Because of this, biomarkers as H-RAS, C-RAF, MAPK1, MAPK2 and ERK were quantified in PBMCs in order to clarify their capacity in predicting SARS-CoV-2 positivity and some COVID-19 clinical features. The gene discussed is RAF1; the disease is COVID-19.