Random forest analysis showed that patient age, preoperative creatinine and preoperative plasma GDF-15 were the three most important variables associated with the development of CSA-AKI (Additional file 2: Figure S1). This evidence concerns the gene GDF15 and chromosome-type aberration frequency.