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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
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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. |
format | Online Article Text |
id | pubmed-4354407 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT heissjonathana betweenarraynormalizationfor450kdata AT brennerhermann betweenarraynormalizationfor450kdata |