ADIPOQ and Insulin resistance: In this sense, the positive association between the incremental-GIP and the leptin/HMW-adiponectin ratio, a marker of insulin resistance and adipocyte dysfunction, also reinforces the hypothesis that elevated GIP may impair adiponectin-mediated pathways, potentially contributing to insulin resistance and metabolic dysfunction (30).