MR’s unique ability to reduce confounding and reverse causation offers a robust alternative to conventional observational studies.[13] Furthermore, by incorporating reverse MR analysis and examining additional risk factors such as smoking and diabetes, we conduct a comprehensive Multivariable MR analysis and mediation effect analysis to ensure a thorough investigation of the direct and indirect effects of exogenous insulin on OA. Here, INS is linked to diabetes mellitus.