Here, we identified BCL11A in NA and HPSE2, HBE1 and HBG2 in both NA and WEA populations as new candidate genes for positive selection, which we hypothesize could probably protect against the most severe presentations of the β-globin diseases commonly found in the geographical areas where malaria is endemic. This evidence concerns the gene HPSE2 and malaria.