Chronic inflammation marked by elevated IL-6 disrupts systemic metabolism, activating other pro-inflammatory cytokines like TNF-α and IL-1, creating a feedback loop that intensifies inflammation and insulin resistance [11,12]. Here, TNF is linked to Insulin resistance.