Comparative analysis of the importance of each variable unveiled that age, C-reactive protein, heart diseases and the three SNPs (rs10490770, rs10774671 and rs77534576) were relevant in all models, except for SVM and KNN, although with varying importance. The gene discussed is CRP; the disease is heart disorder.