AIP and Insulin resistance: Although the differences in lipid parameters (LDL-C, HDL-C, and derived indices such as AIP and LAP) were pronounced between groups, multiple regression and logistic analyses revealed that these associations are not independent but rather reflect overlapping metabolic pathways linking insulin resistance, adiposity, and lipid accumulation [45,46].