ArticleEuropean journal of heart failure2022
Biomarker-driven prognostic models in chronic heart failure with preserved ejection fraction: the EMPEROR-Preserved trial.
Article in European journal of heart failure, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 5 of them syntheses that pooled it.
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Who cites it
29 citing papers in PubMed, 5 syntheses or guidelines pooled it, 49 citations in OpenAlex.
- Liver biomarkers as predictors of prognosis in heart failure with preserved ejection fraction: a systematic review and meta-analysis.BMC cardiovascular disorders · 2025Pooled it
- Association of COPD with adverse outcomes in heart failure patients with preserved ejection fraction.ESC heart failure · 2025Pooled it
- Systematic review and meta-analysis to predict mortality in heart failure with preserved ejection fraction: Development and validation of the HF-DANAS score.ESC heart failure · 2024Pooled it
- Prognostic models for patients suffering a heart failure with a preserved ejection fraction: a systematic review.ESC heart failure · 2024Pooled it
- Risk Prediction Models and Novel Prognostic Factors for Heart Failure with Preserved Ejection Fraction: A Systematic and Comprehensive Review.Current pharmaceutical design · 2023Pooled it
- EMPEROR-Preserved Risk Model and Outcomes in the FINEARTS-HF Trial: A Prespecified Secondary Analysis of FINEARTS-HF.JAMA cardiology · 2026Trial
- Risk prediction in patients with heart failure with preserved ejection fraction: the LIFE-Preserved model.European heart journal · 2026Article
- Review
- Hypertensive Heart Failure with Preserved Ejection Fraction: Guidelines vs. Randomized Controlled Trials Evidence Gaps.Medicina (Kaunas, Lithuania) · 2026Review
- Article
- Predictors of 30-day hospitalization in patients with worsening heart failure receiving outpatient intravenous diuretics.PloS one · 2026Article
- Prognostic Value of Frailty Assessment Combining the Frailty Index Based on Laboratory Tests With the Clinical Frailty Scale in Patients With Acute Heart Failure.Journal of the American Heart Association · 2025Observational
- Multimodal Data-Driven Explainable Prognostic Model for Major Adverse Cardiovascular Events Prediction in Patients With Unstable Angina and Heart Failure With Preserved Ejection Fraction: Multicenter, Cross-Regional Cohort Study.Journal of medical Internet research · 2025Article
- Beyond Acute Coronary Syndromes: Troponins as Diagnostic and Prognostic Tools in Heart Failure.Biomedicines · 2025Review
- Observational
- 2024 update in heart failure.ESC heart failure · 2025Review
- Hypoalbuminaemia and heart failure: A practical review of current evidence.European journal of heart failure · 2025Review
- Prediction models and risk scores in different types of heart failure: a review.Frontiers in medicine · 2025Review
- Predicting 30-day and 1-year mortality in heart failure with preserved ejection fraction (HFpEF).PloS one · 2025Article
- The Relationship between Serum Albumin Level and Quality of Life and Mortality in Patients with Heart Failure with Reduced Ejection Fraction.Research in heart yield and translational medicine · 2025Article
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Authors and funding
13 authors at 10 institutions in 7 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
aimsBiomarker-driven prognostic models incorporating N-terminal pro-B-type natriuretic peptide (NT-proBNP) and high-sensitivity cardiac troponin T (hs-cTnT) in heart failure (HF) with preserved ejection fraction (HFpEF) are lacking. We aimed to generate a biomarker-driven prognostic tool for patients with chronic HFpEF enrolled in EMPEROR-Preserved. METHODS AND
resultsMultivariable Cox regression models were created for (i) the primary composite outcome of HF hospitalization or cardiovascular death, (ii) all-cause death, (iii) cardiovascular death, and (iv) HF hospitalization. PARAGON-HF was used as a validation cohort. NT-proBNP and hs-cTnT were the dominant predictors of the primary outcome, and in addition, a shorter time since last hospitalization, New York Heart Association (NYHA) class III or IV, history of chronic obstructive pulmonary disease (COPD), insulin-treated diabetes, low haemoglobin, and a longer time since HF diagnosis were key predictors (eight variables, all p < 0.001). The consequent primary outcome risk score discriminated well (c-statistic = 0.75) with patients in the top 10th of risk having an event rate >22× higher than those in the bottom 10th. A model for HF hospitalization alone had even better discrimination (c = 0.79). Empagliflozin reduced the risk of cardiovascular death or hospitalization for HF in patients across all risk levels. NT-proBNP and hs-cTnT were also the dominant predictors of all-cause and cardiovascular mortality followed by history of COPD, low albumin, older age, left ventricular ejection fraction ≥50%, NYHA class III or IV and insulin-treated diabetes (eight variables, all p < 0.001). The mortality risk model had similar discrimination for all-cause and cardiovascular mortality (c-statistic = 0.72 for both). External validation provided c-statistics of 0.71, 0.71, 0.72, and 0.72 for the primary outcome, HF hospitalization alone, all-cause death, and cardiovascular death, respectively.
conclusionsThe combination of NT-proBNP and hs-cTnT along with a few readily available clinical variables provides effective risk discrimination both for morbidity and mortality in patients with HFpEF. A predictive tool-kit facilitates the ready implementation of these risk models in routine clinical practice.
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