Nevertheless, while the precise mechanisms remain unclear, our findings suggest that increased levels of IL-1RA may mediate the association between BMI and IL-6, potentially moderating the metabolic effects of IL-6 by reducing susceptibility to diabetes mellitus [59]. Here, IL6 is linked to diabetes mellitus.