This approach led to the identification of significant HLA-SNPs and to consistently different results than the previous approach; the association of some genes lost significance (HLA-A and all class II genes except -DRB5), whereas other genes became significantly associated with COVID-19, namely HLA-F, -DQA1, and -DRB5. This evidence concerns the gene HLA-DQA1 and COVID-19.