Evidence map›Paper›PMID 41257258›Full record

ArticleFrontiers in cardiovascular medicine2025

The analysis reveals novel hub genes and pathways associated with Tetralogy of Fallot.

Heling Wen, Zheng Huang, Yujie Mao, Wenjie Tian, Lei Peng, Yu Chen

Abstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 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

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

6 authors.

Heling Wen *Department of Cardiology, Sichuan Academy of Medical Science & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
Zheng Huang *Cardiothoracic Disease Center, The Affiliated Tumor Hospital of Chengdu Medical College, Chengdu Seventh People's Hospital, Chengdu, China.
Yujie MaoInstitute of Dermatology and Venereology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
Wenjie TianDepartment of Cardiology, Sichuan Academy of Medical Science & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
Lei PengDepartment of Nephrology, Sichuan Academy of Medical Science & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.
Yu ChenDepartment of Cardiology, Sichuan Academy of Medical Science & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Tetralogy of Fallot (TOF) is one of the most common complex congenital heart diseases, posing a severe threat to infant health. This study aims to investigate the core genes and pathways associated with TOF to identify potential targets for prevention and intervention. This study aims to explore the core genes and pathways associated with TOF, providing a reference for identifying potential targets for the prevention and intervention of this disease. Methods: Bulk and single-cell RNA-seq datasets were employed in this study. Differentially expressed genes (DEGs) were calculated, and functional enrichment analysis was performed. The expression of the hub genes was validated by quantitative real-time polymerase chain reaction (qRT-PCR). The dysregulated genes and pathways were further validated at the single-cell resolution. Results: The DEGs analyzed from two datasets, GSE146220 and GSE217772, were subjected to intersection analysis, resulting in 29 consistently upregulated genes (UpGs) and 22 consistently downregulated genes (DpGs). The qRT-PCR analysis confirmed that the expression of upregulated and downregulated genes was generally consistent with the results of the bioinformatics analysis. Functional enrichment analysis based on four distinct databases has shown that fatty-acid beta-oxidation and related pathways were consistently enriched. With snRNA-seq data, we found that the UpGs were enriched in cardiomyocytes, and the DpGs were enriched in cardiofibroblasts. Meanwhile, it was shown that the TOF tissue had a higher ssGSEA score for fatty acid metabolism-associated pathways. Notably, these fatty acid metabolism pathways were mostly enriched in cardiomyocytes. Conclusion: This study identified that TOF DEGs are highly enriched in fatty-acid beta-oxidation and related pathways. The snRNA-seq data of TOF showed that fatty acid metabolism pathways are predominantly enriched in cardiomyocytes. These findings contribute to further understanding the potential pathogenic mechanisms of TOF and identifying potential therapeutic targets.

Indexed as

bioinformatic analysisGEOhub genespathwayTOF

Identifiers

PMID41257258
PMCPMC12620491

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.