This study employed multivariable Mendelian randomization (MVMR) analysis to assess the independent causal effects of DM and its associated factors (HbA1c, fasting insulin, and BMI) on PE, given the complexity of the pathophysiological mechanisms involved in DM. The gene discussed is INS; the disease is diabetes mellitus.