To address potential confounding, we conducted a four-model analysis adjusting for non-traditional risk factors, and the results consistently demonstrated that elevated PTH levels ≥166 ng/L and age ≥65 years were associated with an increased risk of IHD. The gene discussed is PTH; the disease is myocardial ischemia.