Therefore, we set out to perform an exploratory epidemiological analysis, through an ecological approach aiming to investigate whether known differences existing in HLA-A, B, and C allele distribution among the Italian population could be correlated to COVID-19 incidence and spread throughout the peninsula. Here, HLA-A is linked to COVID-19.