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FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer

DNA methylation is vital for many essential biological processes and human diseases. Illumina Infinium HumanMethylation450 Beadchip is a recently developed platform studying genome-wide DNA methylation state on more than 480,000 CpG sites and a few CHG sites with high data quality. To analyze the da...

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Detalles Bibliográficos
Autores principales: Wu, Dingming, Gu, Jin, Zhang, Michael Q.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3764200/
https://www.ncbi.nlm.nih.gov/pubmed/24040221
http://dx.doi.org/10.1371/journal.pone.0074275
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author Wu, Dingming
Gu, Jin
Zhang, Michael Q.
author_facet Wu, Dingming
Gu, Jin
Zhang, Michael Q.
author_sort Wu, Dingming
collection PubMed
description DNA methylation is vital for many essential biological processes and human diseases. Illumina Infinium HumanMethylation450 Beadchip is a recently developed platform studying genome-wide DNA methylation state on more than 480,000 CpG sites and a few CHG sites with high data quality. To analyze the data of this promising platform, we developed FastDMA which can be used to identify significantly differentially methylated probes. Besides single probe analysis, FastDMA can also do region-based analysis for identifying the differentially methylated region (DMRs). A uniformed statistical model, analysis of covariance (ANCOVA), is used to achieve all the analyses in FastDMA. We apply FastDMA on three large-scale DNA methylation datasets from The Cancer Genome Atlas (TCGA) and find many differentially methylated genomic sites in different types of cancer. On the testing datasets, FastDMA shows much higher computational efficiency than current tools. FastDMA can benefit the data analyses of large-scale DNA methylation studies with an integrative pipeline and a high computational efficiency. The software is freely available via http://bioinfo.au.tsinghua.edu.cn/software/fastdma/.
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spelling pubmed-37642002013-09-13 FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer Wu, Dingming Gu, Jin Zhang, Michael Q. PLoS One Research Article DNA methylation is vital for many essential biological processes and human diseases. Illumina Infinium HumanMethylation450 Beadchip is a recently developed platform studying genome-wide DNA methylation state on more than 480,000 CpG sites and a few CHG sites with high data quality. To analyze the data of this promising platform, we developed FastDMA which can be used to identify significantly differentially methylated probes. Besides single probe analysis, FastDMA can also do region-based analysis for identifying the differentially methylated region (DMRs). A uniformed statistical model, analysis of covariance (ANCOVA), is used to achieve all the analyses in FastDMA. We apply FastDMA on three large-scale DNA methylation datasets from The Cancer Genome Atlas (TCGA) and find many differentially methylated genomic sites in different types of cancer. On the testing datasets, FastDMA shows much higher computational efficiency than current tools. FastDMA can benefit the data analyses of large-scale DNA methylation studies with an integrative pipeline and a high computational efficiency. The software is freely available via http://bioinfo.au.tsinghua.edu.cn/software/fastdma/. Public Library of Science 2013-09-05 /pmc/articles/PMC3764200/ /pubmed/24040221 http://dx.doi.org/10.1371/journal.pone.0074275 Text en © 2013 Wu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Wu, Dingming
Gu, Jin
Zhang, Michael Q.
FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer
title FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer
title_full FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer
title_fullStr FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer
title_full_unstemmed FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer
title_short FastDMA: An Infinium HumanMethylation450 Beadchip Analyzer
title_sort fastdma: an infinium humanmethylation450 beadchip analyzer
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3764200/
https://www.ncbi.nlm.nih.gov/pubmed/24040221
http://dx.doi.org/10.1371/journal.pone.0074275
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