Evidence mapPaperPMID 42529977Full record

ArticleJMIR cardio2026

Development and Internal Validation of the Soluble ST2, Age, and Estimated Glomerular Filtration Rate-Heart Failure Score for Predicting 30-Day Major Adverse Cardiovascular Events After Heart Failure Hospitalization in a Two-Center Vietnamese Cohort: Prospective Cohort Study.

An Viet Tran, Nguyen Khoi Quoc La, Van Anh Thi Phan, Bao The Nguyen, Hoa Thai Nguyen, Nhung Hong Thi Thai, Tho Anh Kieu Pham

Abstract readMulticenter StudyValidation Study
In one paragraph

Article in JMIR cardio, 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
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

An Viet Tran *Can Tho University of Medicine and Pharmacy, 179 Nguyen Van Cu street, Tan An, Can Tho, 90000, Vietnam, 84 907250077.ORCID http://orcid.org/0000-0002-6629-6954
Nguyen Khoi Quoc La *Can Tho University of Medicine and Pharmacy, 179 Nguyen Van Cu street, Tan An, Can Tho, 90000, Vietnam, 84 907250077.ORCID http://orcid.org/0009-0008-0843-1629
Van Anh Thi PhanCan Tho University of Medicine and Pharmacy, 179 Nguyen Van Cu street, Tan An, Can Tho, 90000, Vietnam, 84 907250077.ORCID http://orcid.org/0009-0002-3959-0194
Bao The NguyenUniversity of Medicine and Pharmacy, Hue University, Hue, Vietnam.ORCID http://orcid.org/0009-0001-4623-7033
Hoa Thai NguyenCan Tho University of Medicine and Pharmacy, 179 Nguyen Van Cu street, Tan An, Can Tho, 90000, Vietnam, 84 907250077.ORCID http://orcid.org/0000-0002-6062-9228
Nhung Hong Thi ThaiCan Tho University of Medicine and Pharmacy, 179 Nguyen Van Cu street, Tan An, Can Tho, 90000, Vietnam, 84 907250077.ORCID http://orcid.org/0000-0001-6723-5304
Tho Anh Kieu PhamCan Tho University of Medicine and Pharmacy, 179 Nguyen Van Cu street, Tan An, Can Tho, 90000, Vietnam, 84 907250077.ORCID http://orcid.org/0000-0002-0917-1805

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Patients hospitalized for heart failure (HF) face a high-risk early postdischarge period. Objective: We aimed to develop and internally validate the soluble ST2, age, and estimated glomerular filtration rate-heart failure (SAGE-HF) score, a simplified risk model incorporating soluble suppression of tumorigenicity 2 (sST2), age, and renal function, for predicting 30-day postdischarge major adverse cardiovascular events (MACE). Methods: This two-center prospective cohort study included 218 patients hospitalized with acute decompensated heart failure (ADHF) and/or heart failure with reduced ejection fraction (HFrEF) and 59 non-HF controls in Vietnam (July 2025-January 2026). Serum sST2 concentrations were measured at admission using enzyme-linked immunosorbent assay and compared between the ADHF/HFrEF cohort and controls, with adjustment for clinical covariates. Among the ADHF/HFrEF cohort, the primary endpoint was 30-day MACE, defined as a composite of all-cause death or HF rehospitalization. Candidate predictors were considered based on clinical relevance, biological plausibility, and exploratory univariable associations, and prespecified parsimonious logistic regression models were evaluated using discrimination (area under the receiver operating characteristic curve [AUC]), calibration, Brier score, and Akaike information criterion. Internal validation was performed using 1000 bootstrap resamples, and model robustness was assessed using Firth penalized logistic regression. The SAGE-HF score was derived from the final model. All data were analyzed using the R environment (version 4.5.5; R Foundation for Statistical Computing). Results: Among 277 participants, sST2 concentrations were significantly higher in patients with HF than in non-HF controls after adjustment. Among 218 patients, 47 (21.6%) experienced 30-day MACE. In multivariable analysis, age (odds ratio [OR] 1.04 per year, 95% CI 1.01-1.07; P=.02), sST2 (OR 1.06 per ng/mL, 95% CI 1.01-1.11; P=.01), and estimated glomerular filtration rate (OR 0.98 per unit, 95% CI 0.97-1.00; P=.02) were independently associated with MACE. The final model demonstrated acceptable discrimination (AUC 0.741, 95% CI 0.664-0.819) and good calibration, with stable performance after bootstrap validation (corrected AUC 0.725). Firth analysis yielded consistent results. The SAGE-HF score showed progressive risk stratification, with predicted 30-day MACE ranging from 7.0% to 60.1% and maintained acceptable discrimination and calibration. Conclusions: The SAGE-HF score, incorporating age, sST2, and estimated glomerular filtration rate, demonstrated acceptable performance for predicting 30-day MACE after HF hospitalization and may support early risk stratification, pending external validation.

Indexed as

Glomerular Filtration RateHeart FailureInterleukin-1 Receptor-Like 1 ProteinAgedAge FactorsBiomarkersFemaleHospitalizationHumansMaleMiddle AgedPrognosisProspective StudiesRisk AssessmentRisk FactorsVietnamBiomarkersIL1RL1 protein, humanInterleukin-1 Receptor-Like 1 Proteinageestimated glomerular filtration rateheart failureMACEmajor adverse cardiovascular eventspredictive modelrisk scoreSAGE-HF scoresoluble ST2, age, and estimated glomerular filtration rate–heart failuresoluble suppression of tumorigenicity 2sST2

Identifiers

PMID42529977
PMCPMC13418553

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.