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REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics
Pathway-based analysis holds promise to be instrumental in precision and personalized medicine analytics. However, the majority of pathway-based analysis methods utilize “fixed” or “rigid” data sets that limit their ability to account for complex biological inter-dependencies. Here, we present REDES...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Medical Informatics Association
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961787/ https://www.ncbi.nlm.nih.gov/pubmed/29888036 |
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author | Al–Taie, Zainab Thanintorn, Nattapon Ersoy, Ilker Kholod, Olha Taylor, Kristen Hammer, Richard Shin, Dmitriy |
author_facet | Al–Taie, Zainab Thanintorn, Nattapon Ersoy, Ilker Kholod, Olha Taylor, Kristen Hammer, Richard Shin, Dmitriy |
author_sort | Al–Taie, Zainab |
collection | PubMed |
description | Pathway-based analysis holds promise to be instrumental in precision and personalized medicine analytics. However, the majority of pathway-based analysis methods utilize “fixed” or “rigid” data sets that limit their ability to account for complex biological inter-dependencies. Here, we present REDESIGN: RDF-based Differential Signaling Pathway informatics framework. The distinctive feature of the REDESIGN is that it is designed to run on “flexible” ontology-enabled data sets of curated signal transduction pathway maps to uncover high explanatory differential pathway mechanisms on gene-to-gene level. The experiments on two morphoproteomic cases demonstrated REDESIGN’s capability to generate actionable hypotheses in precision/personalized medicine analytics. |
format | Online Article Text |
id | pubmed-5961787 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Medical Informatics Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-59617872018-06-08 REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics Al–Taie, Zainab Thanintorn, Nattapon Ersoy, Ilker Kholod, Olha Taylor, Kristen Hammer, Richard Shin, Dmitriy AMIA Jt Summits Transl Sci Proc Articles Pathway-based analysis holds promise to be instrumental in precision and personalized medicine analytics. However, the majority of pathway-based analysis methods utilize “fixed” or “rigid” data sets that limit their ability to account for complex biological inter-dependencies. Here, we present REDESIGN: RDF-based Differential Signaling Pathway informatics framework. The distinctive feature of the REDESIGN is that it is designed to run on “flexible” ontology-enabled data sets of curated signal transduction pathway maps to uncover high explanatory differential pathway mechanisms on gene-to-gene level. The experiments on two morphoproteomic cases demonstrated REDESIGN’s capability to generate actionable hypotheses in precision/personalized medicine analytics. American Medical Informatics Association 2018-05-18 /pmc/articles/PMC5961787/ /pubmed/29888036 Text en ©2018 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose |
spellingShingle | Articles Al–Taie, Zainab Thanintorn, Nattapon Ersoy, Ilker Kholod, Olha Taylor, Kristen Hammer, Richard Shin, Dmitriy REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics |
title | REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics |
title_full | REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics |
title_fullStr | REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics |
title_full_unstemmed | REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics |
title_short | REDESIGN: RDF–based Differential Signaling Framework for Precision Medicine Analytics |
title_sort | redesign: rdf–based differential signaling framework for precision medicine analytics |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5961787/ https://www.ncbi.nlm.nih.gov/pubmed/29888036 |
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