Cargando…
A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome
Knowledge-driven text mining is becoming an important research area for identifying pharmacogenomics target genes. However, few of such studies have been focused on the pharmacogenomics targets of adverse drug events (ADEs). The objective of the present study is to build a framework of knowledge int...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Informatics Association
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3814489/ https://www.ncbi.nlm.nih.gov/pubmed/24303306 |
_version_ | 1782289262392115200 |
---|---|
author | Jiang, Guoqian Wang, Chen Zhu, Qian Chute, Christopher G. |
author_facet | Jiang, Guoqian Wang, Chen Zhu, Qian Chute, Christopher G. |
author_sort | Jiang, Guoqian |
collection | PubMed |
description | Knowledge-driven text mining is becoming an important research area for identifying pharmacogenomics target genes. However, few of such studies have been focused on the pharmacogenomics targets of adverse drug events (ADEs). The objective of the present study is to build a framework of knowledge integration and discovery that aims to support pharmacogenomics target predication of ADEs. We integrate a semantically annotated literature corpus Semantic MEDLINE with a semantically coded ADE knowledgebase known as ADEpedia using a semantic web based framework. We developed a knowledge discovery approach combining a network analysis of a protein-protein interaction (PPI) network and a gene functional classification approach. We performed a case study of drug-induced long QT syndrome for demonstrating the usefulness of the framework in predicting potential pharmacogenomics targets of ADEs. |
format | Online Article Text |
id | pubmed-3814489 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-38144892013-12-03 A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome Jiang, Guoqian Wang, Chen Zhu, Qian Chute, Christopher G. AMIA Jt Summits Transl Sci Proc Articles Knowledge-driven text mining is becoming an important research area for identifying pharmacogenomics target genes. However, few of such studies have been focused on the pharmacogenomics targets of adverse drug events (ADEs). The objective of the present study is to build a framework of knowledge integration and discovery that aims to support pharmacogenomics target predication of ADEs. We integrate a semantically annotated literature corpus Semantic MEDLINE with a semantically coded ADE knowledgebase known as ADEpedia using a semantic web based framework. We developed a knowledge discovery approach combining a network analysis of a protein-protein interaction (PPI) network and a gene functional classification approach. We performed a case study of drug-induced long QT syndrome for demonstrating the usefulness of the framework in predicting potential pharmacogenomics targets of ADEs. American Medical Informatics Association 2013-03-18 /pmc/articles/PMC3814489/ /pubmed/24303306 Text en ©2013 AMIA - All rights reserved. |
spellingShingle | Articles Jiang, Guoqian Wang, Chen Zhu, Qian Chute, Christopher G. A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome |
title | A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome |
title_full | A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome |
title_fullStr | A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome |
title_full_unstemmed | A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome |
title_short | A Framework of Knowledge Integration and Discovery for Supporting Pharmacogenomics Target Predication of Adverse Drug Events: A Case Study of Drug-Induced Long QT Syndrome |
title_sort | framework of knowledge integration and discovery for supporting pharmacogenomics target predication of adverse drug events: a case study of drug-induced long qt syndrome |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3814489/ https://www.ncbi.nlm.nih.gov/pubmed/24303306 |
work_keys_str_mv | AT jiangguoqian aframeworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT wangchen aframeworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT zhuqian aframeworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT chutechristopherg aframeworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT jiangguoqian frameworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT wangchen frameworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT zhuqian frameworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome AT chutechristopherg frameworkofknowledgeintegrationanddiscoveryforsupportingpharmacogenomicstargetpredicationofadversedrugeventsacasestudyofdruginducedlongqtsyndrome |