Our data demonstrate elevated activity of the inflammatory cytokines IL-1β and IL-6 in COVID-19 in blood and tissues and demonstrate the utility of cytokine transcriptional response modules in providing a dynamic readout of the activity of these pathways in vivo. Here, IL6 is linked to COVID-19.