For instance, pro-inflammatory cytokines like interleukin-6 (IL-6) and tumor necrosis factor-alpha (TNF-α) are elevated in obesity and have been associated with insulin resistance and beta-cell dysfunction [7]. Here, TNF is linked to Insulin resistance.