In summary, we identified a renal FA-related gene signature made of CPT2, ACSL4, ACSL5, and ACSM5, which is systematically associated with IRI, with transition to chronic injury, and with established CKD in mouse models and KTRs. Here, ACSL5 is linked to chronic kidney disease.