While we found a correlation to all-cause mortality, it is worth noting that the incidence of cardiovascular disease was higher in the groups with elevated PTH levels and highest in the group with elevated levels of PTH and high levels of IGFBP-1 (60%). The gene discussed is IGFBP1; the disease is cardiovascular disorder.