GDF15 and acute kidney injury: Thirdly, newer CI-AKI biomarkers, such as GDF-15 (12, 13), cystatin C (22), and neutrophil gelatinase-associated lipocalin (NGAL) (23) were not included in the model because they are not generally detected at an early stage of the disease.