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Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network
Mutations in genes potentially lead to a number of genetic diseases with differing severity. These disease genes have been the focus of research in recent years showing that the disease gene population as a whole is not homogeneous, and can be categorized according to their interactions. Locus heter...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2014
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4260505/ https://www.ncbi.nlm.nih.gov/pubmed/25538735 http://dx.doi.org/10.3389/fgene.2014.00434 |
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author | Keith, Benjamin P. Robertson, David L. Hentges, Kathryn E. |
author_facet | Keith, Benjamin P. Robertson, David L. Hentges, Kathryn E. |
author_sort | Keith, Benjamin P. |
collection | PubMed |
description | Mutations in genes potentially lead to a number of genetic diseases with differing severity. These disease genes have been the focus of research in recent years showing that the disease gene population as a whole is not homogeneous, and can be categorized according to their interactions. Locus heterogeneity describes a single disorder caused by mutations in different genes each acting individually to cause the same disease. Using datasets of experimentally derived human disease genes and protein interactions, we created a protein interaction network to investigate the relationships between the products of genes associated with a disease displaying locus heterogeneity, and use network parameters to suggest properties that distinguish these disease genes from the overall disease gene population. Through the manual curation of known causative genes of 100 diseases displaying locus heterogeneity and 397 single-gene Mendelian disorders, we use network parameters to show that our locus heterogeneity network displays distinct properties from the global disease network and a Mendelian network. Using the global human proteome, through random simulation of the network we show that heterogeneous genes display significant interconnectivity. Further topological analysis of this network revealed clustering of locus heterogeneity genes that cause identical disorders, indicating that these disease genes are involved in similar biological processes. We then use this information to suggest additional genes that may contribute to diseases with locus heterogeneity. |
format | Online Article Text |
id | pubmed-4260505 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-42605052014-12-23 Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network Keith, Benjamin P. Robertson, David L. Hentges, Kathryn E. Front Genet Genetics Mutations in genes potentially lead to a number of genetic diseases with differing severity. These disease genes have been the focus of research in recent years showing that the disease gene population as a whole is not homogeneous, and can be categorized according to their interactions. Locus heterogeneity describes a single disorder caused by mutations in different genes each acting individually to cause the same disease. Using datasets of experimentally derived human disease genes and protein interactions, we created a protein interaction network to investigate the relationships between the products of genes associated with a disease displaying locus heterogeneity, and use network parameters to suggest properties that distinguish these disease genes from the overall disease gene population. Through the manual curation of known causative genes of 100 diseases displaying locus heterogeneity and 397 single-gene Mendelian disorders, we use network parameters to show that our locus heterogeneity network displays distinct properties from the global disease network and a Mendelian network. Using the global human proteome, through random simulation of the network we show that heterogeneous genes display significant interconnectivity. Further topological analysis of this network revealed clustering of locus heterogeneity genes that cause identical disorders, indicating that these disease genes are involved in similar biological processes. We then use this information to suggest additional genes that may contribute to diseases with locus heterogeneity. Frontiers Media S.A. 2014-12-09 /pmc/articles/PMC4260505/ /pubmed/25538735 http://dx.doi.org/10.3389/fgene.2014.00434 Text en Copyright © 2014 Keith, Robertson and Hentges. http://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) or licensor 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 Keith, Benjamin P. Robertson, David L. Hentges, Kathryn E. Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
title | Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
title_full | Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
title_fullStr | Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
title_full_unstemmed | Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
title_short | Locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
title_sort | locus heterogeneity disease genes encode proteins with high interconnectivity in the human protein interaction network |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4260505/ https://www.ncbi.nlm.nih.gov/pubmed/25538735 http://dx.doi.org/10.3389/fgene.2014.00434 |
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