Laboratory findings revealed a higher prevalence of renal dysfunction, lower hemoglobin levels, hyponatremia, and elevated NT-proBNP levels across biomarker categories, with a stepwise increase from category 1 (both biomarkers below the cut-offs) to category 4 (both elevated). Here, NPPB is linked to Hyponatremia.