A potential explanation for the observed positive correlation between the ApoB/ApoA-I ratio and insulin resistance may be their shared association with an inflammatory state [29]. The study has its own limitation: the study population included only individuals with prediabetes, who do not adequately represent the general population with impaired glucose metabolism. Here, APOA1 is linked to metabolic process.