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Development and validation of a hypoxia-associated signature for lung adenocarcinoma
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 identi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8789914/ https://www.ncbi.nlm.nih.gov/pubmed/35079065 http://dx.doi.org/10.1038/s41598-022-05385-7 |
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author | Lane, Brian Khan, Mairah T. Choudhury, Ananya Salem, Ahmed West, Catharine M. L. |
author_facet | Lane, Brian Khan, Mairah T. Choudhury, Ananya Salem, Ahmed West, Catharine M. L. |
author_sort | Lane, Brian |
collection | PubMed |
description | 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% O(2)) 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 < 0.0001). The 28-gene LUAD hypoxia related signature can be taken forward for further validation using a suitable gene expression platform. |
format | Online Article Text |
id | pubmed-8789914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-87899142022-01-27 Development and validation of a hypoxia-associated signature for lung adenocarcinoma Lane, Brian Khan, Mairah T. Choudhury, Ananya Salem, Ahmed West, Catharine M. L. Sci Rep Article 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% O(2)) 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 < 0.0001). The 28-gene LUAD hypoxia related signature can be taken forward for further validation using a suitable gene expression platform. Nature Publishing Group UK 2022-01-25 /pmc/articles/PMC8789914/ /pubmed/35079065 http://dx.doi.org/10.1038/s41598-022-05385-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lane, Brian Khan, Mairah T. Choudhury, Ananya Salem, Ahmed West, Catharine M. L. Development and validation of a hypoxia-associated signature for lung adenocarcinoma |
title | Development and validation of a hypoxia-associated signature for lung adenocarcinoma |
title_full | Development and validation of a hypoxia-associated signature for lung adenocarcinoma |
title_fullStr | Development and validation of a hypoxia-associated signature for lung adenocarcinoma |
title_full_unstemmed | Development and validation of a hypoxia-associated signature for lung adenocarcinoma |
title_short | Development and validation of a hypoxia-associated signature for lung adenocarcinoma |
title_sort | development and validation of a hypoxia-associated signature for lung adenocarcinoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8789914/ https://www.ncbi.nlm.nih.gov/pubmed/35079065 http://dx.doi.org/10.1038/s41598-022-05385-7 |
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