Evidence map›Paper›PMID 36465455›Full record

ArticleFrontiers in cardiovascular medicine2022

Identification and verification of immune-related biomarkers and immune infiltration in diabetic heart failure.

Zuoquan Zhong, Hanlin Zhang, Ting Xu, Jinjin Hao, Xing Chen, Shimin Sun, Jinjin Yang, Jing Sun, Hui Lin, Hangyuan Guo

Open access · goldAbstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
2.1field-weighted citation impact, top 11% of its field
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

12 citing papers in PubMed, 15 citations in OpenAlex.

  1. Article
  2. Immunometabolism in heart failure.Nature reviews. Cardiology · 2025
    Review
  3. Article
  4. The immunology of diabetic cardiomyopathy.Frontiers in endocrinology · 2025
    Review
  5. Article
  6. Review
  7. Review
  8. Review
  9. Article
  10. Review
  11. Article
  12. 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

10 authors at 5 institutions in 1 country.

Zuoquan ZhongDepartment of Cardiology, Shaoxing People's Hospital, Shaoxing Hospital of Zhejiang University, Shaoxing, Zhejiang, China.
Hanlin ZhangThe First Clinical Medical College, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Ting XuDepartment of Cardiology, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Jinjin HaoDepartment of Cardiology, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Xing ChenDepartment of Respiratory Medicine, Shaoxing People's Hospital, Shaoxing Hospital of Zhejiang University, Shaoxing, Zhejiang, China.
Shimin SunThe First Clinical Medical College, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Jinjin YangDepartment of Cardiology, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Jing SunThe First Clinical Medical College, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Hui LinDepartment of Cardiovascular, Lihuili Hospital Affiliated to Ningbo University, Ningbo, Zhejiang, China.
Hangyuan GuoDepartment of Cardiology, Shaoxing People's Hospital, Shaoxing Hospital of Zhejiang University, Shaoxing, Zhejiang, China.
Wenzhou Medical University · CNZhejiang University · CNShaoxing People's Hospital · CNNingbo Medical Center Lihuili Hospital · CNShaoxing University · CN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Diabetic heart failure (DHF) or cardiomyopathy is a common complication of diabetes; however, the underlying mechanism is not clear. In the present study, the authors searched for differentially expressed genes associated with DHF and the molecular types of immune cells based on bioinformatics. Methods: The RNA expression dataset of DHF was obtained from the NCBI Gene Expression Omnibus (GEO) database. After preprocessing the data, the differentially expressed genes (DEGs) between the DHF group and the non-diabetic heart failure (NHF) group were screened and intersected with immune-related genes (IRGs) in the ImmPort database. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses were performed using the DAVID tool. The ssGSEA algorithm was used to evaluate immune infiltration of the heart tissue in each group. In addition, the protein-protein interaction (PPI) network and miRNA-mRNA network were constructed using the STRING online website and Cytoscape program. Finally, validation analysis was performed using animal models. Results: Eight immune-related core genes were identified. GO and KEGG showed that core genes were mainly enriched in angiogenesis and cytokine-cytokine receptor interaction. Immune infiltration results showed that activated dendritic cells, central memory CD4 T cells, central memory CD8 T cells, myeloid-derived suppressor cells (MDSCs), neutrophils, and regulatory T cells may be involved in DHF. Neutrophils may play a key role in the pathogenesis of HF in diabetes. Conclusion: Immune-related core genes and immune infiltrating cells provide a new perspective on the pathogenesis of DHF.

Indexed as

bioinformaticscardiac functiondiabetic cardiomyopathydiabetic heart failureimmunomodulation

Identifiers

PMID36465455
PMCPMC9712450
OpenAlexW4309155626

What OpenQuestion 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 OpenQuestion graph.