The best predictive models for mortality comprised IFNB1 or age, viral ORF7a and ACE2 receptor transcripts, whereas comparison with pre-vaccine fatal COVID-19 signatures uncovered a unique IRF3 low/IRF7 high immune signature in post-vaccine fatal COVID-19 outbreaks. This evidence concerns the gene IRF3 and COVID-19.