ArticleJournal for immunotherapy of cancer2025
Mitochondrial Pathway Signature (MitoPS) predicts immunotherapy response and reveals NDUFB10 as a key immune regulator in lung adenocarcinoma.
Article in Journal for immunotherapy of cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 58 papers.
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Who cites it
58 citing papers in PubMed.
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- Bibliometric analysis of single-cell RNA sequencing in tumor microenvironment.Discover oncology · 2026Review
- TRIM29 suppresses malignant progression in lung squamous cell carcinoma by shaping an immunosuppressive tumor microenvironment.Scientific reports · 2026Article
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- Identified BIRC5 and HDAC1 as novel diagnostic biomarkers linked to centrosome-immune crosstalk for cutaneous squamous cell carcinoma via machine learning-based multi-omics analysis.Discover oncology · 2026Article
- PIEZO1 enhances pancreatic cancer neurotropism.Cancer cell international · 2026Article
- Integrative machine learning models reveal immune and metabolic signatures predictive of colorectal cancer prognosis.Discover oncology · 2026Article
- Utilizing bulk and single-cell RNA sequencing to identify potential biomarkers linked to angiogenesis and integrated stress response in chondrosarcoma.Scientific reports · 2026Article
- Identification of core cytotoxic T lymphocyte-related subtypes, establishment of a prognostic model, and analysis tumor microenvironment infiltration in HNSC.Scientific reports · 2026Article
- MLANA is a potential prognostic biomarker and correlated with immune infiltration in skin cutaneous melanoma.Clinical and experimental medicine · 2026Article
- Exploratory identification of COL1A1 as a potential gene linking endocrine-disrupting chemicals and lung adenocarcinoma: a bioinformatics and machine learning analysis.BMC pharmacology & toxicology · 2026Article
- Comprehensive prognostic and immune infiltration assessment of LGALS3BP in pan-cancer patients.Discover oncology · 2026Article
- BRD4-associated chromatin remodelling signature links epigenetic regulation to immune landscape in ovarian cancer.Journal of ovarian research · 2026Article
- The BCAA metabolism-related gene BCAT1 promotes the progression of bladder urothelial carcinoma through the PI3K/AKT/mTOR signalling pathway.Functional & integrative genomics · 2026Article
- Construction and validation of a prognostic risk score model for malignant mesothelioma.Discover oncology · 2026Article
- METTL3 promotes pancreatic cancer immune escape by m6A modification of lncRNA AFAP1-AS1 to enhance EGR2 stability.European journal of medical research · 2026Article
- Single-cell transcriptomics identifies fibroblast associated immune heterogeneity and prognostic signatures in bladder cancer.Scientific reports · 2026Article
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7 authors.
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Abstract
backgroundLung adenocarcinoma (LUAD) is the most common subtype of non-small cell lung cancer. Although immune checkpoint inhibitors (ICIs) have brought new treatment options for advanced patients, a considerable proportion still shows limited response. Mitochondrial dysfunction plays a crucial role in tumor development and immune evasion, but its regulatory mechanisms in LUAD immune microenvironment remain unclear.
methodsWe integrated 149 mitochondria-related pathways (1,136 coding proteins) to develop and validate the Mitochondrial Pathway Signature (MitoPS) using machine learning approaches across seven independent LUAD cohorts (n=1,231). The system was systematically compared with 129 published LUAD prognostic signatures and validated in seven immunotherapy cohorts (n=451). Multiomics analysis, immunofluorescence staining, and experimental validation were performed to investigate its molecular mechanism.
resultsMitoPS demonstrated consistent predictive performance across validation cohorts, with high scores indicating poor prognosis, outperforming 129 existing prognostic models. In immunotherapy cohorts, MitoPS reliably predicted treatment response and prognosis. Immune microenvironment analysis revealed that low MitoPS scores correlated with higher immune cell infiltration and active immune function. Mechanistic studies identified mitochondria-related gene NDUFB10 as a core gene of MitoPS (r=0.38, p<0.05), where its high expression was significantly associated with immune desert phenotype and worse prognosis. Functional experiments confirmed that NDUFB10 knockdown significantly enhanced ICIs therapy and increased GZMB+CD8+T cell infiltration, indicating NDUFB10's crucial role in regulating tumor immune microenvironment and immunotherapy response.
conclusionThe MitoPS scoring system reliably predicts prognosis and immunotherapy response in patients with LUAD, providing a novel reference for clinical decision-making. Furthermore, its core gene NDUFB10 regulates tumor immune microenvironment, offering a potential therapeutic target for improving immunotherapy outcomes.
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