Furthermore, the causal effects of various continuous exposure variables related to diabetes, including average blood glucose levels (with glycated hemoglobin (HbA1c) levels as the exposure variable), insulin signaling (with fasting insulin levels as the exposure variable), and the extent of obesity (with BMI as the exposure variable), on PE were assessed through MR analysis. This evidence concerns the gene INS and Obesity.