GDF15 and acute kidney injury: Consequently, as we have shown that there is such an association (i.e., that preoperative GDF-15 is an independent marker of morbidity and mortality in this cohort of patients [10]) it cannot be ruled out completely that the described association between preoperative GDF-15 and AKI is epiphenomenal.