The most significant predictors of early RHF development were BNP, pre-surgery RHF, FAC < 20%, prior renal insufficiency, and total duration of ICU stay (HR: 1.002, 0.901, 0.858, 23.554, and 1.005), all according to adjusted HR (Table 3). This evidence concerns the gene NPPB and Renal insufficiency.