Specifically, the frequency of HLA-DRB1*01 was significantly increased in COVID-19 patients (p = 0.002, OR = 2.693, CI = 1.426–5.087) and the significance was maintained after applying Bonferroni correction (pc = 0.03). This evidence concerns the gene HLA-DRB1 and COVID-19.