Evidence map›Paper›PMID 42112763›Full record

ArticleCardiovascular therapeutics2026

Genetic Evidence Linking Inflammatory Cytokines and Blood Metabolites to Heart Failure Risk.

Yanbing Yao, Linghui Tang, Peilin Zhou, Feng Huang, Zhiyu Zeng

Abstract read
In one paragraph

Article in Cardiovascular therapeutics, 2026. 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

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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Yanbing YaoDepartment of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China, gxmu.edu.cn.
Linghui TangSchool of Nursing, Guangxi Medical University, Nanning, Guangxi, China, gxmu.edu.cn.
Peilin ZhouDepartment of Bone and Joint Surgery (Guangxi Diabetic Foot Salvage Engineering Research Center/Research Centre for Regenerative Medicine), The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China, gxmu.edu.cn.ORCID https://orcid.org/0009-0008-4980-0582
Feng HuangDepartment of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China, gxmu.edu.cn.ORCID https://orcid.org/0000-0003-1459-5394
Zhiyu ZengDepartment of Cardiology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China, gxmu.edu.cn.ORCID https://orcid.org/0000-0002-7383-2700

Funding

Guangxi Key Laboratory of Precision Medicine in Cardio-Cerebrovascular Diseases Control and Prevention 22-035-18The Central Government Guides Local Science and Technology Development Funding Projects Guike ZY23055038
6 · The paper itself

Abstract

backgroundHeart failure (HF) is a critical condition characterized by the heart's inability to pump blood effectively, leading to significant morbidity and mortality. Inflammation and metabolic disturbances play key roles in its progression. This study is aimed at elucidating the causal relationships between inflammatory cytokines, metabolites, and HF using Mendelian randomization (MR).

methodsA three-step, two-sample MR analysis was performed using genetic data from genome-wide association studies. The study included data on 91 inflammatory cytokines, over 1400 metabolites, and HF cases from the FinnGen project, comprising 29,672 cases and 382,509 controls. Single-nucleotide polymorphisms with significant associations (p < 1 × 10

resultsThe MR analysis identified eight inflammatory cytokines significantly associated with HF risk. Elevated levels of three cytokines (FGF19, MMP-1, and TNF-β) were linked to an increased risk of HF, whereas five cytokines (DNER, IL-10, uPA, TNFSF12, and LIFR) were linked to a decreased risk of HF. Additionally, 12 metabolites were found to be significantly associated with HF, with 6 (2PY, BCG, NAG/NAGal, X-24801, X-21283, and X-22776) enhancing risk and 6 (PC, 3HL, 2-BG, X-23659, X-25422, and X-24546) showing protective effects. Notably, mediation analysis indicated that certain metabolites, X-22776, mediated the effect of uPA on HF.

conclusionsThis study provides novel genetic evidence supporting the causal role of inflammatory cytokines in HF and highlights the mediating role of metabolites. These findings offer new insights into the pathogenesis of HF and suggest potential biomarkers and therapeutic targets for its prevention and treatment.

Indexed as

CytokinesHeart FailureInflammation MediatorsPolymorphism, Single NucleotideBiomarkersGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMendelian Randomization AnalysisMetabolomicsPhenotypeRisk AssessmentRisk FactorsBiomarkersCytokinesInflammation Mediatorsheart failureinflammatory cytokinesMendelian randomizationmetabolitesuPA

Identifiers

PMID42112763
PMCPMC13159094

What Socratic holds

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LicenceCC BY
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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.