CONCLUSION: GTF2I, ANGPTL4, and MMP14 are promising biomarkers for predicting AKI in ACS patients and could be integrated into clinical practice for early AKI detection, improving patient management and outcomes. This evidence concerns the gene ANGPTL4 and acute kidney injury.