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Clinical Prognostic Scoring Systems in Heart Failure with Preserved Ejection Fraction: An Integrative Review of Risk Prediction Models Cover

Clinical Prognostic Scoring Systems in Heart Failure with Preserved Ejection Fraction: An Integrative Review of Risk Prediction Models

Open Access
|Mar 2026

Abstract

Introduction

Risk stratification in heart failure with preserved ejection fraction (HFpEF) remains inconsistent in routine care despite multiple prognostic scores. Key controversies persist. One concerns broad, clinically derived scores versus pathophysiology-grounded tools, including diagnostic frameworks used pragmatically for prognostication. Another concern is the distinction between static baseline risk and dynamic risk states that change across hospitalization and follow-up.

Methods

We performed a narrative, comparative synthesis of clinician-usable prognostic instruments in HFpEF across conceptual domains and care settings. We extracted study context, endpoints, follow-up, and performance metrics. We emphasized feasibility and clinical interpretability.

Results

Across studies, discrimination of baseline-only clinical instruments is generally moderate. Performance is often higher for tools that reflect congestion and physiological changes, particularly when reassessed at clinically meaningful time points. Discharge lung ultrasound B-lines, reflecting residual pulmonary congestion, frequently predict early post-discharge events. Immuno-nutritional indices derived from routine laboratory tests provide a complementary prognostic signal, especially in older or recently hospitalized patients. Serial trajectories appear more informative than single measurements. Patient-reported health adds independent prognostic information and supports risk communication. Diagnostic frameworks can stratify risk when constituent data are available, and phenotype distributions are compatible, but transportability and calibration remain recurrent limitations.

Conclusion

HFpEF prognostication is best supported by a layered, phenotype-aware strategy. This approach integrates global clinical risk, selected biomarkers, discharge congestion assessment, and serial reassessment, rather than relying on a single score.

DOI: https://doi.org/10.2478/rjim-2026-0002 | Journal eISSN: 2501-062X | Journal ISSN: 1220-4749
Language: English
Submitted on: Feb 2, 2026
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Published on: Mar 2, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2026 Anamaria Draghici, Gheorghe-Andrei Dan, published by N.G. Lupu Internal Medicine Foundation
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

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