In addition, a higher serum phosphate level along with dysregulated IRF1–PGC1α axis and energy metabolism remodeling were observed in adenine-induced CKD mice (Supplementary Fig. 11A–K), further confirming the role of hyperphosphatemia in CKD-associated HF and involved mechanism. Here, IRF1 is linked to hyperphosphatemia.