Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Aran, Dvir, Sirota, Marina, Butte, Atul J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
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
_version_ 1782404369914789888
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