None of the models proposed by us to differentiate between men with COVID-19 and men without COVID-19 found cytokines/chemokines as important features, while in women, SVM identified IP-10 and IL-6 as important features to discriminate between those with COVID-19 and those without. The gene discussed is IL6; the disease is COVID-19.