In joint modeling analysis, time-varying PTH, age ≥65 years, and diabetes mellitus (DM) were significantly associated with an increased risk of IHD, whereas ARB and statin use were associated with a reduced risk. This evidence concerns the gene PTH and diabetes mellitus.