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. This evidence concerns the gene MCEMP1 and COVID-19.