TNF and Insulin resistance: Furthermore, elevated TyG levels are frequently linked to chronic inflammatory responses, characterized by increased concentrations of proinflammatory cytokines such as TNF-α and IL-6, which may further impede insulin receptor signaling and exacerbate insulin resistance (29, 30).