Based on our systematic review and temporal characterisation of gene expression profiles, we ascertained that the induction of MCEMP1 and the downregulation of HLA-DRA gene expression was most reliable for early prediction of severe COVID-19. Here, HLA-DRA is linked to COVID-19.