We observed significant indirect effects of relative sugar intake on RA overall and seronegative RA through MIP1b, with mediation proportions of 12.19% (p = 0.004) and 9.36% (p = 0.004), respectively. Here, CCL4 is linked to rheumatoid arthritis.