Furthermore, Farag et al. reported that GDF-15 levels were significantly higher in chronic kidney disease patients compared to healthy controls, supporting the association between GDF-15 elevation and renal dysfunction across diverse etiologies [24]. The gene discussed is GDF15; the disease is Abnormal renal physiology.