Mitophagy-associated biomarkers and macrophage involvement in pulmonary arterial hypertension: identification and functional implications
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Le résumé fourni par la source
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.
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Le contrôle bibliographique ouvert
DOI retrouvé dans Crossref DOI retrouvé ; titre concordant.
- Titre Crossref
- Mitophagy-associated biomarkers and macrophage involvement in pulmonary arterial hypertension: identification and functional implications
- Date Crossref
- 05/11/2025
- Éditeur
- Frontiers Media SA
- Type
- journal-article
Ce recoupement confirme des métadonnées liées au DOI. Il ne confirme ni la méthode ni les conclusions de l’étude, et il ne compte pas comme une seconde source scientifique indépendante.
Où se fait cette recherche
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Chinese Academy of Medical Sciences & Peking Union Medical College pays non établi dans la noticeUniversité ou école supérieure
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Kunming Medical University Department of Cardiac Surgery pays non établi dans la noticeUniversité ou école supérieure
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Fuwai Yunnan Cardiovascular Hospital pays non établi dans la noticeÉtablissement de santé
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Kunming Children's Hospital Department of Anesthesiology pays non établi dans la noticeÉtablissement de santé
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First Affiliated Hospital of Kunming Medical University pays non établi dans la noticeÉtablissement de santé
Chinese Academy of Medical Sciences & Peking Union Medical College, Department of Cardiac Surgery — Kunming Medical University et Fuwai Yunnan Cardiovascular Hospital, avec 2 autres affiliations.
Une affiliation ne permet pas de déduire la nationalité d’un auteur.