• Four circulating inflammatory proteins were causally associated with rheumatoid arthritis risk: one risk factor and three protective factors.
• Forty-six immune cell phenotypes showed causal associations with rheumatoid arthritis, with 20 as risk factors and 26 as protective factors.
• CD19 on IgD- CD38br partially mediated the causal effect of interleukin-18 on rheumatoid arthritis, with a mediation proportion of 5.7%.
• Reverse Mendelian randomization found no reverse causation from rheumatoid arthritis to the identified inflammatory proteins.
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