Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wang, Xiaoting, Zhang, Nan, Zhao, Yulan, Wang, Juan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
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
_version_ 1784623427289612288
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
work_keys_str_mv AT wangxiaoting anewmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT zhangnan anewmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT zhaoyulan anewmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT wangjuan anewmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT wangxiaoting newmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT zhangnan newmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT zhaoyulan newmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms
AT wangjuan newmethodforrecognizingproteincomplexesbasedonproteininteractionnetworksandgoterms