Evidence map›Paper›PMID 40836955›Full record

ArticleFrontiers in genetics2025

The role of mitochondria-related genes and immune infiltration in carotid atherosclerosis: identification of hub targets through bioinformatics and machine learning approaches.

Dan Liu, Kun Guo, Min Li, Xiaochen Yu, Xue Guan, Xiuru Guan

Abstract read
In one paragraph

Article in Frontiers in genetics, 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.

Dan LiuDepartment of Laboratory Diagnostics, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.
Kun GuoDepartment of Laboratory Diagnostics, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.
Min LiDepartment of Laboratory Diagnostics, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.
Xiaochen YuDepartment of Laboratory Diagnostics, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.
Xue GuanDepartment of Laboratory Diagnostics, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.
Xiuru GuanDepartment of Laboratory Diagnostics, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Atherosclerosis (AS) is the underlying pathology of atherosclerotic cardiovascular disease and a major cause of cardiovascular-related mortality. Chronic inflammation and mitochondrial dysfunction, triggered by the infiltration of various immune cells, are key factors in the progression of AS. However, the interaction and crosstalk between these factors remain unclear. Methods: Two gene expression datasets, GSE100927 and GSE43292, were downloaded from the National Center for Biotechnology Information Gene Expression Omnibus (NCBI GEO) database, covering carotid atherosclerosis and control groups. After identifying the common differentially expressed genes (DEGs), mitochondria-related DEGs (Mito-DEGs) were obtained through Weighted Gene Co-expression Network Analysis (WGCNA) and machine learning approaches. Immune infiltration analysis and comparison were subsequently performed. The single-cell dataset GSE159677 further validated the expression proportions of relevant genes in different cell populations during the progression of AS. Additionally, cell-cell communication and trajectory analysis within the immune landscape were utilized to infer the pathways of cell state transitions within AS clusters. THP-1 cells were cultured Results: From the GSE100927 and GSE43292 datasets and the MitoCarta3.0 database, three hub Mito-DEGs closely associated with AS were ultimately identified: Conclusion: This study revealed the interaction between Mito-DEGs and the immune system in AS. These findings may provide new insights into therapeutic monitoring and prognosis evaluation.

Indexed as

atherosclerosisbioinformatics analysiscarotid arteryhub Mito-DEGsimmune infiltrationmitochondria

Identifiers

PMID40836955
PMCPMC12361237

What Socratic holds

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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.