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Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease
Inflammatory bowel disease (IBD) is a chronic immune-mediated condition arising due to complex interactions between multiple genetic and environmental factors. Despite recent advances, the pathogenesis of the condition is not fully understood and patients still experience suboptimal clinical outcome...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8566351/ https://www.ncbi.nlm.nih.gov/pubmed/34745229 http://dx.doi.org/10.3389/fgene.2021.760501 |
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author | Thomas, John P Modos, Dezso Korcsmaros, Tamas Brooks-Warburton, Johanne |
author_facet | Thomas, John P Modos, Dezso Korcsmaros, Tamas Brooks-Warburton, Johanne |
author_sort | Thomas, John P |
collection | PubMed |
description | Inflammatory bowel disease (IBD) is a chronic immune-mediated condition arising due to complex interactions between multiple genetic and environmental factors. Despite recent advances, the pathogenesis of the condition is not fully understood and patients still experience suboptimal clinical outcomes. Over the past few years, investigators are increasingly capturing multi-omics data from patient cohorts to better characterise the disease. However, reaching clinically translatable endpoints from these complex multi-omics datasets is an arduous task. Network biology, a branch of systems biology that utilises mathematical graph theory to represent, integrate and analyse biological data through networks, will be key to addressing this challenge. In this narrative review, we provide an overview of various types of network biology approaches that have been utilised in IBD including protein-protein interaction networks, metabolic networks, gene regulatory networks and gene co-expression networks. We also include examples of multi-layered networks that have combined various network types to gain deeper insights into IBD pathogenesis. Finally, we discuss the need to incorporate other data sources including metabolomic, histopathological, and high-quality clinical meta-data. Together with more robust network data integration and analysis frameworks, such efforts have the potential to realise the key goal of precision medicine in IBD. |
format | Online Article Text |
id | pubmed-8566351 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85663512021-11-05 Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease Thomas, John P Modos, Dezso Korcsmaros, Tamas Brooks-Warburton, Johanne Front Genet Genetics Inflammatory bowel disease (IBD) is a chronic immune-mediated condition arising due to complex interactions between multiple genetic and environmental factors. Despite recent advances, the pathogenesis of the condition is not fully understood and patients still experience suboptimal clinical outcomes. Over the past few years, investigators are increasingly capturing multi-omics data from patient cohorts to better characterise the disease. However, reaching clinically translatable endpoints from these complex multi-omics datasets is an arduous task. Network biology, a branch of systems biology that utilises mathematical graph theory to represent, integrate and analyse biological data through networks, will be key to addressing this challenge. In this narrative review, we provide an overview of various types of network biology approaches that have been utilised in IBD including protein-protein interaction networks, metabolic networks, gene regulatory networks and gene co-expression networks. We also include examples of multi-layered networks that have combined various network types to gain deeper insights into IBD pathogenesis. Finally, we discuss the need to incorporate other data sources including metabolomic, histopathological, and high-quality clinical meta-data. Together with more robust network data integration and analysis frameworks, such efforts have the potential to realise the key goal of precision medicine in IBD. Frontiers Media S.A. 2021-10-21 /pmc/articles/PMC8566351/ /pubmed/34745229 http://dx.doi.org/10.3389/fgene.2021.760501 Text en Copyright © 2021 Thomas, Modos, Korcsmaros and Brooks-Warburton. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Thomas, John P Modos, Dezso Korcsmaros, Tamas Brooks-Warburton, Johanne Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease |
title | Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease |
title_full | Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease |
title_fullStr | Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease |
title_full_unstemmed | Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease |
title_short | Network Biology Approaches to Achieve Precision Medicine in Inflammatory Bowel Disease |
title_sort | network biology approaches to achieve precision medicine in inflammatory bowel disease |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8566351/ https://www.ncbi.nlm.nih.gov/pubmed/34745229 http://dx.doi.org/10.3389/fgene.2021.760501 |
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