Factor 1, representing a pro-inflammatory cytokine response (primarily TNF-α and IL-8), was positively associated with changes in HOMA-IR (r = 0.38; p = 0.02), indicating that higher levels of inflammation were linked to increased insulin resistance. This evidence concerns the gene TNF and Insulin resistance.