In HF with reduced ejection fraction (HFrEF), NT-proBNP associated more strongly with muscle loss than adiposity, while in HF with preserved ejection fraction (HFpEF), EFT was linked to metabolic comorbidities and inflammatory markers. The gene discussed is NPPB; the disease is hydrops fetalis.