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A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms
Motivation: A protein complex is the combination of proteins which interact with each other. Protein–protein interaction (PPI) networks are composed of multiple protein complexes. It is very difficult to recognize protein complexes from PPI data due to the noise of PPI. Results: We proposed a new me...
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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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8711776/ https://www.ncbi.nlm.nih.gov/pubmed/34966415 http://dx.doi.org/10.3389/fgene.2021.792265 |
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author | Wang, Xiaoting Zhang, Nan Zhao, Yulan Wang, Juan |
author_facet | Wang, Xiaoting Zhang, Nan Zhao, Yulan Wang, Juan |
author_sort | Wang, Xiaoting |
collection | PubMed |
description | Motivation: A protein complex is the combination of proteins which interact with each other. Protein–protein interaction (PPI) networks are composed of multiple protein complexes. It is very difficult to recognize protein complexes from PPI data due to the noise of PPI. Results: We proposed a new method, called Topology and Semantic Similarity Network (TSSN), based on topological structure characteristics and biological characteristics to construct the PPI. Experiments show that the TSSN can filter the noise of PPI data. We proposed a new algorithm, called Neighbor Nodes of Proteins (NNP), for recognizing protein complexes by considering their topology information. Experiments show that the algorithm can identify more protein complexes and more accurately. The recognition of protein complexes is vital in research on evolution analysis. Availability and implementation: https://github.com/bioinformatical-code/NNP. |
format | Online Article Text |
id | pubmed-8711776 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87117762021-12-28 A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms Wang, Xiaoting Zhang, Nan Zhao, Yulan Wang, Juan Front Genet Genetics Motivation: A protein complex is the combination of proteins which interact with each other. Protein–protein interaction (PPI) networks are composed of multiple protein complexes. It is very difficult to recognize protein complexes from PPI data due to the noise of PPI. Results: We proposed a new method, called Topology and Semantic Similarity Network (TSSN), based on topological structure characteristics and biological characteristics to construct the PPI. Experiments show that the TSSN can filter the noise of PPI data. We proposed a new algorithm, called Neighbor Nodes of Proteins (NNP), for recognizing protein complexes by considering their topology information. Experiments show that the algorithm can identify more protein complexes and more accurately. The recognition of protein complexes is vital in research on evolution analysis. Availability and implementation: https://github.com/bioinformatical-code/NNP. Frontiers Media S.A. 2021-12-13 /pmc/articles/PMC8711776/ /pubmed/34966415 http://dx.doi.org/10.3389/fgene.2021.792265 Text en Copyright © 2021 Wang, Zhang, Zhao and Wang. 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 Wang, Xiaoting Zhang, Nan Zhao, Yulan Wang, Juan A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms |
title | A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms |
title_full | A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms |
title_fullStr | A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms |
title_full_unstemmed | A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms |
title_short | A New Method for Recognizing Protein Complexes Based on Protein Interaction Networks and GO Terms |
title_sort | new method for recognizing protein complexes based on protein interaction networks and go terms |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8711776/ https://www.ncbi.nlm.nih.gov/pubmed/34966415 http://dx.doi.org/10.3389/fgene.2021.792265 |
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