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DAMEfinder: a method to detect differential allele-specific methylation

BACKGROUND: DNA methylation is a highly studied epigenetic signature that is associated with regulation of gene expression, whereby genes with high levels of promoter methylation are generally repressed. Genomic imprinting occurs when one of the parental alleles is methylated, i.e., when there is in...

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Autores principales: Orjuela, Stephany, Machlab, Dania, Menigatti, Mirco, Marra, Giancarlo, Robinson, Mark D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7268773/
https://www.ncbi.nlm.nih.gov/pubmed/32487212
http://dx.doi.org/10.1186/s13072-020-00346-8
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author Orjuela, Stephany
Machlab, Dania
Menigatti, Mirco
Marra, Giancarlo
Robinson, Mark D.
author_facet Orjuela, Stephany
Machlab, Dania
Menigatti, Mirco
Marra, Giancarlo
Robinson, Mark D.
author_sort Orjuela, Stephany
collection PubMed
description BACKGROUND: DNA methylation is a highly studied epigenetic signature that is associated with regulation of gene expression, whereby genes with high levels of promoter methylation are generally repressed. Genomic imprinting occurs when one of the parental alleles is methylated, i.e., when there is inherited allele-specific methylation (ASM). A special case of imprinting occurs during X chromosome inactivation in females, where one of the two X chromosomes is silenced, to achieve dosage compensation between the sexes. Another more widespread form of ASM is sequence dependent (SD-ASM), where ASM is linked to a nearby heterozygous single nucleotide polymorphism (SNP). RESULTS: We developed a method to screen for genomic regions that exhibit loss or gain of ASM in samples from two conditions (treatments, diseases, etc.). The method relies on the availability of bisulfite sequencing data from multiple samples of the two conditions. We leverage other established computational methods to screen for these regions within a new R package called DAMEfinder. It calculates an ASM score for all CpG sites or pairs in the genome of each sample, and then quantifies the change in ASM between conditions. It then clusters nearby CpG sites with consistent change into regions. In the absence of SNP information, our method relies only on reads to quantify ASM. This novel ASM score compares favorably to current methods that also screen for ASM. Not only does it easily discern between imprinted and non-imprinted regions, but also females from males based on X chromosome inactivation. We also applied DAMEfinder to a colorectal cancer dataset and observed that colorectal cancer subtypes are distinguishable according to their ASM signature. We also re-discover known cases of loss of imprinting. CONCLUSION: We have designed DAMEfinder to detect regions of differential ASM (DAMEs), which is a more refined definition of differential methylation, and can therefore help in breaking down the complexity of DNA methylation and its influence in development and disease.
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spelling pubmed-72687732020-06-08 DAMEfinder: a method to detect differential allele-specific methylation Orjuela, Stephany Machlab, Dania Menigatti, Mirco Marra, Giancarlo Robinson, Mark D. Epigenetics Chromatin Methodology BACKGROUND: DNA methylation is a highly studied epigenetic signature that is associated with regulation of gene expression, whereby genes with high levels of promoter methylation are generally repressed. Genomic imprinting occurs when one of the parental alleles is methylated, i.e., when there is inherited allele-specific methylation (ASM). A special case of imprinting occurs during X chromosome inactivation in females, where one of the two X chromosomes is silenced, to achieve dosage compensation between the sexes. Another more widespread form of ASM is sequence dependent (SD-ASM), where ASM is linked to a nearby heterozygous single nucleotide polymorphism (SNP). RESULTS: We developed a method to screen for genomic regions that exhibit loss or gain of ASM in samples from two conditions (treatments, diseases, etc.). The method relies on the availability of bisulfite sequencing data from multiple samples of the two conditions. We leverage other established computational methods to screen for these regions within a new R package called DAMEfinder. It calculates an ASM score for all CpG sites or pairs in the genome of each sample, and then quantifies the change in ASM between conditions. It then clusters nearby CpG sites with consistent change into regions. In the absence of SNP information, our method relies only on reads to quantify ASM. This novel ASM score compares favorably to current methods that also screen for ASM. Not only does it easily discern between imprinted and non-imprinted regions, but also females from males based on X chromosome inactivation. We also applied DAMEfinder to a colorectal cancer dataset and observed that colorectal cancer subtypes are distinguishable according to their ASM signature. We also re-discover known cases of loss of imprinting. CONCLUSION: We have designed DAMEfinder to detect regions of differential ASM (DAMEs), which is a more refined definition of differential methylation, and can therefore help in breaking down the complexity of DNA methylation and its influence in development and disease. BioMed Central 2020-06-01 /pmc/articles/PMC7268773/ /pubmed/32487212 http://dx.doi.org/10.1186/s13072-020-00346-8 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 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 in a credit line to the data.
spellingShingle Methodology
Orjuela, Stephany
Machlab, Dania
Menigatti, Mirco
Marra, Giancarlo
Robinson, Mark D.
DAMEfinder: a method to detect differential allele-specific methylation
title DAMEfinder: a method to detect differential allele-specific methylation
title_full DAMEfinder: a method to detect differential allele-specific methylation
title_fullStr DAMEfinder: a method to detect differential allele-specific methylation
title_full_unstemmed DAMEfinder: a method to detect differential allele-specific methylation
title_short DAMEfinder: a method to detect differential allele-specific methylation
title_sort damefinder: a method to detect differential allele-specific methylation
topic Methodology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7268773/
https://www.ncbi.nlm.nih.gov/pubmed/32487212
http://dx.doi.org/10.1186/s13072-020-00346-8
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