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Systematic pan-cancer analysis of tumour purity
The tumour microenvironment is the non-cancerous cells present in and around a tumour, including mainly immune cells, but also fibroblasts and cells that comprise supporting blood vessels. These non-cancerous components of the tumour may play an important role in cancer biology. They also have a str...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4671203/ https://www.ncbi.nlm.nih.gov/pubmed/26634437 http://dx.doi.org/10.1038/ncomms9971 |
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author | Aran, Dvir Sirota, Marina Butte, Atul J. |
author_facet | Aran, Dvir Sirota, Marina Butte, Atul J. |
author_sort | Aran, Dvir |
collection | PubMed |
description | The tumour microenvironment is the non-cancerous cells present in and around a tumour, including mainly immune cells, but also fibroblasts and cells that comprise supporting blood vessels. These non-cancerous components of the tumour may play an important role in cancer biology. They also have a strong influence on the genomic analysis of tumour samples, and may alter the biological interpretation of results. Here we present a systematic analysis using different measurement modalities of tumour purity in >10,000 samples across 21 cancer types from the Cancer Genome Atlas. Patients are stratified according to clinical features in an attempt to detect clinical differences driven by purity levels. We demonstrate the confounding effect of tumour purity on correlating and clustering tumours with transcriptomics data. Finally, using a differential expression method that accounts for tumour purity, we find an immunotherapy gene signature in several cancer types that is not detected by traditional differential expression analyses. |
format | Online Article Text |
id | pubmed-4671203 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-46712032016-01-07 Systematic pan-cancer analysis of tumour purity Aran, Dvir Sirota, Marina Butte, Atul J. Nat Commun Article The tumour microenvironment is the non-cancerous cells present in and around a tumour, including mainly immune cells, but also fibroblasts and cells that comprise supporting blood vessels. These non-cancerous components of the tumour may play an important role in cancer biology. They also have a strong influence on the genomic analysis of tumour samples, and may alter the biological interpretation of results. Here we present a systematic analysis using different measurement modalities of tumour purity in >10,000 samples across 21 cancer types from the Cancer Genome Atlas. Patients are stratified according to clinical features in an attempt to detect clinical differences driven by purity levels. We demonstrate the confounding effect of tumour purity on correlating and clustering tumours with transcriptomics data. Finally, using a differential expression method that accounts for tumour purity, we find an immunotherapy gene signature in several cancer types that is not detected by traditional differential expression analyses. Nature Publishing Group 2015-12-04 /pmc/articles/PMC4671203/ /pubmed/26634437 http://dx.doi.org/10.1038/ncomms9971 Text en Copyright © 2015, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Aran, Dvir Sirota, Marina Butte, Atul J. Systematic pan-cancer analysis of tumour purity |
title | Systematic pan-cancer analysis of tumour purity |
title_full | Systematic pan-cancer analysis of tumour purity |
title_fullStr | Systematic pan-cancer analysis of tumour purity |
title_full_unstemmed | Systematic pan-cancer analysis of tumour purity |
title_short | Systematic pan-cancer analysis of tumour purity |
title_sort | systematic pan-cancer analysis of tumour purity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4671203/ https://www.ncbi.nlm.nih.gov/pubmed/26634437 http://dx.doi.org/10.1038/ncomms9971 |
work_keys_str_mv | AT arandvir systematicpancanceranalysisoftumourpurity AT sirotamarina systematicpancanceranalysisoftumourpurity AT butteatulj systematicpancanceranalysisoftumourpurity |