Using the Fisher’s exact test and Pearson’s goodness-of-fit test, we performed haplotype frequencies analysis an logistic regression to show that the alleles of loci A, B, C, DRB1, DQB1 and DPB1 influenced the COVID-19 outcome. This evidence concerns the gene HLA-DPB1 and COVID-19.