Evidence map›Paper›PMID 41023627›Full record

ArticleBMC cardiovascular disorders2025

Association between geriatric nutritional risk index and risk of heart failure: a cross-sectional study.

Yijing Tao, Chengjie Gao, Qianwen Yao, Qiyin Zhang, Zhisong Wang, Leng Han, Donglai Cao, Juan Wang, Weimin Hong

Abstract read
In one paragraph

Article in BMC cardiovascular disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

The trial behind it

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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

1 citing paper in PubMed.

  1. Observational
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

9 authors.

Yijing Tao *Department of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China.
Chengjie Gao *Department of Geriatrics, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, 200233, China.
Qianwen YaoDepartment of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China.
Qiyin ZhangDepartment of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China.
Zhisong WangDepartment of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China.
Leng HanDepartment of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China.
Donglai CaoDepartment of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China.
Juan WangDepartment of Cardiology, Changshu Hospital Affiliated to Soochow University, Changshu No.1 People's Hospital, 215500, Changshu, China. 13862240766@163.com.
Weimin HongDepartment of Pharmacy, The Third Affiliated Hospital (The Affiliated Luohu Hospital) of Shenzhen University, Shenzhen, 518001, China. vhemin@126.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThis study investigates the correlation between GNRI and the occurrence of heart failure (HF) using data from the NHANES database.

methodsData were derived from the NHANES study, a large-scale, nationwide epidemiological survey. The final sample consisted of 16,021 participants aged 60 and older after excluding those with missing GNRI data and those without HF. GNRI was calculated using serum albumin levels and body weight, and participants were categorized into quartiles based on their GNRI scores. Logistic regression analyses were conducted to assess the association between GNRI and HF risk, adjusting for demographic and clinical covariates. Restricted cubic splines were used to visualize the relationship between GNRI and HF.

resultsThe analysis revealed that higher GNRI scores were associated with a lower risk of heart failure. Logistic regression showed that, after adjusting for confounders, higher GNRI quartiles had progressively lower odds of HF compared to the lowest quartile. The restricted cubic spline analysis confirmed a linear inverse relationship between GNRI and HF risk, indicating that better nutritional status, as indicated by higher GNRI, is linked to a reduced likelihood of heart failure.

conclusionLower GNRI scores are associated with a higher prevalence of heart failure, highlighting the potential role of nutritional risk assessment in elderly populations. Further longitudinal studies are necessary to establish causality and explore the impact of nutritional improvements on heart failure outcomes.

Indexed as

Elder Nutritional Physiological PhenomenaGeriatric AssessmentHeart FailureMalnutritionNutritional StatusNutrition AssessmentAgedAged, 80 and overAge FactorsBiomarkersCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysALB protein, humanBiomarkersSerum Albumin, HumanElderlyEpidemiological studyGeriatric nutritional risk index (GNRI)Heart Failure (HF)Malnutrition

Identifiers

PMID41023627
PMCPMC12482610

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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.