Using machine learning methods to analyze the risk factors of CKD-MBD in patients with end-stage renal failure, we have found that elevated serum FGF23 levels in patients with ESRD is an independent risk factor for abdominal aortic calcification (Liu et al., 2021). Here, FGF23 is linked to stage 5 chronic kidney disease.