Evidence map›Paper›PMID 41822819›Full record

ArticleCardiology research2026

Development and Validation of a Prognostic Model to Predict Mortality in Patients With Heart Failure With Mildly Reduced Ejection Fraction After Acute Myocardial Infarction.

Zhi Can Liu, Ling Ling Zhang, Li Peng, Jian Ping Zeng, Ming Yan Jiang

Abstract read
In one paragraph

Article in Cardiology research, 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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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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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Zhi Can LiuDepartment of Pulmonary and Critical Care Medicine, Xiangtan Central Hospital, The Affiliated Hospital of Hunan University, Xiangtan 411100, China.ORCID https://orcid.org/0000-0002-5532-1632
Ling Ling ZhangMedical Department, Xiangtan Central Hospital, The Affiliated Hospital of Hunan University, Xiangtan 411100, China.ORCID https://orcid.org/0009-0005-6902-3475
Li PengDepartment of Oncology, Xiangtan Central Hospital, The Affiliated Hospital of Hunan University, Xiangtan 411100, China.
Jian Ping ZengDepartment of Cardiology, Xiangtan Central Hospital, The Affiliated Hospital of Hunan University, Xiangtan 411100, China.ORCID https://orcid.org/0000-0002-4485-6164
Ming Yan JiangDepartment of Pulmonary and Critical Care Medicine, Xiangtan Central Hospital, The Affiliated Hospital of Hunan University, Xiangtan 411100, China.ORCID https://orcid.org/0000-0001-8558-2609

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Accurately assessing mortality risk in patients with heart failure with mildly reduced ejection fraction (HFmrEF) after acute myocardial infarction (AMI) remains challenging. This study developed and validated a mortality risk predictive model for such patients. Methods: In this single-center retrospective study of 873 hospitalized patients with HFmrEF after AMI, 611 patients were included in the training cohort and 262 in the validation cohort. The primary outcome was all-cause mortality over an average 33-month follow-up. Least absolute shrinkage and selection operator (LASSO) regression identified predictive variables for post-discharge mortality, with model performance assessed via receiver operating characteristic (ROC) analysis and decision curve analysis (DCA). Results: Six mortality risk predictors were identified: age, stroke history, New York Heart Association (NYHA) classification, hemoglobin (Hb) levels, estimated glomerular filtration rate (eGFR), and primary percutaneous coronary intervention (PPCI) implementation. The C-index for training and validation cohorts was 0.795 (95% confidence interval (CI), 0.758-0.832) and 0.741 (95% CI, 0.672-0.81), respectively. Training cohort area under the curve (AUC) metrics for 6-month, 2-year, and 3-year survival were 0.861, 0.805, and 0.815; for the validation cohort, they were 0.722, 0.742, and 0.736. Conclusions: A validated predictive model assessing mortality risk in HFmrEF patients post-AMI was established. External validation in future studies is recommended.

Indexed as

Acute myocardial infarctionAll-cause mortality riskDecision curve analysisHeart failure with mildly reduced ejection fractionLeast absolute shrinkage and selection operatorPredictive model

Identifiers

PMID41822819
PMCPMC12978395

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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 OpenQuestion graph.