A pooled analysis of 21,479 HFpEF/HFmrEF patients reveals that waist-to-height ratio is a superior, linear predictor of mortality and heart failure events compared to BMI. Even in non-obese BMI categories, nearly 90% of patients exhibit excess abdominal adiposity, necessitating a shift in clinical assessment.