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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...

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Detalles Bibliográficos
Autores principales: Al–Taie, Zainab, Thanintorn, Nattapon, Ersoy, Ilker, Kholod, Olha, Taylor, Kristen, Hammer, Richard, Shin, Dmitriy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2018
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.
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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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