Mitochondrial Pathway Signature (MitoPS) predicts immunotherapy response and reveals NDUFB10 as a key immune regulator in lung adenocarcinoma
Tianjin Medical University Cancer Institute and Hospital · Nanjing Medical University · +4 more institutions
Abstract
Lung 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.
We 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.
Citation impact
- FWCI
- 61.13
- Percentile
- 100%
- References
- 57
Authors
7- PZPengpeng ZhangCorresponding
Tianjin Medical University Cancer Institute and Hospital, Nanjing Medical University
- MZMengzhe Zhang
Tianjin Medical University Cancer Institute and Hospital
- JLJian-Lan Liu
Nanjing Medical University
- ZZZhaokai Zhou
Central South University, Second Xiangya Hospital of Central South University
- LZLianmin Zhang
Tianjin Medical University Cancer Institute and Hospital
Topics & keywords
- Immunotherapy
- Immune system
- Tumor microenvironment
- Medicine
- CD8
- Gene knockdown
- Adenocarcinoma
- Cancer research
- Good health and well-being