Our analysis additionally identified NT-proBNP, albumin, troponin I, and hemoglobin levels as important prognostic factors, reinforcing the necessity of comprehensive clinical management addressing volume status, cardiac function, anemia and nutritional status. Here, NPPB is linked to anemia (phenotype).