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Between-array normalization for 450K data

The Illumina Infinium HumanMethylation450 BeadChip is frequently used in epigenetic research. Besides quantile normalization there is currently no standard method to normalize the data between arrays. We describe some properties of the data generated by this platform and present a normalization meth...

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Detalles Bibliográficos
Autores principales: Heiss, Jonathan A., Brenner, Hermann
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4354407/
https://www.ncbi.nlm.nih.gov/pubmed/25806048
http://dx.doi.org/10.3389/fgene.2015.00092
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author Heiss, Jonathan A.
Brenner, Hermann
author_facet Heiss, Jonathan A.
Brenner, Hermann
author_sort Heiss, Jonathan A.
collection PubMed
description The Illumina Infinium HumanMethylation450 BeadChip is frequently used in epigenetic research. Besides quantile normalization there is currently no standard method to normalize the data between arrays. We describe some properties of the data generated by this platform and present a normalization method based on local regression. We compare the performance of this method with other commonly used approaches in three benchmarks (correlation between 21 pairs of technical replicates, detection of differential methylation and correlation of methylation levels for smoking-associated CpG sites with smoking behavior of 655 participants of an epidemiological study). Results indicate that the proposed method improves reproducibility, whereas some commonly used methods can have adverse effects.
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spelling pubmed-43544072015-03-24 Between-array normalization for 450K data Heiss, Jonathan A. Brenner, Hermann Front Genet Genetics The Illumina Infinium HumanMethylation450 BeadChip is frequently used in epigenetic research. Besides quantile normalization there is currently no standard method to normalize the data between arrays. We describe some properties of the data generated by this platform and present a normalization method based on local regression. We compare the performance of this method with other commonly used approaches in three benchmarks (correlation between 21 pairs of technical replicates, detection of differential methylation and correlation of methylation levels for smoking-associated CpG sites with smoking behavior of 655 participants of an epidemiological study). Results indicate that the proposed method improves reproducibility, whereas some commonly used methods can have adverse effects. Frontiers Media S.A. 2015-03-10 /pmc/articles/PMC4354407/ /pubmed/25806048 http://dx.doi.org/10.3389/fgene.2015.00092 Text en Copyright © 2015 Heiss and Brenner. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Heiss, Jonathan A.
Brenner, Hermann
Between-array normalization for 450K data
title Between-array normalization for 450K data
title_full Between-array normalization for 450K data
title_fullStr Between-array normalization for 450K data
title_full_unstemmed Between-array normalization for 450K data
title_short Between-array normalization for 450K data
title_sort between-array normalization for 450k data
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4354407/
https://www.ncbi.nlm.nih.gov/pubmed/25806048
http://dx.doi.org/10.3389/fgene.2015.00092
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