In order to obtain multiple regression models, the relationship between overhydration and mortality was studied after controlling for variables that had a p value <0.20 (age, BMI, Charlson Index, hypertension, diabetes, arrhythmias, coronary disease, congestive heart failure, cerebrovascular disease, peripheral vascular disease, DBP, iron therapy and EPO resistance). This evidence concerns the gene EPO and peripheral vascular disease.