Furthermore, when an optimized prediction tool was recently developed using machine-learning techniques, both parathyroid hormone (PTH) and calcidiol were found to be among the seven variables identified as having the best predictive value for 2-year all-cause mortality in patients with CKD G4-G5 [41]. This evidence concerns the gene PTH and chronic kidney disease.