In univariate analysis, > 3 comorbidities, CRP ≥ 12 mg/L, anemia, low serum albumin, and stages III-IV-V vs. I-II of renal failure were significantly associated with ID (Supplementary Table S2). This evidence concerns the gene ALB and kidney failure.