To address this question, we trained a reduced RBF-SVM model to predict the COVID-19 outcome using only the three most informative features, that is White Blood Cell Count (WBC), Lymphocyte Count (LYM), and Brain Natriuretic Peptide (BNP). This evidence concerns the gene NPPB and COVID-19.