In particular, PC1 reflected the known hyper-inflammatory phenotype of COVID-19 (with greatest contributions from IL-2, IL-6, IP-10, TNF-α, IL-10, IL-33 and IL-1β) which was independently associated with severe disease, requirement for invasive mechanical ventilation and mortality. The gene discussed is IL1B; the disease is COVID-19.