First, patients with HFpEF had a higher prevalence of anemia and sarcopenia and significantly worsened BNP and renal function than age-, sex-, and BMI-matched control groups, and the coexistence of T2DM further significantly deteriorated these indices. The gene discussed is NPPB; the disease is sarcopenia.