In “case-mix + laboratory”-adjusted logistic regression analyses, we observed that female sex, diabetes, presence of an arteriovenous fistula/graft, and lower serum albumin, IL-6, and adiponectin levels were significantly associated with the highest tertile of leptin (Table 2). This evidence concerns the gene ALB and diabetes mellitus.