NPPB and Hyponatremia: This association likely reflects more advanced HF rather than a direct harmful effect of aggressive diuretic therapy, as patients in Group 2 had significantly higher NT-proBNP levels and more frequent hyponatremia, and there was no significant negative impact on renal function.