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Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events
BACKGROUND: Neuropathy often occurs following drug treatment such as chemotherapy. Severe instances of neuropathy can result in cessation of life-saving chemotherapy treatment. RESULTS: To support data representation and analysis of drug-associated neuropathy adverse events (AEs), we developed the O...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4875649/ https://www.ncbi.nlm.nih.gov/pubmed/27213033 http://dx.doi.org/10.1186/s13326-016-0069-x |
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author | Guo, Abra Racz, Rebecca Hur, Junguk Lin, Yu Xiang, Zuoshuang Zhao, Lili Rinder, Jordan Jiang, Guoqian Zhu, Qian He, Yongqun |
author_facet | Guo, Abra Racz, Rebecca Hur, Junguk Lin, Yu Xiang, Zuoshuang Zhao, Lili Rinder, Jordan Jiang, Guoqian Zhu, Qian He, Yongqun |
author_sort | Guo, Abra |
collection | PubMed |
description | BACKGROUND: Neuropathy often occurs following drug treatment such as chemotherapy. Severe instances of neuropathy can result in cessation of life-saving chemotherapy treatment. RESULTS: To support data representation and analysis of drug-associated neuropathy adverse events (AEs), we developed the Ontology of Drug Neuropathy Adverse Events (ODNAE). ODNAE extends the Ontology of Adverse Events (OAE). Our combinatorial approach identified 215 US FDA-licensed small molecule drugs that induce signs and symptoms of various types of neuropathy. ODNAE imports related drugs from the Drug Ontology (DrON) with their chemical ingredients defined in ChEBI. ODNAE includes 139 drug mechanisms of action from NDF-RT and 186 biological processes represented in the Gene Ontology (GO). In total ODNAE contains 1579 terms. Our analysis of the ODNAE knowledge base shows neuropathy-inducing drugs classified under specific molecular entity groups, especially carbon, pnictogen, chalcogen, and heterocyclic compounds. The carbon drug group includes 127 organic chemical drugs. Thirty nine receptor agonist and antagonist terms were identified, including 4 pairs (31 drugs) of agonists and antagonists that share targets (e.g., adrenergic receptor, dopamine, serotonin, and sex hormone receptor). Many drugs regulate neurological system processes (e.g., negative regulation of dopamine or serotonin uptake). SPARQL scripts were used to query the ODNAE ontology knowledge base. CONCLUSIONS: ODNAE is an effective platform for building a drug-induced neuropathy knowledge base and for analyzing the underlying mechanisms of drug-induced neuropathy. The ODNAE-based methods used in this study can also be extended to the representation and study of other categories of adverse events. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13326-016-0069-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4875649 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-48756492016-05-22 Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events Guo, Abra Racz, Rebecca Hur, Junguk Lin, Yu Xiang, Zuoshuang Zhao, Lili Rinder, Jordan Jiang, Guoqian Zhu, Qian He, Yongqun J Biomed Semantics Research BACKGROUND: Neuropathy often occurs following drug treatment such as chemotherapy. Severe instances of neuropathy can result in cessation of life-saving chemotherapy treatment. RESULTS: To support data representation and analysis of drug-associated neuropathy adverse events (AEs), we developed the Ontology of Drug Neuropathy Adverse Events (ODNAE). ODNAE extends the Ontology of Adverse Events (OAE). Our combinatorial approach identified 215 US FDA-licensed small molecule drugs that induce signs and symptoms of various types of neuropathy. ODNAE imports related drugs from the Drug Ontology (DrON) with their chemical ingredients defined in ChEBI. ODNAE includes 139 drug mechanisms of action from NDF-RT and 186 biological processes represented in the Gene Ontology (GO). In total ODNAE contains 1579 terms. Our analysis of the ODNAE knowledge base shows neuropathy-inducing drugs classified under specific molecular entity groups, especially carbon, pnictogen, chalcogen, and heterocyclic compounds. The carbon drug group includes 127 organic chemical drugs. Thirty nine receptor agonist and antagonist terms were identified, including 4 pairs (31 drugs) of agonists and antagonists that share targets (e.g., adrenergic receptor, dopamine, serotonin, and sex hormone receptor). Many drugs regulate neurological system processes (e.g., negative regulation of dopamine or serotonin uptake). SPARQL scripts were used to query the ODNAE ontology knowledge base. CONCLUSIONS: ODNAE is an effective platform for building a drug-induced neuropathy knowledge base and for analyzing the underlying mechanisms of drug-induced neuropathy. The ODNAE-based methods used in this study can also be extended to the representation and study of other categories of adverse events. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13326-016-0069-x) contains supplementary material, which is available to authorized users. BioMed Central 2016-05-21 /pmc/articles/PMC4875649/ /pubmed/27213033 http://dx.doi.org/10.1186/s13326-016-0069-x Text en © Guo et al. 2016 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 Guo, Abra Racz, Rebecca Hur, Junguk Lin, Yu Xiang, Zuoshuang Zhao, Lili Rinder, Jordan Jiang, Guoqian Zhu, Qian He, Yongqun Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
title | Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
title_full | Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
title_fullStr | Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
title_full_unstemmed | Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
title_short | Ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
title_sort | ontology-based collection, representation and analysis of drug-associated neuropathy adverse events |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4875649/ https://www.ncbi.nlm.nih.gov/pubmed/27213033 http://dx.doi.org/10.1186/s13326-016-0069-x |
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