Observational studies carried out in pre-pubertal or early pubertal boys [17], nondiabetic adults [18], older (aged >65years) [19], and elderly individuals (aged >70 years) [20] have consistently shown that IGF-1 plasma levels associated with hemoglobin (Hb) concentration and anemia. The gene discussed is IGF1; the disease is anemia (phenotype).