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Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation
DNA methylation is a heritable epigenetic mark that plays a key role in regulating gene expression. Mathematical modeling has been extensively applied to unravel the regulatory mechanisms of this process. In this study, we aimed to investigate DNA methylation by performing a high-depth analysis of p...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7564540/ https://www.ncbi.nlm.nih.gov/pubmed/32899254 http://dx.doi.org/10.3390/biom10091271 |
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author | De Riso, Giulia Fiorillo, Damiano Francesco Giuseppe Fierro, Annalisa Cuomo, Mariella Chiariotti, Lorenzo Miele, Gennaro Cocozza, Sergio |
author_facet | De Riso, Giulia Fiorillo, Damiano Francesco Giuseppe Fierro, Annalisa Cuomo, Mariella Chiariotti, Lorenzo Miele, Gennaro Cocozza, Sergio |
author_sort | De Riso, Giulia |
collection | PubMed |
description | DNA methylation is a heritable epigenetic mark that plays a key role in regulating gene expression. Mathematical modeling has been extensively applied to unravel the regulatory mechanisms of this process. In this study, we aimed to investigate DNA methylation by performing a high-depth analysis of particular loci, and by subsequent modeling of the experimental results. In particular, we performed an in-deep DNA methylation profiling of two genomic loci surrounding the transcription start site of the D-Aspartate Oxidase and the D-Serine Oxidase genes in different samples (n = 51). We found evidence of cell-to-cell differences in DNA methylation status. However, these cell differences were maintained between different individuals, which indeed showed very similar DNA methylation profiles. Therefore, we hypothesized that the observed pattern of DNA methylation was the result of a dynamic balance between DNA methylation and demethylation, and that this balance was identical between individuals. We hence developed a simple mathematical model to test this hypothesis. Our model reliably captured the characteristics of the experimental data, suggesting that DNA methylation and demethylation work together in determining the methylation state of a locus. Furthermore, our model suggested that the methylation status of neighboring cytosines plays an important role in this balance. |
format | Online Article Text |
id | pubmed-7564540 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75645402020-10-29 Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation De Riso, Giulia Fiorillo, Damiano Francesco Giuseppe Fierro, Annalisa Cuomo, Mariella Chiariotti, Lorenzo Miele, Gennaro Cocozza, Sergio Biomolecules Article DNA methylation is a heritable epigenetic mark that plays a key role in regulating gene expression. Mathematical modeling has been extensively applied to unravel the regulatory mechanisms of this process. In this study, we aimed to investigate DNA methylation by performing a high-depth analysis of particular loci, and by subsequent modeling of the experimental results. In particular, we performed an in-deep DNA methylation profiling of two genomic loci surrounding the transcription start site of the D-Aspartate Oxidase and the D-Serine Oxidase genes in different samples (n = 51). We found evidence of cell-to-cell differences in DNA methylation status. However, these cell differences were maintained between different individuals, which indeed showed very similar DNA methylation profiles. Therefore, we hypothesized that the observed pattern of DNA methylation was the result of a dynamic balance between DNA methylation and demethylation, and that this balance was identical between individuals. We hence developed a simple mathematical model to test this hypothesis. Our model reliably captured the characteristics of the experimental data, suggesting that DNA methylation and demethylation work together in determining the methylation state of a locus. Furthermore, our model suggested that the methylation status of neighboring cytosines plays an important role in this balance. MDPI 2020-09-03 /pmc/articles/PMC7564540/ /pubmed/32899254 http://dx.doi.org/10.3390/biom10091271 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article De Riso, Giulia Fiorillo, Damiano Francesco Giuseppe Fierro, Annalisa Cuomo, Mariella Chiariotti, Lorenzo Miele, Gennaro Cocozza, Sergio Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation |
title | Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation |
title_full | Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation |
title_fullStr | Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation |
title_full_unstemmed | Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation |
title_short | Modeling DNA Methylation Profiles through a Dynamic Equilibrium between Methylation and Demethylation |
title_sort | modeling dna methylation profiles through a dynamic equilibrium between methylation and demethylation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7564540/ https://www.ncbi.nlm.nih.gov/pubmed/32899254 http://dx.doi.org/10.3390/biom10091271 |
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