In our study, RGR showed strong prognostic value for in-hospital mortality, especially in patients with HFrEF, and may be particularly useful in clinical settings where NT-proBNP is unavailable or difficult to interpret due to comorbid conditions such as obesity or renal impairment. Here, NPPB is linked to Obesity.