Objective:To analyze the clinical application of different diagnostic methods for heart failure with preserved ejection fraction (HFpEF) in maintenance hemodialysis (MHD) patients.Methods:It was a single-center retrospective cohort study. Uremia patients who underwent hemodialysis at Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine from July 2020 to June 2021 were enrolled. The demographic characteristics, laboratory indicators, and echocardiography parameters were collected. The 2016 European Society of Cardiology (ESC) criteria, H 2FPEF score [composite score based on weighted scores of heavy (H), hypertensive (H), atrial fibrillation (F), pulmonary hypertension (P), elder (E), and filling pressure (F)], and Heart Failure Association (HFA) -PEFF score [including pre-test assessment (P), echocardiography and natriuretic peptide score (E), functional testing (F) and final aetiology (F)] were used to diagnose HFpEF, respectively, and the difference of three diagnostic methods was compared. The association between HFpEF diagnosed by the three methods and poor outcomes (all-cause death, cardiovascular death) was analyzed. Results:A total of 160 MHD patients were included, whose age was (58.5±13.4) years, median dialysis age was 5.0 (2.3, 9.6) years, median H 2FPEF score was 2 (1, 3), median HFA-PEFF score was 4 (3, 5), and 92 (57.5%) were males. Of these patients, 118 patients (73.8%) met the 2016 ESC criteria for diagnosis of HFpEF, 4 (2.5%) met H 2FPEF score for diagnosis of HFpEF, and 56 (35.0%) met HFA-PEFF score for diagnosis of HFpEF. The consistency of three methods in diagnosing HFpEF was poor with κ values of 0.018 between ESC criteria and H 2FPEF score, 0.322 between ESC criteria and HFA-PEFF score, and 0.056 between H 2FPEF score and HFA-PEFF score. After a median follow-up of 2.6 years, 20 (12.5%) of the 160 MHD patients died. The Kaplan-Meier survival analysis showed a significant difference in mortality between patients diagnosed with HFpEF and those without using the H 2FPEF score (Log-rank test, χ2=6.95, P=0.008). After adjusting for demographic and clinical parameters, multivariate Cox regression analysis showed that HFpEF diagnosed by HFA-PEFF score was associated with all-cause mortality ( HR=2.73, 95% CI 1.07-6.98, P=0.036) and cardiovascular mortality ( HR=4.77, 95% CI 1.31-17.30, P=0.018). Conclusions:The 2016 ESC criteria, H 2FPEF score, and HFA-PEFF score have high heterogeneity and poor consistency in diagnosing HFpEF in MHD patients. Among the three diagnostic methods, only the diagnosis based on HFA-PEFF score is associated with the prognosis of MHD patients. The HFA-PEFF score can be used to assess the risk of HFpEF in MHD patients, and more clinical studies are needed to further verify it in the future.