Studies have demonstrated that incorporating GDF-15 improves the predictive accuracy of heart failure risk scores, provides better assessments of bleeding risk in atrial fibrillation, and offers additional prognostic insights in coronary and valvular diseases. The gene discussed is GDF15; the disease is atrial fibrillation.