This work also demonstrates that the SNP in the ID3 gene at rs11574 may be an important modifier for risk of severe CAD as inclusion of the ID3 SNP genotype as an input feature enhances accuracy of the neural network model significantly. The gene discussed is ID3; the disease is coronary artery disorder.