Additionally, during the interpretability analysis of the LR and RF models using LIME, we found that, in most cases examined individually, variables such as BRI, DAI, age, adiponectin, sdLDL-C, and HOMA-IR played a significant role in predicting MetS. Here, ADIPOQ is linked to metabolic syndrome.