The present study aimed to examine the associations rather than causal relationships among hemoglobin, hepcidin, ERFE, and EPO levels in patients with different stages of CKD and healthy controls, adjusting for age and sex, and to determine whether ERFE independently associates with hemoglobin levels after accounting for renal function and iron indices. Here, EPO is linked to chronic kidney disease.