Notably, malnutrition, cancer-associated anemia, and hematologic malignancies—conditions prevalent yet understudied in community-based cohorts of the oldest-old—likely exacerbate mortality risk through mechanisms such as bone marrow suppression, clonal hematopoiesis, or cytokine-driven erythropoietin resistance. The gene discussed is EPO; the disease is anemia (phenotype).