To generate accurate AKI prediction models, several recommendations can be provided: using a large database collected in multicenter, applying consensus AKI criteria, and collecting variables frequently used in previous models (mechanical ventilation, age, gender, hypotension, liver failure, oliguria, sepsis/septic shock, low albumin, consciousness and low platelet count). This evidence concerns the gene ALB and liver failure.