Our analyses lead to three significant loci predisposing risk to severe COVID-19, including an intronic variant in FOXP4-AS1, a frameshift insertion in ABO, and a Chinese-specific rare intronic variant in MEF2B. This evidence concerns the gene ABO and COVID-19.