Second, our trajectory analysis shows that maintaining consistently low AIP levels is crucial for T2DM prevention, suggesting that regular AIP monitoring, especially in individuals with moderate to high levels—may enable earlier interventions. This evidence concerns the gene AIP and type 2 diabetes mellitus.