Our findings particularly corroborated findings from a recent publication by the Chronic Renal Insufficiency Cohort Study investigators23, indicating that elevated FGF23 is associated with prevalent anemia, change in hemoglobin over time, and the development of anemia. Here, FGF23 is linked to anemia (phenotype).