In addition to overrepresentation of genes associated with IFN signalling (Fig. 4), GSEA identified enrichment for gene sets involved in TNF and IL6 signalling, complement signalling, apoptosis, and coagulation pathways in COVID19 + ICU patients (Fig. 4). This evidence concerns the gene TNF and COVID-19.