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Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology

BACKGROUND: In many protein-protein interaction (PPI) networks, densely connected hub proteins are more likely to be essential proteins. This is referred to as the "centrality-lethality rule", which indicates that the topological placement of a protein in PPI network is connected with its...

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Autores principales: Ning, Kang, Ng, Hoong Kee, Srihari, Sriganesh, Leong, Hon Wai, Nesvizhskii, Alexey I
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3098085/
https://www.ncbi.nlm.nih.gov/pubmed/20939873
http://dx.doi.org/10.1186/1471-2105-11-505
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author Ning, Kang
Ng, Hoong Kee
Srihari, Sriganesh
Leong, Hon Wai
Nesvizhskii, Alexey I
author_facet Ning, Kang
Ng, Hoong Kee
Srihari, Sriganesh
Leong, Hon Wai
Nesvizhskii, Alexey I
author_sort Ning, Kang
collection PubMed
description BACKGROUND: In many protein-protein interaction (PPI) networks, densely connected hub proteins are more likely to be essential proteins. This is referred to as the "centrality-lethality rule", which indicates that the topological placement of a protein in PPI network is connected with its biological essentiality. Though such connections are observed in many PPI networks, the underlying topological properties for these connections are not yet clearly understood. Some suggested putative connections are the involvement of essential proteins in the maintenance of overall network connections, or that they play a role in essential protein clusters. In this work, we have attempted to examine the placement of essential proteins and the network topology from a different perspective by determining the correlation of protein essentiality and reverse nearest neighbor topology (RNN). RESULTS: The RNN topology is a weighted directed graph derived from PPI network, and it is a natural representation of the topological dependences between proteins within the PPI network. Similar to the original PPI network, we have observed that essential proteins tend to be hub proteins in RNN topology. Additionally, essential genes are enriched in clusters containing many hub proteins in RNN topology (RNN protein clusters). Based on these two properties of essential genes in RNN topology, we have proposed a new measure; the RNN cluster centrality. Results from a variety of PPI networks demonstrate that RNN cluster centrality outperforms other centrality measures with regard to the proportion of selected proteins that are essential proteins. We also investigated the biological importance of RNN clusters. CONCLUSIONS: This study reveals that RNN cluster centrality provides the best correlation of protein essentiality and placement of proteins in PPI network. Additionally, merged RNN clusters were found to be topologically important in that essential proteins are significantly enriched in RNN clusters, and biologically important because they play an important role in many Gene Ontology (GO) processes.
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spelling pubmed-30980852011-07-08 Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology Ning, Kang Ng, Hoong Kee Srihari, Sriganesh Leong, Hon Wai Nesvizhskii, Alexey I BMC Bioinformatics Research Article BACKGROUND: In many protein-protein interaction (PPI) networks, densely connected hub proteins are more likely to be essential proteins. This is referred to as the "centrality-lethality rule", which indicates that the topological placement of a protein in PPI network is connected with its biological essentiality. Though such connections are observed in many PPI networks, the underlying topological properties for these connections are not yet clearly understood. Some suggested putative connections are the involvement of essential proteins in the maintenance of overall network connections, or that they play a role in essential protein clusters. In this work, we have attempted to examine the placement of essential proteins and the network topology from a different perspective by determining the correlation of protein essentiality and reverse nearest neighbor topology (RNN). RESULTS: The RNN topology is a weighted directed graph derived from PPI network, and it is a natural representation of the topological dependences between proteins within the PPI network. Similar to the original PPI network, we have observed that essential proteins tend to be hub proteins in RNN topology. Additionally, essential genes are enriched in clusters containing many hub proteins in RNN topology (RNN protein clusters). Based on these two properties of essential genes in RNN topology, we have proposed a new measure; the RNN cluster centrality. Results from a variety of PPI networks demonstrate that RNN cluster centrality outperforms other centrality measures with regard to the proportion of selected proteins that are essential proteins. We also investigated the biological importance of RNN clusters. CONCLUSIONS: This study reveals that RNN cluster centrality provides the best correlation of protein essentiality and placement of proteins in PPI network. Additionally, merged RNN clusters were found to be topologically important in that essential proteins are significantly enriched in RNN clusters, and biologically important because they play an important role in many Gene Ontology (GO) processes. BioMed Central 2010-10-12 /pmc/articles/PMC3098085/ /pubmed/20939873 http://dx.doi.org/10.1186/1471-2105-11-505 Text en Copyright ©2010 Ning et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Ning, Kang
Ng, Hoong Kee
Srihari, Sriganesh
Leong, Hon Wai
Nesvizhskii, Alexey I
Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology
title Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology
title_full Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology
title_fullStr Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology
title_full_unstemmed Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology
title_short Examination of the relationship between essential genes in PPI network and hub proteins in reverse nearest neighbor topology
title_sort examination of the relationship between essential genes in ppi network and hub proteins in reverse nearest neighbor topology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3098085/
https://www.ncbi.nlm.nih.gov/pubmed/20939873
http://dx.doi.org/10.1186/1471-2105-11-505
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