Following the adjustment for confounders, including sex, age, cardiovascular disease, diabetes mellitus, medication status, and infection, both the SII and IL-31 metrics remained statistically significant in the model 2 and model 3. This evidence concerns the gene IL31 and diabetes mellitus.