Among the most valuable predictors included in the best neural networks was past/present medical history of coronary artery disease or chronic heart failure, stage 3–5 chronic kidney disease, blood urea nitrogen, and C-reactive protein. This evidence concerns the gene CRP and chronic kidney disease.