PTH and chronic kidney disease: In model 3, after introducing all potential mediators (PTH, β-CTX, T-P1NP, and OC) that were correlated with PI value in partial correlation analysis as well as the mediators’ interactions with CKD stages, we found that the association between CKD stages and PI were no longer significant.