A study harnessing scRNAseq analyses to investigate immune states in COVID-19 and other inflammatory diseases found that a TNF driven macrophage state was observed in in severe COVD-19 and inflamed rheumatoid arthritis synovium when compared to non-inflamed rheumatoid arthritis and non-inflammatory osteoarthritis. This evidence concerns the gene TNF and rheumatoid arthritis.