Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Physiol.

Sec. Respiratory Physiology and Pathophysiology

Volume 16 - 2025 | doi: 10.3389/fphys.2025.1673181

Mitophagy-Associated Biomarkers and Macrophage Involvement in Pulmonary Arterial Hypertension: Identification and Functional Implications

Provisionally accepted
Xiaoyu  ZhangXiaoyu Zhang1Liming  ChengLiming Cheng2Jiahui  XieJiahui Xie1Xuejuan  MaXuejuan Ma3Wenting  GuiWenting Gui1Jiaxiang  ChenJiaxiang Chen1Kai  LiuKai Liu2Runwei  MaRunwei Ma1*
  • 1Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China
  • 2Kunming Children's Hospital, Kunming, China
  • 3First Affiliated Hospital of Kunming Medical University, Kunming, China

The final, formatted version of the article will be published soon.

Background: 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. Methods: 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. Results and Conclusion: 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.

Keywords: biomarkers, Macrophages, mitophagy, pulmonary arterial hypertension, single-cell RNA sequencing

Received: 25 Jul 2025; Accepted: 20 Oct 2025.

Copyright: © 2025 Zhang, Cheng, Xie, Ma, Gui, Chen, Liu and Ma. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Runwei Ma, marunweimrw@126.com

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.