Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lane, Brian, Khan, Mairah T., Choudhury, Ananya, Salem, Ahmed, West, Catharine M. L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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
_version_ 1784639883161108480
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
work_keys_str_mv AT lanebrian developmentandvalidationofahypoxiaassociatedsignatureforlungadenocarcinoma
AT khanmairaht developmentandvalidationofahypoxiaassociatedsignatureforlungadenocarcinoma
AT choudhuryananya developmentandvalidationofahypoxiaassociatedsignatureforlungadenocarcinoma
AT salemahmed developmentandvalidationofahypoxiaassociatedsignatureforlungadenocarcinoma
AT westcatharineml developmentandvalidationofahypoxiaassociatedsignatureforlungadenocarcinoma