However, in our study we did not find strong evidence for a plausible predictive role of inflammatory and fibrotic biomarkers, such as sST2, IL-6, TNF-alpha, hs-CRP, for AKI, whereas significantly elevated levels of NT-proBNP were associated with AKI, but decreasing levels were not. Here, TNF is linked to acute kidney injury.