These feature genes, including CASP8, CASP4, SFN, FAS, and CASP1, were found to be associated with AKI and displayed strong correlations with immune cell infiltration, suggesting their potential as diagnostic biomarkers. This evidence concerns the gene CASP4 and acute kidney injury.