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Mouse model phenotypes provide information about human drug targets
Motivation: Methods for computational drug target identification use information from diverse information sources to predict or prioritize drug targets for known drugs. One set of resources that has been relatively neglected for drug repurposing is animal model phenotype. Results: We investigate the...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3933875/ https://www.ncbi.nlm.nih.gov/pubmed/24158600 http://dx.doi.org/10.1093/bioinformatics/btt613 |
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author | Hoehndorf, Robert Hiebert, Tanya Hardy, Nigel W. Schofield, Paul N. Gkoutos, Georgios V. Dumontier, Michel |
author_facet | Hoehndorf, Robert Hiebert, Tanya Hardy, Nigel W. Schofield, Paul N. Gkoutos, Georgios V. Dumontier, Michel |
author_sort | Hoehndorf, Robert |
collection | PubMed |
description | Motivation: Methods for computational drug target identification use information from diverse information sources to predict or prioritize drug targets for known drugs. One set of resources that has been relatively neglected for drug repurposing is animal model phenotype. Results: We investigate the use of mouse model phenotypes for drug target identification. To achieve this goal, we first integrate mouse model phenotypes and drug effects, and then systematically compare the phenotypic similarity between mouse models and drug effect profiles. We find a high similarity between phenotypes resulting from loss-of-function mutations and drug effects resulting from the inhibition of a protein through a drug action, and demonstrate how this approach can be used to suggest candidate drug targets. Availability and implementation: Analysis code and supplementary data files are available on the project Web site at https://drugeffects.googlecode.com. Contact: leechuck@leechuck.de or roh25@aber.ac.uk Supplementary information: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-3933875 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-39338752014-03-12 Mouse model phenotypes provide information about human drug targets Hoehndorf, Robert Hiebert, Tanya Hardy, Nigel W. Schofield, Paul N. Gkoutos, Georgios V. Dumontier, Michel Bioinformatics Original Papers Motivation: Methods for computational drug target identification use information from diverse information sources to predict or prioritize drug targets for known drugs. One set of resources that has been relatively neglected for drug repurposing is animal model phenotype. Results: We investigate the use of mouse model phenotypes for drug target identification. To achieve this goal, we first integrate mouse model phenotypes and drug effects, and then systematically compare the phenotypic similarity between mouse models and drug effect profiles. We find a high similarity between phenotypes resulting from loss-of-function mutations and drug effects resulting from the inhibition of a protein through a drug action, and demonstrate how this approach can be used to suggest candidate drug targets. Availability and implementation: Analysis code and supplementary data files are available on the project Web site at https://drugeffects.googlecode.com. Contact: leechuck@leechuck.de or roh25@aber.ac.uk Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2014-03-01 2013-10-24 /pmc/articles/PMC3933875/ /pubmed/24158600 http://dx.doi.org/10.1093/bioinformatics/btt613 Text en © The Author 2013. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Papers Hoehndorf, Robert Hiebert, Tanya Hardy, Nigel W. Schofield, Paul N. Gkoutos, Georgios V. Dumontier, Michel Mouse model phenotypes provide information about human drug targets |
title | Mouse model phenotypes provide information about human drug targets |
title_full | Mouse model phenotypes provide information about human drug targets |
title_fullStr | Mouse model phenotypes provide information about human drug targets |
title_full_unstemmed | Mouse model phenotypes provide information about human drug targets |
title_short | Mouse model phenotypes provide information about human drug targets |
title_sort | mouse model phenotypes provide information about human drug targets |
topic | Original Papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3933875/ https://www.ncbi.nlm.nih.gov/pubmed/24158600 http://dx.doi.org/10.1093/bioinformatics/btt613 |
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