Previous studies have highlighted the causal effect of obesity on inflammation [21], and the effect directions are consistent with mediation of both the association with CRP and HDL-cholesterol by BMI. The gene discussed is CRP; the disease is obesity due to melanocortin 4 receptor deficiency.