These results confirm observations from the previous model (AIP), suggesting that in PreDM, the combined lipid index LAP does not better explain irisin variation than AIP, and that the relationship between irisin, dyslipidemia, and glycemic control is weak and statistically insignificant. Here, FNDC5 is linked to metabolic syndrome.