Methods: Current data were analyzed to explore the mechanisms between RA and CVD, focusing on systemic inflammation, pro-inflammatory cytokine patways (IL-1, IL-6, TNF, and JAK-STAT), and their interactions with traditional cardiovascular risk factors. Here, IL1B is linked to rheumatoid arthritis.