None of identified significant SNPs (in the intron of AJAP1 and the intron of FIG4) and none of the missense variants with a potential causal function on a severe outcome of COVID-19 (in the exon of PM20D1 and the exon of LRP4), found in our study, have been previously associated with COVID-19. Here, PM20D1 is linked to COVID-19.