Shardlow et al analyzed a population of 1741 patients with stage 3 CKD for 5 years and recorded death in 18.4% of participants (34.9% from cardiovascular causes), and they also found that the presence of sHPT (high PTH values and vitamin D deficiency) was significantly associated with all causes of death [52]. This evidence concerns the gene PTH and vitamin D deficiency.