Therefore, we further demonstrated the association of MTHFR 677 polymorphism with IHD risks using machine learning meta-predictive analytics, including GIS maps, to present the heterogeneity of polymorphisms worldwide. The gene discussed is MTHFR; the disease is myocardial ischemia.