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Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array

BACKGROUND: The Illumina HumanMethylation450 BeadChip (HM450K) measures the DNA methylation of 485,512 CpGs in the human genome. The technology relies on hybridization of genomic fragments to probes on the chip. However, certain genomic factors may compromise the ability to measure methylation using...

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Autores principales: Naeem, Haroon, Wong, Nicholas C, Chatterton, Zac, Hong, Matthew K H, Pedersen, John S, Corcoran, Niall M, Hovens, Christopher M, Macintyre, Geoff
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3943510/
https://www.ncbi.nlm.nih.gov/pubmed/24447442
http://dx.doi.org/10.1186/1471-2164-15-51
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author Naeem, Haroon
Wong, Nicholas C
Chatterton, Zac
Hong, Matthew K H
Pedersen, John S
Corcoran, Niall M
Hovens, Christopher M
Macintyre, Geoff
author_facet Naeem, Haroon
Wong, Nicholas C
Chatterton, Zac
Hong, Matthew K H
Pedersen, John S
Corcoran, Niall M
Hovens, Christopher M
Macintyre, Geoff
author_sort Naeem, Haroon
collection PubMed
description BACKGROUND: The Illumina HumanMethylation450 BeadChip (HM450K) measures the DNA methylation of 485,512 CpGs in the human genome. The technology relies on hybridization of genomic fragments to probes on the chip. However, certain genomic factors may compromise the ability to measure methylation using the array such as single nucleotide polymorphisms (SNPs), small insertions and deletions (INDELs), repetitive DNA, and regions with reduced genomic complexity. Currently, there is no clear method or pipeline for determining which of the probes on the HM450K bead array should be retained for subsequent analysis in light of these issues. RESULTS: We comprehensively assessed the effects of SNPs, INDELs, repeats and bisulfite induced reduced genomic complexity by comparing HM450K bead array results with whole genome bisulfite sequencing. We determined which CpG probes provided accurate or noisy signals. From this, we derived a set of high-quality probes that provide unadulterated measurements of DNA methylation. CONCLUSIONS: Our method significantly reduces the risk of false discoveries when using the HM450K bead array, while maximising the power of the array to detect methylation status genome-wide. Additionally, we demonstrate the utility of our method through extraction of biologically relevant epigenetic changes in prostate cancer. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2164-15-51) contains supplementary material, which is available to authorized users.
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spelling pubmed-39435102014-03-06 Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array Naeem, Haroon Wong, Nicholas C Chatterton, Zac Hong, Matthew K H Pedersen, John S Corcoran, Niall M Hovens, Christopher M Macintyre, Geoff BMC Genomics Methodology Article BACKGROUND: The Illumina HumanMethylation450 BeadChip (HM450K) measures the DNA methylation of 485,512 CpGs in the human genome. The technology relies on hybridization of genomic fragments to probes on the chip. However, certain genomic factors may compromise the ability to measure methylation using the array such as single nucleotide polymorphisms (SNPs), small insertions and deletions (INDELs), repetitive DNA, and regions with reduced genomic complexity. Currently, there is no clear method or pipeline for determining which of the probes on the HM450K bead array should be retained for subsequent analysis in light of these issues. RESULTS: We comprehensively assessed the effects of SNPs, INDELs, repeats and bisulfite induced reduced genomic complexity by comparing HM450K bead array results with whole genome bisulfite sequencing. We determined which CpG probes provided accurate or noisy signals. From this, we derived a set of high-quality probes that provide unadulterated measurements of DNA methylation. CONCLUSIONS: Our method significantly reduces the risk of false discoveries when using the HM450K bead array, while maximising the power of the array to detect methylation status genome-wide. Additionally, we demonstrate the utility of our method through extraction of biologically relevant epigenetic changes in prostate cancer. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2164-15-51) contains supplementary material, which is available to authorized users. BioMed Central 2014-01-22 /pmc/articles/PMC3943510/ /pubmed/24447442 http://dx.doi.org/10.1186/1471-2164-15-51 Text en © Naeem et al.; licensee BioMed Central Ltd. 2014 This article is published under license to BioMed Central Ltd. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methodology Article
Naeem, Haroon
Wong, Nicholas C
Chatterton, Zac
Hong, Matthew K H
Pedersen, John S
Corcoran, Niall M
Hovens, Christopher M
Macintyre, Geoff
Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array
title Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array
title_full Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array
title_fullStr Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array
title_full_unstemmed Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array
title_short Reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the HumanMethylation450 array
title_sort reducing the risk of false discovery enabling identification of biologically significant genome-wide methylation status using the humanmethylation450 array
topic Methodology Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3943510/
https://www.ncbi.nlm.nih.gov/pubmed/24447442
http://dx.doi.org/10.1186/1471-2164-15-51
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