While we did not observe significant genetic regulatory effects for ACE2 and TMPRSS2, the effect of regulatory variants on the expression of some COVID-19-related genes can be as strong as the expression changes induced by SARS-CoV-2 infection, highlighting the possible important role of host genetics in COVID-19. This evidence concerns the gene TMPRSS2 and COVID-19.