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Biological interaction networks are conserved at the module level

BACKGROUND: Orthologous genes are highly conserved between closely related species and biological systems often utilize the same genes across different organisms. However, while sequence similarity often implies functional similarity, interaction data is not well conserved even for proteins with hig...

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Detalles Bibliográficos
Autores principales: Zinman, Guy E, Zhong, Shan, Bar-Joseph, Ziv
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3212960/
https://www.ncbi.nlm.nih.gov/pubmed/21861884
http://dx.doi.org/10.1186/1752-0509-5-134
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author Zinman, Guy E
Zhong, Shan
Bar-Joseph, Ziv
author_facet Zinman, Guy E
Zhong, Shan
Bar-Joseph, Ziv
author_sort Zinman, Guy E
collection PubMed
description BACKGROUND: Orthologous genes are highly conserved between closely related species and biological systems often utilize the same genes across different organisms. However, while sequence similarity often implies functional similarity, interaction data is not well conserved even for proteins with high sequence similarity. Several recent studies comparing high throughput data including expression, protein-protein, protein-DNA, and genetic interactions between close species show conservation at a much lower rate than expected. RESULTS: In this work we collected comprehensive high-throughput interaction datasets for four model organisms (S. cerevisiae, S. pombe, C. elegans, and D. melanogaster) and carried out systematic analyses in order to explain the apparent lower conservation of interaction data when compared to the conservation of sequence data. We first showed that several previously proposed hypotheses only provide a limited explanation for such lower conservation rates. We combined all interaction evidences into an integrated network for each species and identified functional modules from these integrated networks. We then demonstrate that interactions that are part of functional modules are conserved at much higher rates than previous reports in the literature, while interactions that connect between distinct functional modules are conserved at lower rates. CONCLUSIONS: We show that conservation is maintained between species, but mainly at the module level. Our results indicate that interactions within modules are much more likely to be conserved than interactions between proteins in different modules. This provides a network based explanation to the observed conservation rates that can also help explain why so many biological processes are well conserved despite the lower levels of conservation for the interactions of proteins participating in these processes. Accompanying website: http://www.sb.cs.cmu.edu/CrossSP
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spelling pubmed-32129602011-11-11 Biological interaction networks are conserved at the module level Zinman, Guy E Zhong, Shan Bar-Joseph, Ziv BMC Syst Biol Research Article BACKGROUND: Orthologous genes are highly conserved between closely related species and biological systems often utilize the same genes across different organisms. However, while sequence similarity often implies functional similarity, interaction data is not well conserved even for proteins with high sequence similarity. Several recent studies comparing high throughput data including expression, protein-protein, protein-DNA, and genetic interactions between close species show conservation at a much lower rate than expected. RESULTS: In this work we collected comprehensive high-throughput interaction datasets for four model organisms (S. cerevisiae, S. pombe, C. elegans, and D. melanogaster) and carried out systematic analyses in order to explain the apparent lower conservation of interaction data when compared to the conservation of sequence data. We first showed that several previously proposed hypotheses only provide a limited explanation for such lower conservation rates. We combined all interaction evidences into an integrated network for each species and identified functional modules from these integrated networks. We then demonstrate that interactions that are part of functional modules are conserved at much higher rates than previous reports in the literature, while interactions that connect between distinct functional modules are conserved at lower rates. CONCLUSIONS: We show that conservation is maintained between species, but mainly at the module level. Our results indicate that interactions within modules are much more likely to be conserved than interactions between proteins in different modules. This provides a network based explanation to the observed conservation rates that can also help explain why so many biological processes are well conserved despite the lower levels of conservation for the interactions of proteins participating in these processes. Accompanying website: http://www.sb.cs.cmu.edu/CrossSP BioMed Central 2011-08-23 /pmc/articles/PMC3212960/ /pubmed/21861884 http://dx.doi.org/10.1186/1752-0509-5-134 Text en Copyright ©2011 Zinman 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
Zinman, Guy E
Zhong, Shan
Bar-Joseph, Ziv
Biological interaction networks are conserved at the module level
title Biological interaction networks are conserved at the module level
title_full Biological interaction networks are conserved at the module level
title_fullStr Biological interaction networks are conserved at the module level
title_full_unstemmed Biological interaction networks are conserved at the module level
title_short Biological interaction networks are conserved at the module level
title_sort biological interaction networks are conserved at the module level
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3212960/
https://www.ncbi.nlm.nih.gov/pubmed/21861884
http://dx.doi.org/10.1186/1752-0509-5-134
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