That is, thymic function correlated with eGFR as well as the serum concentration of PTH, ALP, and corrected calcium, which are factors related to secondary hyperparathyroidism, in addition to age and male sex, but not with the serum concentration of FGF23 or phosphorus, which are associated with phosphorus metabolism. This evidence concerns the gene PTH and secondary hyperparathyroidism.