In the joint analysis with all risk factors included in the same model (Fig. 5), BMI, smoking, baseline history of MI, low HDL cholesterol, triglycerides, nt-proBNP, and low vitamin D were associated with increased HF risk in both diabetic and non-diabetic individuals. The gene discussed is NPPB; the disease is hydrops fetalis.