Mechanistically, anemia is directly involved with increased levels of IL-6 and reveals an inverse relationship between hemoglobin and IL-6 in frail patients, with elevated levels of IL-6 directly inhibiting erythropoietin or interfering with iron metabolism [46,49,50]. This evidence concerns the gene EPO and anemia (phenotype).