The main objective of the present study is to elucidate effects of naturally occurring variants within ACE1, ACE2, TMPRSS2, IFITM3 and VDR genes on clinical severity of COVID-19 and/or the outcome of SARS-CoV-2 infection. This evidence concerns the gene TMPRSS2 and COVID-19.