3K/AKT signaling pathway were chosen for detailed analysis due to their critical roles in energy metabolism and cellular survival mechanisms, respectively, in the context of heart failure [34, 35]. Here, AKT1 is linked to heart failure.