In this study, a comprehensive approach was employed, leveraging MR, bioinformatics methods, and various machine learning algorithms to pinpoint HADH as a potential biomarker for AP in patients with a BMI >30, with a focus on lipid metabolism. This evidence concerns the gene HADH and alkaline phosphatase measurement.