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Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies
We present a set of statistical methods for the analysis of DNA methylation microarray data, which account for tumor purity. These methods are an extension of our previously developed method for purity estimation; our updated method is flexible, efficient, and does not require data from reference sa...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5267453/ https://www.ncbi.nlm.nih.gov/pubmed/28122605 http://dx.doi.org/10.1186/s13059-016-1143-5 |
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author | Zheng, Xiaoqi Zhang, Naiqian Wu, Hua-Jun Wu, Hao |
author_facet | Zheng, Xiaoqi Zhang, Naiqian Wu, Hua-Jun Wu, Hao |
author_sort | Zheng, Xiaoqi |
collection | PubMed |
description | We present a set of statistical methods for the analysis of DNA methylation microarray data, which account for tumor purity. These methods are an extension of our previously developed method for purity estimation; our updated method is flexible, efficient, and does not require data from reference samples or matched normal controls. We also present a method for incorporating purity information for differential methylation analysis. In addition, we propose a control-free differential methylation calling method when normal controls are not available. Extensive analyses of TCGA data demonstrate that our methods provide accurate results. All methods are implemented in InfiniumPurify. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-016-1143-5) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5267453 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-52674532017-02-01 Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies Zheng, Xiaoqi Zhang, Naiqian Wu, Hua-Jun Wu, Hao Genome Biol Method We present a set of statistical methods for the analysis of DNA methylation microarray data, which account for tumor purity. These methods are an extension of our previously developed method for purity estimation; our updated method is flexible, efficient, and does not require data from reference samples or matched normal controls. We also present a method for incorporating purity information for differential methylation analysis. In addition, we propose a control-free differential methylation calling method when normal controls are not available. Extensive analyses of TCGA data demonstrate that our methods provide accurate results. All methods are implemented in InfiniumPurify. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13059-016-1143-5) contains supplementary material, which is available to authorized users. BioMed Central 2017-01-25 /pmc/articles/PMC5267453/ /pubmed/28122605 http://dx.doi.org/10.1186/s13059-016-1143-5 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Method Zheng, Xiaoqi Zhang, Naiqian Wu, Hua-Jun Wu, Hao Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies |
title | Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies |
title_full | Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies |
title_fullStr | Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies |
title_full_unstemmed | Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies |
title_short | Estimating and accounting for tumor purity in the analysis of DNA methylation data from cancer studies |
title_sort | estimating and accounting for tumor purity in the analysis of dna methylation data from cancer studies |
topic | Method |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5267453/ https://www.ncbi.nlm.nih.gov/pubmed/28122605 http://dx.doi.org/10.1186/s13059-016-1143-5 |
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