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m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles

BACKGROUND: The analysis and comparison of RNA m(6)A methylation profiles have become increasingly important for understanding the post-transcriptional regulations of gene expression. However, current m(6)A profiles in public databases are not readily intercomparable, where heterogeneous profiles fr...

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Autores principales: Li, Jianwei, Huang, Yan, Cui, Qinghua, Zhou, Yuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6988237/
https://www.ncbi.nlm.nih.gov/pubmed/31996134
http://dx.doi.org/10.1186/s12859-020-3380-6
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author Li, Jianwei
Huang, Yan
Cui, Qinghua
Zhou, Yuan
author_facet Li, Jianwei
Huang, Yan
Cui, Qinghua
Zhou, Yuan
author_sort Li, Jianwei
collection PubMed
description BACKGROUND: The analysis and comparison of RNA m(6)A methylation profiles have become increasingly important for understanding the post-transcriptional regulations of gene expression. However, current m(6)A profiles in public databases are not readily intercomparable, where heterogeneous profiles from the same experimental report but different cell types showed unwanted high correlations. RESULTS: Several normalizing or correcting methods were tested to remove such laboratory bias. And m6Acorr, an effective pipeline for correcting m(6)A profiles, was presented on the basis of quantile normalization and empirical Bayes batch regression method. m6Acorr could efficiently correct laboratory bias in the simulated dataset and real m(6)A profiles in public databases. The preservation of biological signals was examined after correction, and m6Acorr was found to better preserve differential methylation signals, m(6)A regulated targets, and m(6)A-related biological features than alternative methods. Finally, the m6Acorr server was established. This server could eliminate the potential laboratory bias in m(6)A methylation profiles and perform profile–profile comparisons and functional analysis of hyper- (hypo-) methylated genes based on corrected methylation profiles. CONCLUSION: m6Acorr was established to correct the existing laboratory bias in RNA m(6)A methylation profiles and perform profile comparisons on the corrected datasets. The m6Acorr server is available at http://www.rnanut.net/m6Acorr. A stand-alone version with the correction function is also available in GitHub at https://github.com/emersON106/m6Acorr.
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spelling pubmed-69882372020-01-31 m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles Li, Jianwei Huang, Yan Cui, Qinghua Zhou, Yuan BMC Bioinformatics Software BACKGROUND: The analysis and comparison of RNA m(6)A methylation profiles have become increasingly important for understanding the post-transcriptional regulations of gene expression. However, current m(6)A profiles in public databases are not readily intercomparable, where heterogeneous profiles from the same experimental report but different cell types showed unwanted high correlations. RESULTS: Several normalizing or correcting methods were tested to remove such laboratory bias. And m6Acorr, an effective pipeline for correcting m(6)A profiles, was presented on the basis of quantile normalization and empirical Bayes batch regression method. m6Acorr could efficiently correct laboratory bias in the simulated dataset and real m(6)A profiles in public databases. The preservation of biological signals was examined after correction, and m6Acorr was found to better preserve differential methylation signals, m(6)A regulated targets, and m(6)A-related biological features than alternative methods. Finally, the m6Acorr server was established. This server could eliminate the potential laboratory bias in m(6)A methylation profiles and perform profile–profile comparisons and functional analysis of hyper- (hypo-) methylated genes based on corrected methylation profiles. CONCLUSION: m6Acorr was established to correct the existing laboratory bias in RNA m(6)A methylation profiles and perform profile comparisons on the corrected datasets. The m6Acorr server is available at http://www.rnanut.net/m6Acorr. A stand-alone version with the correction function is also available in GitHub at https://github.com/emersON106/m6Acorr. BioMed Central 2020-01-29 /pmc/articles/PMC6988237/ /pubmed/31996134 http://dx.doi.org/10.1186/s12859-020-3380-6 Text en © The Author(s). 2020 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Software
Li, Jianwei
Huang, Yan
Cui, Qinghua
Zhou, Yuan
m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles
title m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles
title_full m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles
title_fullStr m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles
title_full_unstemmed m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles
title_short m6Acorr: an online tool for the correction and comparison of m(6)A methylation profiles
title_sort m6acorr: an online tool for the correction and comparison of m(6)a methylation profiles
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6988237/
https://www.ncbi.nlm.nih.gov/pubmed/31996134
http://dx.doi.org/10.1186/s12859-020-3380-6
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