Other commonly used predictors included total body water, calf circumference, phase angle, irisin, upper arm muscle circumference, C-reactive protein, blood phosphorus, severe malnutrition and serum creatinine, which were used twice (Fig. 2). This evidence concerns the gene FNDC5 and malnutrition.