The feature genes CASP1, CASP4, CASP8, SFN, and FAS in AKI patients showed varying drug associations, with CASP1 and FAS having numerous drug interactions, while CASP4, CASP8, and SFN were notably associated with specific drugs. Here, CASP4 is linked to acute kidney injury.