AKT1 and endothelial dysfunction: Mechanically, IR-related markers could increase endothelial dysfunction by activating NF-κB or PI3K/Akt signaling pathways, increasing reactive oxygen species (ROS) production, and secreting proinflammatory cytokines (TNF-α, IL-6, IL-1β), to further improve cardiovascular disease risk.