In contrast, the genetic correlations between MetS and CRP, MetS and sleep apnoea, and MetS and cholelithiasis were driven solely by horizontal pleiotropy (Fig. 4, Supplementary Table 10), indicating no causal relationship exists between these pairs. The gene discussed is CRP; the disease is metabolic syndrome.