Importantly, the observed association between increased GDF-15 concentrations and a higher risk of dying from all causes was independent not only of well-known potential confounders like traditional CVD risk factors or markers of renal dysfunction. The gene discussed is GDF15; the disease is Abnormal renal physiology.