For example, a population-based cohort study demonstrated that in patients with diabetes or prediabetes using insulin or other antidiabetic medications, the TyG index exhibited a non-linear relationship with mortality, underscoring the importance of considering medication effects when interpreting these associations [9, 40, 48]. The gene discussed is INS; the disease is diabetes mellitus.