The associations between GDF-15 and the biomarker-based ABC-AF-bleeding and ABC-AF-death risk scores including GDF-15 and the outcomes major bleeding and death, in patients with AF on anticoagulation, are consistent across geographic regions. The gene discussed is GDF15; the disease is atrial fibrillation.