Evidence map›Paper›PMID 40744665›Full record

ArticleJournal for immunotherapy of cancer2025

Mitochondrial Pathway Signature (MitoPS) predicts immunotherapy response and reveals NDUFB10 as a key immune regulator in lung adenocarcinoma.

Pengpeng Zhang, Mengzhe Zhang, Jianlan Liu, Zhaokai Zhou, Lianmin Zhang, Peng Luo, Zhenfa Zhang

Abstract read
In one paragraph

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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0cells of the map it votes in
58citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

58 citing papers in PubMed.

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  7. Association of CCL21Cancer immunology, immunotherapy : CII · 2026
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  9. PIEZO1 enhances pancreatic cancer neurotropism.Cancer cell international · 2026
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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Pengpeng Zhang *Department of Lung Cancer, Tianjin Lung Cancer Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China.ORCID http://orcid.org/0009-0004-6951-2634
Mengzhe Zhang *Department of Lung Cancer, Tianjin Lung Cancer Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China.
Jianlan Liu *Department of Orthopedics, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China.
Zhaokai Zhou *Department of Urology, The Second Xiangya Hospital of Central South University, Changsha, China.ORCID http://orcid.org/0000-0001-6628-3750
Lianmin ZhangDepartment of Lung Cancer, Tianjin Lung Cancer Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China zhangzhenfa@tmu.edu.cn luopeng@smu.edu.cn zhanglianmin1031@163.com.
Peng LuoDepartment of Oncology, Zhujiang Hospital, Southern Medical University, Guangzhou, China zhangzhenfa@tmu.edu.cn luopeng@smu.edu.cn zhanglianmin1031@163.com.ORCID http://orcid.org/0000-0002-8215-2045
Zhenfa ZhangDepartment of Lung Cancer, Tianjin Lung Cancer Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China zhangzhenfa@tmu.edu.cn luopeng@smu.edu.cn zhanglianmin1031@163.com.ORCID http://orcid.org/0000-0002-9627-2590

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Adenocarcinoma of LungBiomarkers, TumorImmunotherapyLung NeoplasmsMitochondriaFemaleHumansMalePrognosisTumor MicroenvironmentBiomarkers, TumorImmunotherapyLung Cancer

Identifiers

PMID40744665
PMCPMC12315039

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.