BACKGROUND : Cardiopulmonary exercise testing (CPET) is the gold standard for the integrated assessment of cardiovascular, respiratory, and metabolic responses during exercise. In patients with heart failure (HF), peak oxygen uptake (pVO₂) and the VE/VCO₂ slope are well-established prognostic markers. Beyond these, dynamic parameters such as the variation of…