# Mitophagy-associated biomarkers and macrophage involvement in pulmonary arterial hypertension: identification and functional implications

**Authors:** Xiaoyu Zhang, Liming Cheng, Jiahui Xie, Xuejuan Ma, Wenting Gui, Jiaxiang Chen, Kai Liu, Runwei Ma

PMC · DOI: 10.3389/fphys.2025.1673181 · 2025-11-05

## TL;DR

This study identifies five mitophagy-related genes as potential biomarkers for pulmonary arterial hypertension and highlights the role of macrophages in the disease.

## Contribution

The study introduces five novel mitophagy-associated biomarkers and links macrophage infiltration to PAH progression.

## Key findings

- Five mitophagy-related genes (RRAS, BECN1, MFN1, HIF1A, TAX1BP1) showed high diagnostic accuracy in PAH.
- M1 macrophage infiltration was significantly increased in lung tissue from PAH patients.
- Biomarker expression was validated in a monocrotaline-induced PAH rat model using multiple techniques.

## Abstract

Pulmonary arterial hypertension (PAH) is a progressive disorder characterized by pulmonary vascular remodeling and mitochondrial dysfunction. Recent studies have implicated impaired mitophagy in the pathogenesis of PAH; however, the underlying mechanisms and associated biomarkers remain insufficiently defined. This study used an integrative approach, incorporating bulk transcriptomic profiling, single-cell RNA sequencing (scRNA-seq), machine learning algorithms, and experimental validation to explore the relationship between mitophagy and PAH.

Differentially expressed genes were extracted from publicly available microarray datasets and intersected with mitophagy-related genes curated from the MitoCarta 3.0 database. Weighted gene co-expression network analysis, along with five distinct machine learning models, identified five candidate mitophagy-associated biomarkers: RRAS, BECN1, MFN1, HIF1A, and TAX1BP1. These genes demonstrated high diagnostic performance (area under the curve >0.9) across both training and validation cohorts. Immune cell deconvolution analysis indicated a marked increase in M1 macrophage infiltration in lung tissue from individuals with PAH. The scRNA-seq further localized the expression of these biomarkers predominantly to monocyte/macrophage populations and indicated distinct pseudotemporal expression trajectories during macrophage differentiation. Expression and co-localization of the identified biomarkers with autophagy and inflammation markers were subsequently validated using quantitative PCR, western blotting, and immunofluorescence in a monocrotaline-induced PAH rat model.

The findings underscore the involvement of mitophagy in the pathobiology of PAH and identify five macrophage-associated biomarkers with strong diagnostic potential. These results may inform future strategies aimed at early detection and targeted therapeutic interventions in PAH.

## Linked entities

- **Genes:** RRAS (RAS related) [NCBI Gene 6237], BECN1 (beclin 1) [NCBI Gene 8678], MFN1 (mitofusin 1) [NCBI Gene 55669], HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091], TAX1BP1 (Tax1 binding protein 1) [NCBI Gene 8887]
- **Chemicals:** monocrotaline (PubChem CID 9415)
- **Diseases:** pulmonary arterial hypertension (MONDO:0015924), PAH (MONDO:0015924)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Genes:** Rras (RAS related) [NCBI Gene 361568] {aka p23}, Mfn1 (mitofusin 1) [NCBI Gene 192647] {aka Fzo1b}, Tax1bp1 (Tax1 binding protein 1) [NCBI Gene 246244] {aka Aa1076}, Becn1 (beclin 1) [NCBI Gene 114558] {aka Beclin1}, Hif1a (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 29560] {aka HIF1-alpha, MOP1}
- **Diseases:** PAH (MESH:D000081029), mitochondrial dysfunction (MESH:D028361), inflammation (MESH:D007249)
- **Chemicals:** monocrotaline (MESH:D016686)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116]

## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12627872/full.md

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Source: https://tomesphere.com/paper/PMC12627872