# Bioinformatics analysis to investigate the potential relationship between mitochondrial structure and function-related genes and the immune microenvironment in atherosclerosis

**Authors:** Hanning Yang, Yue Sun, Shumin Li, Yueyue Tang, Yuxue Wang, Yunyan Li, Yongping Lu

PMC · DOI: 10.3389/fcvm.2025.1526151 · Frontiers in Cardiovascular Medicine · 2025-05-13

## TL;DR

This study explores how genes related to mitochondria interact with immune cells in atherosclerosis, identifying four key genes that may influence the disease's immune environment.

## Contribution

The study identifies four mitochondria-related genes that are linked to immune macrophage polarization in atherosclerosis, suggesting potential therapeutic targets.

## Key findings

- C15orf48, UCP2, PPIF, and MGST1 are associated with macrophage differentiation in atherosclerosis.
- qRT-PCR confirmed elevated expression of C15orf48, UCP2, and PPIF, and reduced MGST1 in atherosclerotic macrophages.
- These genes modulate immune pathways and may serve as therapeutic targets for atherosclerosis.

## Abstract

This study aims to elucidate the interactions between genes associated with mitochondrial structure and function and the immune microenvironment in atherosclerosis.

Differentially expressed mitochondria-related genes (DE-MRGs) were identified through the analysis of two gene expression datasets, GSE100927 and GSE159677, in conjunction with a list of mitochondria-related genes sourced from the MitoCarta3.0 database. The immune profile of infiltrating immune cells in atherosclerotic carotid artery (CA) patients compared to controls (CTLs) was assessed using CIBERSORT. Potential target genes were screened based on Spearman correlation analysis between specific DE-MRGs and differentially expressed immune cells. Furthermore, the correlation between characterized DE-MRGs and immune cells in AS was examined at the single-cell level, and the expression of key genes was validated in vitro.

Our study identified a robust association between four key genes—C15orf48, UCP2, PPIF, and MGST1—among 15 DE-MRGs, and immune macrophage polarization. These genes exhibited alterations corresponding to the degree of macrophage differentiation in AS. Additionally, Gene Set Enrichment Analysis (GSEA) revealed that C15orf48, UCP2, PPIF, and MGST1 modulate multiple immune pathways within the body. The mRNA expression levels of these four key genes in AS were confirmed via quantitative real-time PCR (qRT-PCR), with results aligning with bioinformatics predictions. Compared to the control group, the expression levels of C15orf48, UCP2, and PPIF were significantly elevated in AS macrophages, whereas MGST1 expression was notably reduced in AS macrophages. Consequently, these mitochondria-related genes—C15orf48, UCP2, PPIF, and MGST1—may influence the immune microenvironment in AS by modulating macrophage differentiation.

C15orf48, UCP2, PPIF, and MGST1 may serve as potential therapeutic targets for enhancing the atherosclerotic immune microenvironment in future interventions.

## Linked entities

- **Genes:** COXFA4L3 (cytochrome c oxidase associated subunit FA4L3) [NCBI Gene 84419], UCP2 (uncoupling protein 2) [NCBI Gene 7351], PPIF (peptidylprolyl isomerase F) [NCBI Gene 10105], MGST1 (microsomal glutathione S-transferase 1) [NCBI Gene 4257]
- **Diseases:** atherosclerosis (MONDO:0005311)

## Full-text entities

- **Genes:** PPIF (peptidylprolyl isomerase F) [NCBI Gene 10105] {aka CYP3, CyP-M, Cyp-D, CypD}, COXFA4L3 (cytochrome c oxidase associated subunit FA4L3) [NCBI Gene 84419] {aka C15orf48, FOAP-11, MIR147BHG, MISTRAV, MOCCI, NMES1}, UCP2 (uncoupling protein 2) [NCBI Gene 7351] {aka BMIQ4, SLC25A8, UCPH}, MGST1 (microsomal glutathione S-transferase 1) [NCBI Gene 4257] {aka GST12, MGST, MGST-I, PMAN}
- **Diseases:** atherosclerosis (MESH:D050197), CA (MESH:D002340)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12106394/full.md

## References

44 references — full list in the complete paper: https://tomesphere.com/paper/PMC12106394/full.md

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Source: https://tomesphere.com/paper/PMC12106394