Genes in both cytokine-cytokine receptor interaction and chemokine signaling pathways showed significantly high expressions in the early phase of SARS-CoV-2 infection (Fig. 2H), suggesting that these two pathways could play critical roles in the initiation of COVID-19. This evidence concerns the gene IL18R1 and COVID-19.