Interestingly, in our present study, the HLA-DRB1*03:01 allele was found to be associated with the severe course of COVID-19, and this allele was four times more common in patients with severe COVID-19 than in those with a mild course of infection. This evidence concerns the gene HLA-DRB1 and COVID-19.