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TarGo: network based target gene selection system for human disease related mouse models

Genetically engineered mouse models are used in high-throughput phenotyping screens to understand genotype-phenotype associations and their relevance to human diseases. However, not all mutant mouse lines with detectable phenotypes are associated with human diseases. Here, we propose the “Target gen...

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Autores principales: Hyung, Daejin, Mallon, Ann-Marie, Kyung, Dong Soo, Cho, Soo Young, Seong, Je Kyung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7081697/
https://www.ncbi.nlm.nih.gov/pubmed/32257911
http://dx.doi.org/10.1186/s42826-019-0023-z
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author Hyung, Daejin
Mallon, Ann-Marie
Kyung, Dong Soo
Cho, Soo Young
Seong, Je Kyung
author_facet Hyung, Daejin
Mallon, Ann-Marie
Kyung, Dong Soo
Cho, Soo Young
Seong, Je Kyung
author_sort Hyung, Daejin
collection PubMed
description Genetically engineered mouse models are used in high-throughput phenotyping screens to understand genotype-phenotype associations and their relevance to human diseases. However, not all mutant mouse lines with detectable phenotypes are associated with human diseases. Here, we propose the “Target gene selection system for Genetically engineered mouse models” (TarGo). Using a combination of human disease descriptions, network topology, and genotype-phenotype correlations, novel genes that are potentially related to human diseases are suggested. We constructed a gene interaction network using protein-protein interactions, molecular pathways, and co-expression data. Several repositories for human disease signatures were used to obtain information on human disease-related genes. We calculated disease- or phenotype-specific gene ranks using network topology and disease signatures. In conclusion, TarGo provides many novel features for gene function prediction.
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spelling pubmed-70816972020-04-01 TarGo: network based target gene selection system for human disease related mouse models Hyung, Daejin Mallon, Ann-Marie Kyung, Dong Soo Cho, Soo Young Seong, Je Kyung Lab Anim Res Research Genetically engineered mouse models are used in high-throughput phenotyping screens to understand genotype-phenotype associations and their relevance to human diseases. However, not all mutant mouse lines with detectable phenotypes are associated with human diseases. Here, we propose the “Target gene selection system for Genetically engineered mouse models” (TarGo). Using a combination of human disease descriptions, network topology, and genotype-phenotype correlations, novel genes that are potentially related to human diseases are suggested. We constructed a gene interaction network using protein-protein interactions, molecular pathways, and co-expression data. Several repositories for human disease signatures were used to obtain information on human disease-related genes. We calculated disease- or phenotype-specific gene ranks using network topology and disease signatures. In conclusion, TarGo provides many novel features for gene function prediction. BioMed Central 2019-11-13 /pmc/articles/PMC7081697/ /pubmed/32257911 http://dx.doi.org/10.1186/s42826-019-0023-z Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Hyung, Daejin
Mallon, Ann-Marie
Kyung, Dong Soo
Cho, Soo Young
Seong, Je Kyung
TarGo: network based target gene selection system for human disease related mouse models
title TarGo: network based target gene selection system for human disease related mouse models
title_full TarGo: network based target gene selection system for human disease related mouse models
title_fullStr TarGo: network based target gene selection system for human disease related mouse models
title_full_unstemmed TarGo: network based target gene selection system for human disease related mouse models
title_short TarGo: network based target gene selection system for human disease related mouse models
title_sort targo: network based target gene selection system for human disease related mouse models
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7081697/
https://www.ncbi.nlm.nih.gov/pubmed/32257911
http://dx.doi.org/10.1186/s42826-019-0023-z
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