NPPB and acute kidney injury: Furthermore, by adding of pre-operative NT-proBNP to the GS-AKI risk index or the SPARK index, the significant increase of AUC (P < 0.001), the continuous NRI and the IDI indices demonstrated the moderately upgrade of AKI prediction (Table 4).