In CKD, anemia primarily result from a relative deficiency of EPO, with additional factors such as uremic toxins, chronic inflammation, impaired iron metabolism, and shortened erythrocyte lifespan contributing to its complexity [5, 8, 9]. The gene discussed is EPO; the disease is anemia (phenotype).