Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782283117030014976 |
---|---|
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/. |
format | Online Article Text |
id | pubmed-3764200 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT wudingming fastdmaaninfiniumhumanmethylation450beadchipanalyzer AT gujin fastdmaaninfiniumhumanmethylation450beadchipanalyzer AT zhangmichaelq fastdmaaninfiniumhumanmethylation450beadchipanalyzer |