Here, the authors identify IRF1-PGC1α axis-mediated myocardial energy metabolism remodeling as a contributor to CRS4 pathogenesis, thus providing potential new targets for reducing cardiovascular events in CKD patients. Here, IRF1 is linked to chronic kidney disease.