Advanced age, a CCI greater than 2, delayed surgical intervention, hypoalbuminemia, and elevated NT-proBNP levels were all associated with increased mortality, a higher likelihood of ICU admission, and a longer hospital stay. Here, NPPB is linked to Hypoalbuminemia.