The multivariable analysis showed a significantly higher risk of malnutrition in patients with stage 3 disease according to the ISS classification (OR = 3.39) and lower albumin levels (OR = 4.56; p = 0.0125) (Table 2; Figure 1A and Figure 2). This evidence concerns the gene ALB and nutritional deficiency disease.