Research investigating the longitudinal associations between GDF-15, hepcidin, and hemoglobin levels in older adults or exploring the therapeutic implications of targeting these pathways in the management of anemia and age-related diseases is needed in the future. The gene discussed is HAMP; the disease is anemia (phenotype).