By comparing healthy donors, patients with mild or severe COVID-19, and patients with severe influenza, they observed that all PBMC cell types of COVID-19 displayed hyper-inflammatory signatures, marked by a TNF/IL-1β-mediated inflammatory response, as compared to severe influenza. This evidence concerns the gene TNF and influenza.