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 Sleep apnea.