INS and Hyperinsulinemia: Conversely, insulin, HbA1c, HOMA-IR, and AIP show very weak or absent correlations (light green to near-white cells), indicating that in prediabetes, irisin’s variation is not tightly linked to hyperinsulinemia, glycemic control, or plasma lipid atherogenicity.