TNF and COVID-19: Accordingly, single-cell RNA sequencing on bronchoalveolar lavage fluid immune cells from COVID-19 patients has shown the enrichment of macrophages and neutrophils with a strong pro-inflammatory signature on monocyte-derived macrophages, and the severity was associated with much higher levels of IL8, IL6, TNF, and IL1B (39).