Comparing the in vitro macrophage, human RA and mouse CIA studies, we identified the following consistent upstream regulators: LPS, IFNG, TNF and NFκB were upregulated, while Irgm1 and SIRT1 were inhibited across the studies. Here, SIRT1 is linked to rheumatoid arthritis.