The observed association appears to be mediated through metabolic-inflammatory cascade reactions: insulin resistance leads to adipose tissue dysfunction, resulting in increased secretion of pro-inflammatory factors (TNF-α, IL-6, etc.), which not only exacerbates the inflammatory state of arthritis but also promotes atherosclerosis development [16, 17]. The gene discussed is IL6; the disease is atherosclerosis.