Higher SAF and malnutrition were both significant and independent predictors of increased mortality in subjects receiving dialysis. Several markers of malnutrition, such as serum albumin, handgrip strength, and energy, protein, and fat intake, were important determinants of higher mortality, and that SAF was significantly increased among those dialysis patients who died and were malnourished. The gene discussed is ALB; the disease is nutritional deficiency disease.