The alarmins S100A8/S100A9 are ranked among the top DEGs increased in progressive vs stable monocytes (Figs. 3a and 4d), as also shown by recent scRNA-seq COVID-19 studies39,40, and as observed in SARS-CoV infection41. Here, S100A8 is linked to COVID-19.