In summary, our study indicates that ischemic stroke, hypothyroidism, hypertension, high cholesterol, hypoglycemia, HMGCR inhibitors, and β-blockers may elevate the risk of epilepsy, whereas high levels of 25(OH)D may decrease the risk. The gene discussed is HMGCR; the disease is Hypoglycemia.