Applying the HVP model to data from the UKB, we found that horizontal pleiotropy significantly contributes to the genetic correlations between MetS and traits such as type 2 diabetes, C-reactive protein, sleep apnoea, and cholelithiasis. This evidence concerns the gene CRP and cholelithiasis.