Therefore, although age may have contributed partially to lower albumin and higher malnutrition prevalence in the non-dialysis group, the persistence of significant inter-group differences after accounting for these factors in comparable studies suggests that dialysis-related mechanisms likely play a more direct role. The gene discussed is ALB; the disease is nutritional deficiency disease.