The analysis reveals that horizontal pleiotropy drives genetic correlations between MetS and traits such as type 2 diabetes, C-reactive protein (CRP), sleep apnea, and cholelithiasis, while vertical pleiotropy links body mass index (BMI) with MetS and MetS with cardiovascular diseases. This evidence concerns the gene CRP and cholelithiasis.