Based on the current data available, GDF-15 appears to more likely be an integrative stress biomarker, capturing the influence of inflammation, metabolic dysregulation, endothelial dysfunction, and renal dysfunction. The gene discussed is GDF15; the disease is Abnormal renal physiology.