GNRH1 and COVID-19: This PRS was enriched for SNPs in both the ‘GNRH signaling’ and ‘vascular smooth muscle cell contraction’ gene sets, highlighting a possible shared aetiology of Alzheimer’s disease and severe COVID-19 through the PRS’s effect on these biological pathways.