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A review of protein–protein interaction network alignment: From pathway comparison to global alignment
Network alignment provides a comprehensive way to discover the similar parts between molecular systems of different species based on topological and biological similarity. With such a strong basis, one can do comparative studies at a systems level in the field of computational biology. In this surve...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7533294/ https://www.ncbi.nlm.nih.gov/pubmed/33033584 http://dx.doi.org/10.1016/j.csbj.2020.09.011 |
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author | Ma, Cheng-Yu Liao, Chung-Shou |
author_facet | Ma, Cheng-Yu Liao, Chung-Shou |
author_sort | Ma, Cheng-Yu |
collection | PubMed |
description | Network alignment provides a comprehensive way to discover the similar parts between molecular systems of different species based on topological and biological similarity. With such a strong basis, one can do comparative studies at a systems level in the field of computational biology. In this survey paper, we focus on protein–protein interaction networks and review some representative algorithms for network alignment in the past two decades as well as the state-of-the-art aligners. We also introduce the most popular evaluation measures in the literature to benchmark the performance of these approaches. Finally, we address several future challenges and the possible ways to conquer the existing problems of biological network alignment. |
format | Online Article Text |
id | pubmed-7533294 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-75332942020-10-07 A review of protein–protein interaction network alignment: From pathway comparison to global alignment Ma, Cheng-Yu Liao, Chung-Shou Comput Struct Biotechnol J Review Article Network alignment provides a comprehensive way to discover the similar parts between molecular systems of different species based on topological and biological similarity. With such a strong basis, one can do comparative studies at a systems level in the field of computational biology. In this survey paper, we focus on protein–protein interaction networks and review some representative algorithms for network alignment in the past two decades as well as the state-of-the-art aligners. We also introduce the most popular evaluation measures in the literature to benchmark the performance of these approaches. Finally, we address several future challenges and the possible ways to conquer the existing problems of biological network alignment. Research Network of Computational and Structural Biotechnology 2020-09-18 /pmc/articles/PMC7533294/ /pubmed/33033584 http://dx.doi.org/10.1016/j.csbj.2020.09.011 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Review Article Ma, Cheng-Yu Liao, Chung-Shou A review of protein–protein interaction network alignment: From pathway comparison to global alignment |
title | A review of protein–protein interaction network alignment: From pathway comparison to global alignment |
title_full | A review of protein–protein interaction network alignment: From pathway comparison to global alignment |
title_fullStr | A review of protein–protein interaction network alignment: From pathway comparison to global alignment |
title_full_unstemmed | A review of protein–protein interaction network alignment: From pathway comparison to global alignment |
title_short | A review of protein–protein interaction network alignment: From pathway comparison to global alignment |
title_sort | review of protein–protein interaction network alignment: from pathway comparison to global alignment |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7533294/ https://www.ncbi.nlm.nih.gov/pubmed/33033584 http://dx.doi.org/10.1016/j.csbj.2020.09.011 |
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