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Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis

Neurodegenerative as well as autoimmune diseases have unclear aetiologies, but an increasing number of evidences report for a combination of genetic and epigenetic alterations that predispose for the development of disease. This review examines the major milestones in epigenetics research in the con...

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Autores principales: Khanam Irin, Afroza, Tom Kodamullil, Alpha, Gündel, Michaela, Hofmann-Apitius, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4655260/
https://www.ncbi.nlm.nih.gov/pubmed/26636108
http://dx.doi.org/10.1155/2015/737168
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author Khanam Irin, Afroza
Tom Kodamullil, Alpha
Gündel, Michaela
Hofmann-Apitius, Martin
author_facet Khanam Irin, Afroza
Tom Kodamullil, Alpha
Gündel, Michaela
Hofmann-Apitius, Martin
author_sort Khanam Irin, Afroza
collection PubMed
description Neurodegenerative as well as autoimmune diseases have unclear aetiologies, but an increasing number of evidences report for a combination of genetic and epigenetic alterations that predispose for the development of disease. This review examines the major milestones in epigenetics research in the context of diseases and various computational approaches developed in the last decades to unravel new epigenetic modifications. However, there are limited studies that systematically link genetic and epigenetic alterations of DNA to the aetiology of diseases. In this work, we demonstrate how disease-related epigenetic knowledge can be systematically captured and integrated with heterogeneous information into a functional context using Biological Expression Language (BEL). This novel methodology, based on BEL, enables us to integrate epigenetic modifications such as DNA methylation or acetylation of histones into a specific disease network. As an example, we depict the integration of epigenetic and genetic factors in a functional context specific to Parkinson's disease (PD) and Multiple Sclerosis (MS).
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spelling pubmed-46552602015-12-03 Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis Khanam Irin, Afroza Tom Kodamullil, Alpha Gündel, Michaela Hofmann-Apitius, Martin J Immunol Res Review Article Neurodegenerative as well as autoimmune diseases have unclear aetiologies, but an increasing number of evidences report for a combination of genetic and epigenetic alterations that predispose for the development of disease. This review examines the major milestones in epigenetics research in the context of diseases and various computational approaches developed in the last decades to unravel new epigenetic modifications. However, there are limited studies that systematically link genetic and epigenetic alterations of DNA to the aetiology of diseases. In this work, we demonstrate how disease-related epigenetic knowledge can be systematically captured and integrated with heterogeneous information into a functional context using Biological Expression Language (BEL). This novel methodology, based on BEL, enables us to integrate epigenetic modifications such as DNA methylation or acetylation of histones into a specific disease network. As an example, we depict the integration of epigenetic and genetic factors in a functional context specific to Parkinson's disease (PD) and Multiple Sclerosis (MS). Hindawi Publishing Corporation 2015 2015-11-09 /pmc/articles/PMC4655260/ /pubmed/26636108 http://dx.doi.org/10.1155/2015/737168 Text en Copyright © 2015 Afroza Khanam Irin et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Khanam Irin, Afroza
Tom Kodamullil, Alpha
Gündel, Michaela
Hofmann-Apitius, Martin
Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis
title Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis
title_full Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis
title_fullStr Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis
title_full_unstemmed Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis
title_short Computational Modelling Approaches on Epigenetic Factors in Neurodegenerative and Autoimmune Diseases and Their Mechanistic Analysis
title_sort computational modelling approaches on epigenetic factors in neurodegenerative and autoimmune diseases and their mechanistic analysis
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4655260/
https://www.ncbi.nlm.nih.gov/pubmed/26636108
http://dx.doi.org/10.1155/2015/737168
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