Evidence map›Paper›PMID 42387409›Full record

ArticleBMC cardiovascular disorders2026

Association of routine inflammatory biomarkers and derived indices with heart failure progression in preserved ejection fraction.

Çağrı Zorlu, Sefa Erdi Ömür, Volkan Yılmaz, Gökhan Güngör

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In one paragraph

Article in BMC cardiovascular disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

4 authors.

Çağrı ZorluDepartment of Cardiology, Tokat Gaziosmanpasa University Hospital, Tokat, Turkey. zorlufb@hotmail.com.ORCID http://orcid.org/0000-0003-4085-8151
Sefa Erdi ÖmürDepartment of Cardiology, Tokat Gaziosmanpasa University Hospital, Tokat, Turkey.ORCID http://orcid.org/0000-0002-6209-1732
Volkan YılmazDepartment of Cardiology, Tokat Gaziosmanpasa University Hospital, Tokat, Turkey.ORCID http://orcid.org/0009-0005-6187-9973
Gökhan GüngörDepartment of Cardiology, Tokat Gaziosmanpasa University Hospital, Tokat, Turkey.ORCID http://orcid.org/0009-0001-7532-3838

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHeart failure with preserved ejection fraction (HFpEF) is driven by systemic inflammation, yet the prognostic utility of routine inflammatory biomarkers and derived indices remains underexplored. This study evaluates the association of high-sensitivity C-reactive protein (hsCRP), albumin, neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), systemic immune-inflammatory index (SII), and pan-immune-inflammatory value (PIV) with HFpEF outcomes.

methodsIn a retrospective cohort of 312 HFpEF patients (mean age 72.6 ± 10.1 years, 54% female) from Tokat Gaziosmanpasa University Hospital (2018-2022), we analyzed baseline and longitudinal trends in biomarkers using electronic health records. Multivariable Cox models assessed associations with heart failure hospitalization and all-cause mortality, with subgroup analyses in obese, diabetic, and high-inflammatory (hsCRP > 3 mg/L) patients. A composite inflammatory score (hsCRP, SII, PIV) was evaluated for predictive accuracy.

resultsOver a median 22-month follow-up, 82 patients (26.3%) experienced hospitalization, and 48 (15.4%) died. Baseline hsCRP (HR 1.09 per mg/L, p = 0.011), NLR (HR 1.14 per unit, p = 0.002), and lower albumin (HR 0.68 per g/dL, p = 0.020) predicted hospitalization, as did longitudinal increases in hsCRP and NLR (p < 0.001). SII and PIV were significant in diabetic and high-inflammatory subgroups, respectively. The composite score improved hospitalization prediction (AUC 0.78 vs. 0.71 for hsCRP, p = 0.042).

conclusionRoutine inflammatory biomarkers, particularly their longitudinal trends, predict HFpEF progression. The composite score offers a practical tool for risk stratification, guiding personalized management in community settings.

Indexed as

Heart FailureInflammationInflammation MediatorsStroke VolumeVentricular Function, LeftAgedAged, 80 and overBiomarkersC-Reactive ProteinDisease ProgressionFemaleHospitalizationHumansLymphocyte CountMaleMiddle AgedALB protein, humanBiomarkersC-Reactive ProteinInflammation MediatorsSerum Albumin, HumanHeart failure with preserved ejection fractionhsCRPInflammatory biomarkersLongitudinal trendsNLRPIVRisk stratificationSII

Identifiers

PMID42387409
PMCPMC13591741

What Socratic holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.