Our findings that higher FAR correlated with lower hemoglobin, higher BNP, and reduced eGFR suggest that this ratio may also encapsulate broader systemic dysfunctions, such as anemia, heart failure, and renal impairment, all of which are prevalent in the elderly and contribute to a poorer prognosis. The gene discussed is NPPB; the disease is anemia (phenotype).