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Development and validation of a hypoxia-associated signature for lung adenocarcinoma
- Source :
- Scientific Reports, Lane, B, Khan, M T, Choudhury, A, Salem, A & West, C M L 2022, ' Development and validation of a hypoxia-associated signature for lung adenocarcinoma ', Scientific Reports, vol. 12, no. 1 . https://doi.org/10.1038/s41598-022-05385-7, Scientific Reports, Vol 12, Iss 1, Pp 1-10 (2022)
- Publication Year :
- 2022
- Publisher :
- Springer Science and Business Media LLC, 2022.
-
Abstract
- Hypoxia is common in non-small cell lung cancer (NSCLC) and an attractive therapeutic target. As hypoxia-targeting treatments are effective in patients with the most hypoxic tumours, we aimed to develop a lung adenocarcinoma (LUAD) hypoxia-related gene expression signature. RNAseq was used to identify genes significantly differentially expressed under hypoxia (1% O2) in four LUAD cell lines. Identified genes were used for unsupervised clustering of a TCGA-LUAD training dataset (n = 252) and in a machine learning approach to build a hypoxia-related signature. Thirty-five genes were upregulated in common in three of the four lines and reduced in the training cohort to a 28-gene signature. The signature was prognostic in the TCGA training (HR 2.12, 95% CI 1.34–3.37, p = 0.0011) and test (n = 250; HR 2.13, 95% CI 1.32–3.45, p = 0.0016) datasets. The signature was prognostic for overall survival in a meta-analysis of nine other datasets (n = 1257; HR 2.08, 95% CI 1.60–2.70, p
- Subjects :
- Lung Neoplasms
Multidisciplinary
Manchester Cancer Research Centre
Science
ResearchInstitutes_Networks_Beacons/mcrc
Adenocarcinoma of Lung
Prognosis
Article
Computational biology and bioinformatics
Up-Regulation
Gene Expression Regulation, Neoplastic
Oncology
Carcinoma, Non-Small-Cell Lung
Medicine
Cluster Analysis
Humans
Hypoxia
Transcriptome
Biomarkers
Cancer
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 12
- Database :
- OpenAIRE
- Journal :
- Scientific Reports
- Accession number :
- edsair.doi.dedup.....5fc4424dcb5564244f5c59d44519aeae
- Full Text :
- https://doi.org/10.1038/s41598-022-05385-7