In addition to the lack of causal relationship found between BMI and adiponectin, our two-sample MR analysis revealed a significant causal relationship between overall obesity and the primary mechanisms of obesity-induced cancer, which include insulin resistance, adipokines, and chronic inflammation. Here, ADIPOQ is linked to Insulin resistance.