For the five outcomes of heart failure (HF), BMI, C-reactive protein (CRP) levels, HDL-cholesterol (HDL-C) and triacylglycerols, there was evidence for Co-localisation also protects at both GIP and GIPR. The gene discussed is GIPR; the disease is hydrops fetalis.