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Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus

BACKGROUND: Identification of differentially methylated regions (DMRs) is the initial step towards the study of DNA methylation-mediated gene regulation. Previous approaches to call DMRs suffer from false prediction, use extreme resources, and/or require library installation and input conversion. RE...

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Autores principales: Condon, David E., Tran, Phu V., Lien, Yu-Chin, Schug, Jonathan, Georgieff, Michael K., Simmons, Rebecca A., Won, Kyoung-Jae
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5800085/
https://www.ncbi.nlm.nih.gov/pubmed/29402210
http://dx.doi.org/10.1186/s12859-018-2037-1
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author Condon, David E.
Tran, Phu V.
Lien, Yu-Chin
Schug, Jonathan
Georgieff, Michael K.
Simmons, Rebecca A.
Won, Kyoung-Jae
author_facet Condon, David E.
Tran, Phu V.
Lien, Yu-Chin
Schug, Jonathan
Georgieff, Michael K.
Simmons, Rebecca A.
Won, Kyoung-Jae
author_sort Condon, David E.
collection PubMed
description BACKGROUND: Identification of differentially methylated regions (DMRs) is the initial step towards the study of DNA methylation-mediated gene regulation. Previous approaches to call DMRs suffer from false prediction, use extreme resources, and/or require library installation and input conversion. RESULTS: We developed a new approach called Defiant to identify DMRs. Employing Weighted Welch Expansion (WWE), Defiant showed superior performance to other predictors in the series of benchmarking tests on artificial and real data. Defiant was subsequently used to investigate DNA methylation changes in iron-deficient rat hippocampus. Defiant identified DMRs close to genes associated with neuronal development and plasticity, which were not identified by its competitor. Importantly, Defiant runs between 5 to 479 times faster than currently available software packages. Also, Defiant accepts 10 different input formats widely used for DNA methylation data. CONCLUSIONS: Defiant effectively identifies DMRs for whole-genome bisulfite sequencing (WGBS), reduced-representation bisulfite sequencing (RRBS), Tet-assisted bisulfite sequencing (TAB-seq), and HpaII tiny fragment enrichment by ligation-mediated PCR-tag (HELP) assays. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2037-1) contains supplementary material, which is available to authorized users.
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spelling pubmed-58000852018-02-13 Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus Condon, David E. Tran, Phu V. Lien, Yu-Chin Schug, Jonathan Georgieff, Michael K. Simmons, Rebecca A. Won, Kyoung-Jae BMC Bioinformatics Software BACKGROUND: Identification of differentially methylated regions (DMRs) is the initial step towards the study of DNA methylation-mediated gene regulation. Previous approaches to call DMRs suffer from false prediction, use extreme resources, and/or require library installation and input conversion. RESULTS: We developed a new approach called Defiant to identify DMRs. Employing Weighted Welch Expansion (WWE), Defiant showed superior performance to other predictors in the series of benchmarking tests on artificial and real data. Defiant was subsequently used to investigate DNA methylation changes in iron-deficient rat hippocampus. Defiant identified DMRs close to genes associated with neuronal development and plasticity, which were not identified by its competitor. Importantly, Defiant runs between 5 to 479 times faster than currently available software packages. Also, Defiant accepts 10 different input formats widely used for DNA methylation data. CONCLUSIONS: Defiant effectively identifies DMRs for whole-genome bisulfite sequencing (WGBS), reduced-representation bisulfite sequencing (RRBS), Tet-assisted bisulfite sequencing (TAB-seq), and HpaII tiny fragment enrichment by ligation-mediated PCR-tag (HELP) assays. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2037-1) contains supplementary material, which is available to authorized users. BioMed Central 2018-02-05 /pmc/articles/PMC5800085/ /pubmed/29402210 http://dx.doi.org/10.1186/s12859-018-2037-1 Text en © The Author(s). 2018 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
Condon, David E.
Tran, Phu V.
Lien, Yu-Chin
Schug, Jonathan
Georgieff, Michael K.
Simmons, Rebecca A.
Won, Kyoung-Jae
Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus
title Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus
title_full Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus
title_fullStr Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus
title_full_unstemmed Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus
title_short Defiant: (DMRs: easy, fast, identification and ANnoTation) identifies differentially Methylated regions from iron-deficient rat hippocampus
title_sort defiant: (dmrs: easy, fast, identification and annotation) identifies differentially methylated regions from iron-deficient rat hippocampus
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5800085/
https://www.ncbi.nlm.nih.gov/pubmed/29402210
http://dx.doi.org/10.1186/s12859-018-2037-1
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