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PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool
Drug development has been hampered by a high failure rate in clinical trials due to our incomplete understanding of drug functions across organs and species. Therefore, elucidating species- and tissue-specific drug functions can provide insights into therapeutic efficacy, potential adverse effects,...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8957031/ https://www.ncbi.nlm.nih.gov/pubmed/35345455 http://dx.doi.org/10.1016/j.isci.2022.104052 |
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author | Chen, Yen-Wei Diamante, Graciel Ding, Jessica Nghiem, Thien Xuan Yang, Jessica Ha, Sung-Min Cohn, Peter Arneson, Douglas Blencowe, Montgomery Garcia, Jennifer Zaghari, Nima Patel, Paul Yang, Xia |
author_facet | Chen, Yen-Wei Diamante, Graciel Ding, Jessica Nghiem, Thien Xuan Yang, Jessica Ha, Sung-Min Cohn, Peter Arneson, Douglas Blencowe, Montgomery Garcia, Jennifer Zaghari, Nima Patel, Paul Yang, Xia |
author_sort | Chen, Yen-Wei |
collection | PubMed |
description | Drug development has been hampered by a high failure rate in clinical trials due to our incomplete understanding of drug functions across organs and species. Therefore, elucidating species- and tissue-specific drug functions can provide insights into therapeutic efficacy, potential adverse effects, and interspecies differences necessary for effective translational medicine. Here, we present PharmOmics, a drug knowledgebase and analytical tool that is hosted on an interactive web server. Using tissue- and species-specific transcriptome data from human, mouse, and rat curated from different databases, we implemented a gene-network-based approach for drug repositioning. We demonstrate the potential of PharmOmics to retrieve known therapeutic drugs and identify drugs with tissue toxicity using in silico performance assessment. We further validated predicted drugs for nonalcoholic fatty liver disease in mice. By combining tissue- and species-specific in vivo drug signatures with gene networks, PharmOmics serves as a complementary tool to support drug characterization and network-based medicine. |
format | Online Article Text |
id | pubmed-8957031 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-89570312022-03-27 PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool Chen, Yen-Wei Diamante, Graciel Ding, Jessica Nghiem, Thien Xuan Yang, Jessica Ha, Sung-Min Cohn, Peter Arneson, Douglas Blencowe, Montgomery Garcia, Jennifer Zaghari, Nima Patel, Paul Yang, Xia iScience Article Drug development has been hampered by a high failure rate in clinical trials due to our incomplete understanding of drug functions across organs and species. Therefore, elucidating species- and tissue-specific drug functions can provide insights into therapeutic efficacy, potential adverse effects, and interspecies differences necessary for effective translational medicine. Here, we present PharmOmics, a drug knowledgebase and analytical tool that is hosted on an interactive web server. Using tissue- and species-specific transcriptome data from human, mouse, and rat curated from different databases, we implemented a gene-network-based approach for drug repositioning. We demonstrate the potential of PharmOmics to retrieve known therapeutic drugs and identify drugs with tissue toxicity using in silico performance assessment. We further validated predicted drugs for nonalcoholic fatty liver disease in mice. By combining tissue- and species-specific in vivo drug signatures with gene networks, PharmOmics serves as a complementary tool to support drug characterization and network-based medicine. Elsevier 2022-03-10 /pmc/articles/PMC8957031/ /pubmed/35345455 http://dx.doi.org/10.1016/j.isci.2022.104052 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chen, Yen-Wei Diamante, Graciel Ding, Jessica Nghiem, Thien Xuan Yang, Jessica Ha, Sung-Min Cohn, Peter Arneson, Douglas Blencowe, Montgomery Garcia, Jennifer Zaghari, Nima Patel, Paul Yang, Xia PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
title | PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
title_full | PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
title_fullStr | PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
title_full_unstemmed | PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
title_short | PharmOmics: A species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
title_sort | pharmomics: a species- and tissue-specific drug signature database and gene-network-based drug repositioning tool |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8957031/ https://www.ncbi.nlm.nih.gov/pubmed/35345455 http://dx.doi.org/10.1016/j.isci.2022.104052 |
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